prototype precompile pass

CHANGELOG.md

@@ -11,6 +11,7 @@
   
 ### **HEAD -> main** 2022/03/16 mandic00@live.com
 
+- fix indexdb config check
 
 ### **2.6.4** 2022/02/27 mandic00@live.com
 

demo/typescript/index.js

@@ -4,8 +4,8 @@
   author: <https://github.com/vladmandic>'
 */
 
-import{Human as p}from"../../dist/human.esm.js";var w={modelBasePath:"../../models",filter:{enabled:!0,equalization:!1},face:{enabled:!0,detector:{rotation:!1},mesh:{enabled:!0},iris:{enabled:!0},description:{enabled:!0},emotion:{enabled:!0}},body:{enabled:!0},hand:{enabled:!0},object:{enabled:!1},gesture:{enabled:!0}},t=new p(w);t.env.perfadd=!1;t.draw.options.font='small-caps 18px "Lato"';t.draw.options.lineHeight=20;var e={video:document.getElementById("video"),canvas:document.getElementById("canvas"),log:document.getElementById("log"),fps:document.getElementById("status"),perf:document.getElementById("performance")},i={detect:0,draw:0,tensors:0},d={detect:0,draw:0},s=(...a)=>{e.log.innerText+=a.join(" ")+`
+import{Human as p}from"../../dist/human.esm.js";var w={modelBasePath:"../../models",filter:{enabled:!0,equalization:!1},face:{enabled:!0,detector:{rotation:!1},mesh:{enabled:!0},iris:{enabled:!0},description:{enabled:!0},emotion:{enabled:!0}},body:{enabled:!0},hand:{enabled:!0},object:{enabled:!0},gesture:{enabled:!0}},t=new p(w);t.env.perfadd=!1;t.draw.options.font='small-caps 18px "Lato"';t.draw.options.lineHeight=20;var e={video:document.getElementById("video"),canvas:document.getElementById("canvas"),log:document.getElementById("log"),fps:document.getElementById("status"),perf:document.getElementById("performance")},i={detect:0,draw:0,tensors:0},d={detect:0,draw:0},s=(...a)=>{e.log.innerText+=a.join(" ")+`
-`,console.log(...a)},r=a=>e.fps.innerText=a,b=a=>e.perf.innerText="tensors:"+t.tf.memory().numTensors+" | performance: "+JSON.stringify(a).replace(/"|{|}/g,"").replace(/,/g," | ");async function h(){r("starting webcam...");let a={audio:!1,video:{facingMode:"user",resizeMode:"none",width:{ideal:document.body.clientWidth}}},n=await navigator.mediaDevices.getUserMedia(a),m=new Promise(f=>{e.video.onloadeddata=()=>f(!0)});e.video.srcObject=n,e.video.play(),await m,e.canvas.width=e.video.videoWidth,e.canvas.height=e.video.videoHeight;let o=n.getVideoTracks()[0],v=o.getCapabilities?o.getCapabilities():"",g=o.getSettings?o.getSettings():"",u=o.getConstraints?o.getConstraints():"";s("video:",e.video.videoWidth,e.video.videoHeight,o.label,{stream:n,track:o,settings:g,constraints:u,capabilities:v}),e.canvas.onclick=()=>{e.video.paused?e.video.play():e.video.pause()}}async function c(){if(!e.video.paused){await t.detect(e.video);let n=t.tf.memory().numTensors;n-i.tensors!==0&&s("allocated tensors:",n-i.tensors),i.tensors=n}let a=t.now();d.detect=1e3/(a-i.detect),i.detect=a,requestAnimationFrame(c)}async function l(){if(!e.video.paused){let n=await t.next(t.result);await t.draw.canvas(e.video,e.canvas),await t.draw.all(e.canvas,n),b(n.performance)}let a=t.now();d.draw=1e3/(a-i.draw),i.draw=a,r(e.video.paused?"paused":`fps: ${d.detect.toFixed(1).padStart(5," ")} detect | ${d.draw.toFixed(1).padStart(5," ")} draw`),setTimeout(l,30)}async function y(){s("human version:",t.version,"| tfjs version:",t.tf.version["tfjs-core"]),s("platform:",t.env.platform,"| agent:",t.env.agent),r("loading..."),await t.load(),s("backend:",t.tf.getBackend(),"| available:",t.env.backends),s("loaded models:",Object.values(t.models).filter(a=>a!==null).length),r("initializing..."),await t.warmup(),await h(),await c(),await l()}window.onload=y;
+`,console.log(...a)},r=a=>e.fps.innerText=a,b=a=>e.perf.innerText="tensors:"+t.tf.memory().numTensors+" | performance: "+JSON.stringify(a).replace(/"|{|}/g,"").replace(/,/g," | ");async function h(){r("starting webcam...");let a={audio:!1,video:{facingMode:"user",resizeMode:"none",width:{ideal:document.body.clientWidth}}},n=await navigator.mediaDevices.getUserMedia(a),m=new Promise(f=>{e.video.onloadeddata=()=>f(!0)});e.video.srcObject=n,e.video.play(),await m,e.canvas.width=e.video.videoWidth,e.canvas.height=e.video.videoHeight;let o=n.getVideoTracks()[0],u=o.getCapabilities?o.getCapabilities():"",v=o.getSettings?o.getSettings():"",g=o.getConstraints?o.getConstraints():"";s("video:",e.video.videoWidth,e.video.videoHeight,o.label,{stream:n,track:o,settings:v,constraints:g,capabilities:u}),e.canvas.onclick=()=>{e.video.paused?e.video.play():e.video.pause()}}async function c(){if(!e.video.paused){await t.detect(e.video);let n=t.tf.memory().numTensors;n-i.tensors!==0&&s("allocated tensors:",n-i.tensors),i.tensors=n}let a=t.now();d.detect=1e3/(a-i.detect),i.detect=a,requestAnimationFrame(c)}async function l(){if(!e.video.paused){let n=await t.next(t.result);await t.draw.canvas(e.video,e.canvas),await t.draw.all(e.canvas,n),b(n.performance)}let a=t.now();d.draw=1e3/(a-i.draw),i.draw=a,r(e.video.paused?"paused":`fps: ${d.detect.toFixed(1).padStart(5," ")} detect | ${d.draw.toFixed(1).padStart(5," ")} draw`),setTimeout(l,30)}async function y(){s("human version:",t.version,"| tfjs version:",t.tf.version["tfjs-core"]),s("platform:",t.env.platform,"| agent:",t.env.agent),r("loading..."),await t.load(),s("backend:",t.tf.getBackend(),"| available:",t.env.backends),s("loaded models:",Object.values(t.models).filter(a=>a!==null).length),r("initializing..."),await t.warmup(),await h(),await c(),await l()}window.onload=y;
 /**
  * Human demo for browsers
  * @default Human Library

