rehault testing framework

CHANGELOG.md

@@ -9,12 +9,13 @@
   
 ## Changelog
   
+### **HEAD -> main** 2022/08/08 mandic00@live.com
+
+- add insightface
+
 ### **2.9.2** 2022/08/08 mandic00@live.com
 
 
-### **origin/main** 2022/08/04 mandic00@live.com
-
-
 ### **release: 2.9.1** 2022/07/25 mandic00@live.com
 
 

TODO.md

@@ -54,12 +54,16 @@ Feature is automatically disabled in **NodeJS** without user impact
   configurable using `config.face.insightface` config section  
   see `demo/faceid/index.ts` for usage  
   models can be downloaded from <https://github.com/vladmandic/insightface>  
+- Add `human.check()` which validates all kernel ops for currently loaded models with currently selected backend
+  Example: `console.error(human.check());`
 - Fix **MobileFaceNet** model as alternative for face embedding/descriptor detection  
   configurable using `config.face.mobilefacenet` config section  
 - Fix **EfficientPose** module as alternative body detection  
 - Fix **NanoDet** module as alternative object detection  
+- Fix `demo/multithread/node-multiprocess.js` demo  
 - Fix `human.match` when using mixed descriptor lengths  
 - Increased test coverage   
   run using `npm run test`  
+- Update **NMS** methods resulting in some performance improvements
 - Update profiling methods in `human.profile()`  
 - Update project dependencies  

demo/multithread/node-multiprocess.js

@@ -13,7 +13,7 @@ const log = require('@vladmandic/pilogger'); // this is my simple logger with fe
 const child_process = require('child_process');
 // note that main process does not import human or tfjs at all, it's all done from worker process
 
-const workerFile = 'demo/nodejs/node-multiprocess-worker.js';
+const workerFile = 'demo/multithread/node-multiprocess-worker.js';
 const imgPathRoot = './assets'; // modify to include your sample images
 const numWorkers = 4; // how many workers will be started
 const workers = []; // this holds worker processes