demo/typescript/index.ts

@@ -17,7 +17,7 @@ const humanConfig: Partial<Config> = { // user configuration for human, used to
   face: { enabled: true, detector: { rotation: false }, mesh: { enabled: true }, iris: { enabled: true }, description: { enabled: true }, emotion: { enabled: true } },
   body: { enabled: true },
   hand: { enabled: true },
-  object: { enabled: false },
+  object: { enabled: true },
   gesture: { enabled: true },
 };
 

dist/human.esm.js

@@ -19767,7 +19767,7 @@ var A0 = class extends Ut {
     return "microphone";
   }
   static async create(e = {}) {
-    if (X().get("IS_NODE"))
+    if (!X().get("IS_BROWSER"))
       throw new Error("microphone API is only supported in browser environment.");
     let t = new A0(e);
     return await t.start(), t;
@@ -19845,7 +19845,7 @@ var E0 = class extends Ut {
     return "webcam";
   }
   static async create(e, t = {}) {
-    if (X().get("IS_NODE"))
+    if (!X().get("IS_BROWSER"))
       throw new Error("tf.data.webcam is only supported in browser environment.");
     if (!e) {
       if (e = document.createElement("video"), !t.resizeWidth || !t.resizeHeight)
@@ -37887,7 +37887,7 @@ pp("wasm", async () => {
   let { wasm: e } = await Sde();
   return new kde(e);
 }, Tde);
-var sr = "3.14.0-20220316";
+var sr = "3.14.0-20220319";
 var Gpe = { tfjs: sr, "tfjs-core": sr, "tfjs-data": sr, "tfjs-layers": sr, "tfjs-converter": sr, "tfjs-backend-cpu": sr, "tfjs-backend-webgl": sr, "tfjs-backend-wasm": sr };
 
 // src/image/imagefxshaders.ts
@@ -50904,6 +50904,16 @@ async function warmupNode(instance) {
   }
   return res;
 }
+async function runInference(instance) {
+  let res;
+  if (typeof createImageBitmap === "function")
+    res = await warmupBitmap(instance);
+  else if (typeof Image !== "undefined" || env.Canvas !== void 0)
+    res = await warmupCanvas(instance);
+  else
+    res = await warmupNode(instance);
+  return res;
+}
 async function warmup(instance, userConfig) {
   const t02 = now();
   instance.state = "warmup";
@@ -50912,17 +50922,11 @@ async function warmup(instance, userConfig) {
   if (!instance.config.warmup || instance.config.warmup.length === 0 || instance.config.warmup === "none") {
     return { face: [], body: [], hand: [], gesture: [], object: [], performance: instance.performance, timestamp: now(), persons: [], error: null };
   }
-  let res;
   return new Promise(async (resolve) => {
-    if (typeof createImageBitmap === "function")
+    const res = await runInference(instance);
-      res = await warmupBitmap(instance);
-    else if (typeof Image !== "undefined" || env.Canvas !== void 0)
-      res = await warmupCanvas(instance);
-    else
-      res = await warmupNode(instance);
     const t12 = now();
     if (instance.config.debug)
-      log("Warmup", instance.config.warmup, Math.round(t12 - t02), "ms");
+      log("warmup", instance.config.warmup, Math.round(t12 - t02), "ms");
     instance.emit("warmup");
     resolve(res);
   });

src/face/blazeface.ts

@@ -55,7 +55,6 @@ export async function getBoxes(inputImage: Tensor, config: Config) {
   // sanity check on input
   if ((!inputImage) || (inputImage['isDisposedInternal']) || (inputImage.shape.length !== 4) || (inputImage.shape[1] < 1) || (inputImage.shape[2] < 1)) return [];
   const t: Record<string, Tensor> = {};
-
   t.resized = tf.image.resizeBilinear(inputImage, [inputSize, inputSize]);
   t.div = tf.div(t.resized, constants.tf127);
   t.normalized = tf.sub(t.div, constants.tf05);

src/warmup.ts

@@ -6,13 +6,13 @@ import { log, now, mergeDeep } from './util/util';
 import * as sample from './sample';
 import * as tf from '../dist/tfjs.esm.js';
 import * as image from './image/image';
+import { env } from './util/env';
 import type { Config } from './config';
 import type { Result } from './result';
-import type { Human } from './human';
+import type { Human, Models } from './human';
-import type { Tensor } from './tfjs/types';
+import type { Tensor, GraphModel } from './tfjs/types';
-import { env } from './util/env';
 
-async function warmupBitmap(instance: Human) {
+async function warmupBitmap(instance: Human): Promise<Result | undefined> {
   const b64toBlob = (base64: string, type = 'application/octet-stream') => fetch(`data:${type};base64,${base64}`).then((res) => res.blob());
   let blob;
   let res;
@@ -99,6 +99,45 @@ async function warmupNode(instance: Human): Promise<Result | undefined> {
   return res;
 }
 