demo/typescript/index.js

@@ -4,6 +4,108 @@
   author: <https://github.com/vladmandic>'
 */
 
-import{Human as p}from"../../dist/human.esm.js";var w={async:!0,modelBasePath:"../../models",filter:{enabled:!0,equalization:!1,flip:!1},face:{enabled:!0,detector:{rotation:!1},mesh:{enabled:!0},attention:{enabled:!1},iris:{enabled:!0},description:{enabled:!0},emotion:{enabled:!0}},body:{enabled:!0},hand:{enabled:!0},object:{enabled:!1},gesture:{enabled:!0}},e=new p(w);e.env.perfadd=!1;e.draw.options.font='small-caps 18px "Lato"';e.draw.options.lineHeight=20;var t={video:document.getElementById("video"),canvas:document.getElementById("canvas"),log:document.getElementById("log"),fps:document.getElementById("status"),perf:document.getElementById("performance")},n={detect:0,draw:0,tensors:0,start:0},o={detectFPS:0,drawFPS:0,frames:0,averageMs:0},i=(...a)=>{t.log.innerText+=a.join(" ")+`
-`,console.log(...a)},r=a=>t.fps.innerText=a,b=a=>t.perf.innerText="tensors:"+e.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},height:{ideal:document.body.clientHeight}}},d=await navigator.mediaDevices.getUserMedia(a),m=new Promise(u=>{t.video.onloadeddata=()=>u(!0)});t.video.srcObject=d,t.video.play(),await m,t.canvas.width=t.video.videoWidth,t.canvas.height=t.video.videoHeight;let s=d.getVideoTracks()[0],f=s.getCapabilities?s.getCapabilities():"",v=s.getSettings?s.getSettings():"",g=s.getConstraints?s.getConstraints():"";i("video:",t.video.videoWidth,t.video.videoHeight,s.label,{stream:d,track:s,settings:v,constraints:g,capabilities:f}),t.canvas.onclick=()=>{t.video.paused?t.video.play():t.video.pause()}}async function c(){if(!t.video.paused){n.start===0&&(n.start=e.now()),await e.detect(t.video);let a=e.tf.memory().numTensors;a-n.tensors!==0&&i("allocated tensors:",a-n.tensors),n.tensors=a,o.detectFPS=Math.round(1e3*1e3/(e.now()-n.detect))/1e3,o.frames++,o.averageMs=Math.round(1e3*(e.now()-n.start)/o.frames)/1e3,o.frames%100===0&&!t.video.paused&&i("performance",{...o,tensors:n.tensors})}n.detect=e.now(),requestAnimationFrame(c)}async function l(){if(!t.video.paused){let d=await e.next(e.result);e.config.filter.flip?await e.draw.canvas(d.canvas,t.canvas):await e.draw.canvas(t.video,t.canvas),await e.draw.all(t.canvas,d),b(d.performance)}let a=e.now();o.drawFPS=Math.round(1e3*1e3/(a-n.draw))/1e3,n.draw=a,r(t.video.paused?"paused":`fps: ${o.detectFPS.toFixed(1).padStart(5," ")} detect | ${o.drawFPS.toFixed(1).padStart(5," ")} draw`),setTimeout(l,30)}async function M(){i("human version:",e.version,"| tfjs version:",e.tf.version["tfjs-core"]),i("platform:",e.env.platform,"| agent:",e.env.agent),r("loading..."),await e.load(),i("backend:",e.tf.getBackend(),"| available:",e.env.backends),i("models stats:",e.getModelStats()),i("models loaded:",Object.values(e.models).filter(a=>a!==null).length),r("initializing..."),await e.warmup(),await h(),await c(),await l()}window.onload=M;
+// demo/typescript/index.ts
+import { Human } from "../../dist/human.esm.js";
+var humanConfig = {
+  async: false,
+  modelBasePath: "../../models",
+  filter: { enabled: true, equalization: false, flip: false },
+  face: { enabled: true, detector: { rotation: false }, mesh: { enabled: true }, attention: { enabled: false }, iris: { enabled: true }, description: { enabled: true }, emotion: { enabled: true } },
+  body: { enabled: true },
+  hand: { enabled: true },
+  object: { enabled: false },
+  gesture: { enabled: true }
+};
+var human = new Human(humanConfig);
+human.env["perfadd"] = false;
+human.draw.options.font = 'small-caps 18px "Lato"';
+human.draw.options.lineHeight = 20;
+var dom = {
+  video: document.getElementById("video"),
+  canvas: document.getElementById("canvas"),
+  log: document.getElementById("log"),
+  fps: document.getElementById("status"),
+  perf: document.getElementById("performance")
+};
+var timestamp = { detect: 0, draw: 0, tensors: 0, start: 0 };
+var fps = { detectFPS: 0, drawFPS: 0, frames: 0, averageMs: 0 };
+var log = (...msg) => {
+  dom.log.innerText += msg.join(" ") + "\n";
+  console.log(...msg);
+};
+var status = (msg) => dom.fps.innerText = msg;
+var perf = (msg) => dom.perf.innerText = "tensors:" + human.tf.memory().numTensors + " | performance: " + JSON.stringify(msg).replace(/"|{|}/g, "").replace(/,/g, " | ");
+async function webCam() {
+  status("starting webcam...");
+  const options = { audio: false, video: { facingMode: "user", resizeMode: "none", width: { ideal: document.body.clientWidth }, height: { ideal: document.body.clientHeight } } };
+  const stream = await navigator.mediaDevices.getUserMedia(options);
+  const ready = new Promise((resolve) => {
+    dom.video.onloadeddata = () => resolve(true);
+  });
+  dom.video.srcObject = stream;
+  dom.video.play();
+  await ready;
+  dom.canvas.width = dom.video.videoWidth;
+  dom.canvas.height = dom.video.videoHeight;
+  const track = stream.getVideoTracks()[0];
+  const capabilities = track.getCapabilities ? track.getCapabilities() : "";
+  const settings = track.getSettings ? track.getSettings() : "";
+  const constraints = track.getConstraints ? track.getConstraints() : "";
+  log("video:", dom.video.videoWidth, dom.video.videoHeight, track.label, { stream, track, settings, constraints, capabilities });
+  dom.canvas.onclick = () => {
+    if (dom.video.paused)
+      dom.video.play();
+    else
+      dom.video.pause();
+  };
+}
+async function detectionLoop() {
+  if (!dom.video.paused) {
+    if (timestamp.start === 0)
+      timestamp.start = human.now();
+    await human.detect(dom.video);
+    const tensors = human.tf.memory().numTensors;
+    if (tensors - timestamp.tensors !== 0)
+      log("allocated tensors:", tensors - timestamp.tensors);
+    timestamp.tensors = tensors;
+    fps.detectFPS = Math.round(1e3 * 1e3 / (human.now() - timestamp.detect)) / 1e3;
+    fps.frames++;
+    fps.averageMs = Math.round(1e3 * (human.now() - timestamp.start) / fps.frames) / 1e3;
+    if (fps.frames % 100 === 0 && !dom.video.paused)
+      log("performance", { ...fps, tensors: timestamp.tensors });
+  }
+  timestamp.detect = human.now();
+  requestAnimationFrame(detectionLoop);
+}
+async function drawLoop() {
+  if (!dom.video.paused) {
+    const interpolated = await human.next(human.result);
+    if (human.config.filter.flip)
+      await human.draw.canvas(interpolated.canvas, dom.canvas);
+    else
+      await human.draw.canvas(dom.video, dom.canvas);
+    await human.draw.all(dom.canvas, interpolated);
+    perf(interpolated.performance);
+  }
+  const now = human.now();
+  fps.drawFPS = Math.round(1e3 * 1e3 / (now - timestamp.draw)) / 1e3;
+  timestamp.draw = now;
+  status(dom.video.paused ? "paused" : `fps: ${fps.detectFPS.toFixed(1).padStart(5, " ")} detect | ${fps.drawFPS.toFixed(1).padStart(5, " ")} draw`);
+  setTimeout(drawLoop, 30);
+}
+async function main() {
+  log("human version:", human.version, "| tfjs version:", human.tf.version["tfjs-core"]);
+  log("platform:", human.env.platform, "| agent:", human.env.agent);
+  status("loading...");
+  await human.load();
+  log("backend:", human.tf.getBackend(), "| available:", human.env.backends);
+  log("models stats:", human.getModelStats());
+  log("models loaded:", Object.values(human.models).filter((model) => model !== null).length);
+  status("initializing...");
+  await human.warmup();
+  await webCam();
+  await detectionLoop();
+  await drawLoop();
+}
+window.onload = main;
 //# sourceMappingURL=index.js.map

demo/typescript/index.ts

@@ -13,7 +13,7 @@ const humanConfig: Partial<Config> = { // user configuration for human, used to
   // backend: 'wasm' as const,
   // wasmPath: 'https://cdn.jsdelivr.net/npm/@tensorflow/tfjs-backend-wasm@3.18.0/dist/',
   // cacheSensitivity: 0,
-  async: true,
+  async: false,
   modelBasePath: '../../models',
   filter: { enabled: true, equalization: false, flip: false },
   face: { enabled: true, detector: { rotation: false }, mesh: { enabled: true }, attention: { enabled: false }, iris: { enabled: true }, description: { enabled: true }, emotion: { enabled: true } },
@@ -99,7 +99,6 @@ async function drawLoop() { // main screen refresh loop
   fps.drawFPS = Math.round(1000 * 1000 / (now - timestamp.draw)) / 1000;
   timestamp.draw = now;
   status(dom.video.paused ? 'paused' : `fps: ${fps.detectFPS.toFixed(1).padStart(5, ' ')} detect | ${fps.drawFPS.toFixed(1).padStart(5, ' ')} draw`); // write status
-  // requestAnimationFrame(drawLoop); // refresh at screen refresh rate
   setTimeout(drawLoop, 30); // use to slow down refresh from max refresh rate to target of 30 fps
 }
 