+async function runInference(instance: Human) {
+  let res: Result | undefined;
+  if (typeof createImageBitmap === 'function') res = await warmupBitmap(instance);
+  else if (typeof Image !== 'undefined' || env.Canvas !== undefined) res = await warmupCanvas(instance);
+  else res = await warmupNode(instance);
+  return res;
+}
+
+/** Runs pre-compile on all loaded models */
+export async function runCompile(allModels: Models) {
+  const backendType = tf.getBackend();
+  const webGLBackend = tf.backend();
+  if ((backendType !== 'webgl' && backendType !== 'humangl') || (!webGLBackend || !webGLBackend.checkCompileCompletion)) {
+    log('compile pass: skip');
+    return;
+  }
+  const models = Object.values(allModels).filter((m) => m !== null) as GraphModel[];
+  tf.env().set('ENGINE_COMPILE_ONLY', true);
+  const numTensorsStart = tf.engine().state.numTensors;
+  for (const model of models) {
+    const shape = (model.inputs && model.inputs[0] && model.inputs[0].shape) ? [...model.inputs[0].shape] : [1, 64, 64, 3];
+    const dtype = (model.inputs && model.inputs[0] && model.inputs[0].dtype) ? model.inputs[0].dtype : 'float32';
+    for (let dim = 0; dim < shape.length; dim++) {
+      if (shape[dim] === -1) shape[dim] = dim === 0 ? 1 : 64; // override batch number and any dynamic dimensions
+    }
+    const tensor = tf.zeros(shape, dtype);
+    const res = await model.executeAsync(tensor);
+    if (Array.isArray(res)) res.forEach((t) => tf.dispose(t));
+    else tf.dispose(res);
+    tf.dispose(tensor);
+  }
+  const kernels = await webGLBackend.checkCompileCompletionAsync();
+  webGLBackend.getUniformLocations();
+  log('compile pass kernels:', kernels.length);
+  tf.env().set('ENGINE_COMPILE_ONLY', false);
+  const numTensorsEnd = tf.engine().state.numTensors;
+  if ((numTensorsEnd - numTensorsStart) > 0) log('tensor leak:', numTensorsEnd - numTensorsStart);
+}
+
 /** Warmup method pre-initializes all configured models for faster inference
  * - can take significant time on startup
  * - only used for `webgl` and `humangl` backends
@@ -111,13 +150,11 @@ export async function warmup(instance: Human, userConfig?: Partial<Config>): Pro
   if (!instance.config.warmup || instance.config.warmup.length === 0 || instance.config.warmup === 'none') {
     return { face: [], body: [], hand: [], gesture: [], object: [], performance: instance.performance, timestamp: now(), persons: [], error: null };
   }
-  let res;
   return new Promise(async (resolve) => {
-    if (typeof createImageBitmap === 'function') res = await warmupBitmap(instance);
+    // await runCompile(instance.models);
-    else if (typeof Image !== 'undefined' || env.Canvas !== undefined) res = await warmupCanvas(instance);
+    const res = await runInference(instance);
-    else res = await warmupNode(instance);
     const t1 = now();
-    if (instance.config.debug) log('Warmup', instance.config.warmup, Math.round(t1 - t0), 'ms');
+    if (instance.config.debug) log('warmup', instance.config.warmup, Math.round(t1 - t0), 'ms');
     instance.emit('warmup');
     resolve(res);
   });