src/body/blazeposedetector.ts

@@ -71,7 +71,7 @@ export async function decode(boxesTensor: Tensor, logitsTensor: Tensor, config:
     detected.push({ box, boxRaw, score: scores[i] });
   }
   /*
-  t.nms = await tf.image.nonMaxSuppressionAsync(t.boxes, t.scores, 1, config.body.detector?.minConfidence || 0.1, config.body.detector?.iouThreshold || 0.1);
+  t.nms = tf.image.nonMaxSuppression(t.boxes, t.scores, 1, config.body.detector?.minConfidence || 0.1, config.body.detector?.iouThreshold || 0.1);
   const boxes = t.boxes.arraySync();
   const scores = t.scores.dataSync();
   const nms = t.nms.dataSync();

src/config.ts

@@ -273,6 +273,12 @@ export interface Config {
    */
   cacheModels: boolean,
 
+  /** Validate kernel ops used in model during model load
+   * default: true
+   * any errors will be printed on console but will be treated as non-fatal
+   */
+  validateModels: boolean,
+
   /** Cache sensitivity
    * - values 0..1 where 0.01 means reset cache if input changed more than 1%
    * - set to 0 to disable caching
@@ -314,6 +320,7 @@ const config: Config = {
   backend: '',
   modelBasePath: '',
   cacheModels: true,
+  validateModels: true,
   wasmPath: '',
   wasmPlatformFetch: false,
   debug: false,

src/draw/primitives.ts

@@ -16,11 +16,10 @@ export const getCanvasContext = (input: AnyCanvas) => {
 
 export const rad2deg = (theta: number) => Math.round((theta * 180) / Math.PI);
 
-export const colorDepth = (z: number | undefined, opt: DrawOptions): string => {
+export const colorDepth = (z: number | undefined, opt: DrawOptions): string => { // performance optimization needed
   if (!opt.useDepth || typeof z === 'undefined') return opt.color;
   const rgb = Uint8ClampedArray.from([127 + (2 * z), 127 - (2 * z), 255]);
-  const color = `rgba(${rgb[0]}, ${rgb[1]}, ${rgb[2]}, ${opt.alpha})`;
-  return color;
+  return `rgba(${rgb[0]}, ${rgb[1]}, ${rgb[2]}, ${opt.alpha})`;
 };
 
 export function point(ctx: CanvasRenderingContext2D | OffscreenCanvasRenderingContext2D, x: number, y: number, z: number | undefined, localOptions: DrawOptions) {

src/face/blazeface.ts

@@ -75,7 +75,7 @@ export async function getBoxes(inputImage: Tensor, config: Config) {
   t.logits = tf.slice(t.batch, [0, 0], [-1, 1]);
   t.sigmoid = tf.sigmoid(t.logits);
   t.scores = tf.squeeze(t.sigmoid);
-  t.nms = await tf.image.nonMaxSuppressionAsync(t.boxes, t.scores, (config.face.detector?.maxDetected || 0), (config.face.detector?.iouThreshold || 0), (config.face.detector?.minConfidence || 0));
+  t.nms = tf.image.nonMaxSuppression(t.boxes, t.scores, (config.face.detector?.maxDetected || 0), (config.face.detector?.iouThreshold || 0), (config.face.detector?.minConfidence || 0));
   const nms = await t.nms.array() as number[];
   const boxes: Array<DetectBox> = [];
   const scores = await t.scores.data();

src/face/facemesh.ts

@@ -87,6 +87,10 @@ export async function predict(input: Tensor, config: Config): Promise<FaceResult
     } else if (!model) { // mesh enabled, but not loaded
       if (config.debug) log('face mesh detection requested, but model is not loaded');
     } else { // mesh enabled
+      if (config.face.attention?.enabled && !env.kernels.includes('atan2')) {
+        tf.dispose(face.tensor);
+        return faces;
+      }
       const results = model.execute(face.tensor as Tensor) as Array<Tensor>;
       const confidenceT = results.find((t) => t.shape[t.shape.length - 1] === 1) as Tensor;
       const faceConfidence = await confidenceT.data();

src/face/match.ts

@@ -11,6 +11,7 @@ export type MatchOptions = { order?: number, threshold?: number, multiplier?: nu
  */
 export function distance(descriptor1: Descriptor, descriptor2: Descriptor, options: MatchOptions = { order: 2, multiplier: 25 }) {
   // general minkowski distance, euclidean distance is limited case where order is 2
+  if (!descriptor1 || !descriptor1) return Number.MAX_SAFE_INTEGER;
   let sum = 0;
   for (let i = 0; i < descriptor1.length; i++) {
     const diff = (!options.order || options.order === 2) ? (descriptor1[i] - descriptor2[i]) : (Math.abs(descriptor1[i] - descriptor2[i]));

src/hand/handposedetector.ts

@@ -67,7 +67,7 @@ export class HandDetector {
     t.boxes = tf.slice(t.predictions, [0, 1], [-1, 4]);
     t.norm = this.normalizeBoxes(t.boxes);
     // box detection is flaky so we look for 3x boxes than we need results
-    t.nms = await tf.image.nonMaxSuppressionAsync(t.norm, t.scores, 3 * config.hand.maxDetected, config.hand.iouThreshold, config.hand.minConfidence);
+    t.nms = tf.image.nonMaxSuppression(t.norm, t.scores, 3 * config.hand.maxDetected, config.hand.iouThreshold, config.hand.minConfidence);
     const nms = await t.nms.array() as Array<number>;
     const hands: Array<{ startPoint: Point; endPoint: Point; palmLandmarks: Point[]; confidence: number }> = [];
     for (const index of nms) {

src/hand/handtrack.ts

@@ -121,7 +121,7 @@ async function detectHands(input: Tensor, config: Config): Promise<HandDetectRes
   t.max = tf.max(t.filtered, 1); // max overall score
   t.argmax = tf.argMax(t.filtered, 1); // class index of max overall score
   let id = 0;
-  t.nms = await tf.image.nonMaxSuppressionAsync(t.boxes, t.max, (config.hand.maxDetected || 0) + 1, config.hand.iouThreshold || 0, config.hand.minConfidence || 1);
+  t.nms = tf.image.nonMaxSuppression(t.boxes, t.max, (config.hand.maxDetected || 0) + 1, config.hand.iouThreshold || 0, config.hand.minConfidence || 1);
   const nms = await t.nms.data();
   const scores = await t.max.data();
   const classNum = await t.argmax.data();

src/human.ts

@@ -171,6 +171,8 @@ export class Human {
     this.faceUVMap = facemesh.uvmap;
     // set gl info
     this.gl = humangl.config;
+    // init model validation
+    models.validateModel(this, null, '');
     // include platform info
     this.emit('create');
   }
@@ -210,6 +212,11 @@ export class Human {
     return validate(defaults, userConfig || this.config);
   }
 
+  /** Check model for invalid kernel ops for current backend */
+  check() {
+    return models.validate(this);
+  }
+
   /** Exports face matching methods {@link match#similarity} */
   public similarity = match.similarity;
   /** Exports face matching methods {@link match#distance} */

src/models.ts

@@ -148,34 +148,53 @@ export async function load(instance: Human): Promise<void> {
   }
 }
 