test/build.log

@@ -1,24 +1,24 @@
-2022-03-16 11:38:07 INFO:  Application: {"name":"@vladmandic/human","version":"2.6.4"} 
+2022-03-19 11:01:09 INFO:  Application: {"name":"@vladmandic/human","version":"2.6.4"} 
-2022-03-16 11:38:07 INFO:  Environment: {"profile":"production","config":".build.json","package":"package.json","tsconfig":true,"eslintrc":true,"git":true} 
+2022-03-19 11:01:09 INFO:  Environment: {"profile":"production","config":".build.json","package":"package.json","tsconfig":true,"eslintrc":true,"git":true} 
-2022-03-16 11:38:07 INFO:  Toolchain: {"build":"0.7.2","esbuild":"0.14.27","typescript":"4.6.2","typedoc":"0.22.13","eslint":"8.11.0"} 
+2022-03-19 11:01:09 INFO:  Toolchain: {"build":"0.7.2","esbuild":"0.14.27","typescript":"4.6.2","typedoc":"0.22.13","eslint":"8.11.0"} 
-2022-03-16 11:38:07 INFO:  Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]} 
+2022-03-19 11:01:09 INFO:  Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]} 
-2022-03-16 11:38:07 STATE: Clean: {"locations":["dist/*","types/lib/*","typedoc/*"]} 
+2022-03-19 11:01:09 STATE: Clean: {"locations":["dist/*","types/lib/*","typedoc/*"]} 
-2022-03-16 11:38:07 STATE: Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":102,"outputBytes":595} 
+2022-03-19 11:01:09 STATE: Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":102,"outputBytes":595} 
-2022-03-16 11:38:07 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":64,"inputBytes":562596,"outputBytes":292931} 
+2022-03-19 11:01:09 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":64,"inputBytes":564348,"outputBytes":292966} 
-2022-03-16 11:38:07 STATE: Compile: {"name":"tfjs/nodejs/gpu","format":"cjs","platform":"node","input":"tfjs/tf-node-gpu.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":110,"outputBytes":599} 
+2022-03-19 11:01:09 STATE: Compile: {"name":"tfjs/nodejs/gpu","format":"cjs","platform":"node","input":"tfjs/tf-node-gpu.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":110,"outputBytes":599} 
-2022-03-16 11:38:07 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":64,"inputBytes":562600,"outputBytes":292935} 
+2022-03-19 11:01:09 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":64,"inputBytes":564352,"outputBytes":292970} 
-2022-03-16 11:38:07 STATE: Compile: {"name":"tfjs/nodejs/wasm","format":"cjs","platform":"node","input":"tfjs/tf-node-wasm.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":149,"outputBytes":651} 
+2022-03-19 11:01:09 STATE: Compile: {"name":"tfjs/nodejs/wasm","format":"cjs","platform":"node","input":"tfjs/tf-node-wasm.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":149,"outputBytes":651} 
-2022-03-16 11:38:07 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":64,"inputBytes":562652,"outputBytes":292985} 
+2022-03-19 11:01:09 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":64,"inputBytes":564404,"outputBytes":293020} 
-2022-03-16 11:38:07 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1063,"outputBytes":394} 
+2022-03-19 11:01:09 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1063,"outputBytes":394} 
-2022-03-16 11:38:07 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":1068,"outputBytes":615} 
+2022-03-19 11:01:09 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":1068,"outputBytes":615} 
-2022-03-16 11:38:07 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":64,"inputBytes":562616,"outputBytes":291911} 
+2022-03-19 11:01:09 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":64,"inputBytes":564368,"outputBytes":291946} 
-2022-03-16 11:38:07 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":110,"outputBytes":1344096} 
+2022-03-19 11:01:09 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":110,"outputBytes":1344104} 
-2022-03-16 11:38:08 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":64,"inputBytes":1906097,"outputBytes":1635010} 
+2022-03-19 11:01:09 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":64,"inputBytes":1907857,"outputBytes":1635055} 
-2022-03-16 11:38:08 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":64,"inputBytes":1906097,"outputBytes":2112905} 
+2022-03-19 11:01:09 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":64,"inputBytes":1907857,"outputBytes":2113003} 
-2022-03-16 11:38:13 STATE: Typings: {"input":"src/human.ts","output":"types/lib","files":112} 
+2022-03-19 11:01:14 STATE: Typings: {"input":"src/human.ts","output":"types/lib","files":112} 
-2022-03-16 11:38:15 STATE: TypeDoc: {"input":"src/human.ts","output":"typedoc","objects":69,"generated":true} 
+2022-03-19 11:01:16 STATE: TypeDoc: {"input":"src/human.ts","output":"typedoc","objects":69,"generated":true} 
-2022-03-16 11:38:15 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":5863,"outputBytes":2915} 
+2022-03-19 11:01:16 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":5862,"outputBytes":2915} 
-2022-03-16 11:38:15 STATE: Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":15174,"outputBytes":7820} 
+2022-03-19 11:01:16 STATE: Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":15174,"outputBytes":7820} 
-2022-03-16 11:38:22 STATE: Lint: {"locations":["*.json","src/**/*.ts","test/**/*.js","demo/**/*.js"],"files":95,"errors":0,"warnings":0} 
+2022-03-19 11:01:24 STATE: Lint: {"locations":["*.json","src/**/*.ts","test/**/*.js","demo/**/*.js"],"files":95,"errors":0,"warnings":0} 
-2022-03-16 11:38:22 STATE: ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"} 
+2022-03-19 11:01:24 STATE: ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"} 
-2022-03-16 11:38:22 INFO:  Done... 
+2022-03-19 11:01:24 INFO:  Done...