-export async function validate(instance: Human): Promise<void> {
-  interface Op { name: string, category: string, op: string }
+let instance: Human;
+type Missing = { name: string, url: string, missing: string[], ops: string[] }
+
+export function validateModel(newInstance: Human | null, model: GraphModel | null, name: string): Missing | null {
+  if (newInstance) instance = newInstance;
+  if (!model) return null;
+  if (!instance) log('instance not registred');
+  if (!instance.config.validateModels) return null;
   const simpleOps = ['const', 'placeholder', 'noop', 'pad', 'squeeze', 'add', 'sub', 'mul', 'div'];
+  const ignoreOps = ['biasadd', 'fusedbatchnormv3', 'matmul'];
+  const ops: string[] = [];
+  const missing: string[] = [];
+  interface Op { name: string, category: string, op: string }
+  // @ts-ignore // modelUrl is a private method
+  const url = model.modelUrl;
+  // @ts-ignore // executor is a private method
+  const executor = model.executor;
+  if (executor && executor.graph.nodes) {
+    for (const kernel of Object.values(executor.graph.nodes)) {
+      const op = (kernel as Op).op.toLowerCase();
+      if (!ops.includes(op)) ops.push(op);
+    }
+  } else {
+    if (!executor && instance.config.debug) log('model signature not determined:', name);
+  }
+  for (const op of ops) {
+    if (!simpleOps.includes(op) // exclude simple ops
+      && !ignoreOps.includes(op) // exclude specific ops
+      && !instance.env.kernels.includes(op) // check actual kernel ops
+      && !instance.env.kernels.includes(op.replace('_', '')) // check variation without _
+      && !instance.env.kernels.includes(op.replace('native', '')) // check standard variation
+      && !instance.env.kernels.includes(op.replace('v2', ''))) { // check non-versioned variation
+      missing.push(op);
+    }
+  }
+  if (instance.config.debug && missing.length > 0) log('model validation failed:', name, missing);
+  return missing.length > 0 ? { name, missing, ops, url } : null;
+}
+
+export function validate(newInstance: Human): Array<{ name: string, missing: string[] }> {
+  instance = newInstance;
+  const missing: Array<Missing> = [];
   for (const defined of Object.keys(instance.models)) {
     const model: GraphModel | null = instance.models[defined as keyof Models] as GraphModel | null;
     if (!model) continue;
-    const ops: string[] = [];
-    // @ts-ignore // executor is a private method
-    const executor = model?.executor;
-    if (executor && executor.graph.nodes) {
-      for (const kernel of Object.values(executor.graph.nodes)) {
-        const op = (kernel as Op).op.toLowerCase();
-        if (!ops.includes(op)) ops.push(op);
-      }
-    } else {
-      if (!executor && instance.config.debug) log('model signature not determined:', defined);
-    }
-    const missing: string[] = [];
-    for (const op of ops) {
-      if (!simpleOps.includes(op) // exclude simple ops
-        && !instance.env.kernels.includes(op) // check actual kernel ops
-        && !instance.env.kernels.includes(op.replace('_', '')) // check variation without _
-        && !instance.env.kernels.includes(op.replace('native', '')) // check standard variation
-        && !instance.env.kernels.includes(op.replace('v2', ''))) { // check non-versioned variation
-        missing.push(op);
-      }
-    }
-    // log('model validation ops:', defined, ops);
-    if (instance.config.debug && missing.length > 0) log('model validation failed:', defined, missing);
+    const res = validateModel(instance, model, defined);
+    if (res) missing.push(res);
   }
+  return missing;
 }

src/object/centernet.ts

@@ -42,7 +42,7 @@ async function process(res: Tensor | null, outputShape: [number, number], config
   t.scores = tf.squeeze(arr[4]);
   t.classes = tf.squeeze(arr[5]);
   tf.dispose([res, ...arr]);
-  t.nms = await tf.image.nonMaxSuppressionAsync(t.boxes, t.scores, config.object.maxDetected, config.object.iouThreshold, (config.object.minConfidence || 0));
+  t.nms = tf.image.nonMaxSuppression(t.boxes, t.scores, config.object.maxDetected, config.object.iouThreshold, (config.object.minConfidence || 0));
   const nms = await t.nms.data();
   let i = 0;
   for (const id of Array.from(nms)) {

src/object/nanodet.ts

@@ -91,7 +91,7 @@ async function process(res: Tensor[], outputShape: [number, number], config: Con
   const nmsScores = results.map((a) => a.score);
   let nmsIdx: Array<number> = [];
   if (nmsBoxes && nmsBoxes.length > 0) {
-    const nms = await tf.image.nonMaxSuppressionAsync(nmsBoxes, nmsScores, config.object.maxDetected, config.object.iouThreshold, config.object.minConfidence);
+    const nms = tf.image.nonMaxSuppression(nmsBoxes, nmsScores, config.object.maxDetected, config.object.iouThreshold, config.object.minConfidence);
     nmsIdx = await nms.data();
     tf.dispose(nms);
   }

src/tfjs/backend.ts

@@ -113,7 +113,7 @@ export async function check(instance: Human, force = false) {
       if (tf.env().flagRegistry['WEBGL_USE_SHAPES_UNIFORMS']) tf.env().set('WEBGL_USE_SHAPES_UNIFORMS', true);
       if (tf.env().flagRegistry['CPU_HANDOFF_SIZE_THRESHOLD']) tf.env().set('CPU_HANDOFF_SIZE_THRESHOLD', 256);
       if (tf.env().flagRegistry['WEBGL_EXP_CONV']) tf.env().set('WEBGL_EXP_CONV', true); // <https://github.com/tensorflow/tfjs/issues/6678>
-      if (tf.env().flagRegistry['USE_SETTIMEOUTWPM']) tf.env().set('USE_SETTIMEOUTWPM', true); // <https://github.com/tensorflow/tfjs/issues/6687>
+      if (tf.env().flagRegistry['USE_SETTIMEOUTCUSTOM']) tf.env().set('USE_SETTIMEOUTCUSTOM', true); // <https://github.com/tensorflow/tfjs/issues/6687>
       // if (tf.env().flagRegistry['WEBGL_PACK_DEPTHWISECONV'])  tf.env().set('WEBGL_PACK_DEPTHWISECONV', false);
       // if (if (tf.env().flagRegistry['WEBGL_FORCE_F16_TEXTURES']) && !instance.config.object.enabled) tf.env().set('WEBGL_FORCE_F16_TEXTURES', true); // safe to use 16bit precision
       if (typeof instance.config['deallocate'] !== 'undefined' && instance.config['deallocate']) { // hidden param

src/tfjs/load.ts

@@ -3,6 +3,7 @@ import * as tf from '../../dist/tfjs.esm.js';
 import type { GraphModel } from './types';
 import type { Config } from '../config';
 import * as modelsDefs from '../../models/models.json';
+import { validateModel } from '../models';
 
 const options = {
   cacheModels: true,
@@ -80,5 +81,6 @@ export async function loadModel(modelPath: string | undefined): Promise<GraphMod
       log('error saving model:', modelUrl, err);
     }
   }
+  validateModel(null, model, `${modelPath}`);
   return model;
 }

src/util/env.ts

@@ -117,8 +117,8 @@ export class Env {
     this.wasm.supported = typeof WebAssembly !== 'undefined';
     this.wasm.backend = this.backends.includes('wasm');
     if (this.wasm.supported && this.wasm.backend && tf.getBackend() === 'wasm') {
-      this.wasm.simd = await tf.env().getAsync('WASM_HAS_SIMD_SUPPORT');
-      this.wasm.multithread = await tf.env().getAsync('WASM_HAS_MULTITHREAD_SUPPORT');
+      this.wasm.simd = tf.env().get('WASM_HAS_SIMD_SUPPORT');
+      this.wasm.multithread = tf.env().get('WASM_HAS_MULTITHREAD_SUPPORT');
     }
     const c = image.canvas(100, 100);
     const ctx = c ? c.getContext('webgl2') : undefined; // causes too many gl contexts
@@ -148,7 +148,7 @@ export class Env {
   }
 
   /** update cpu information */
-  async updateCPU() {
+  updateCPU() {
     const cpu = { model: '', flags: [] };
     if (this.node && this.platform.startsWith('linux')) {
       /*

src/util/profile.ts

@@ -11,16 +11,16 @@ export function run(modelName: string, profileData: Record<string, unknown>): vo
   if (!profileData || !profileData.kernels) return;
   const maxDetected = 5;
   // @ts-ignore profileData.kernels is tfjs internal type
-  const time = profileData.kernels
+  const time = (profileData.kernels as Array)
     .filter((a) => a.kernelTimeMs > 0)
     .reduce((a, b) => a += b.kernelTimeMs, 0);
   // @ts-ignore profileData.kernels is tfjs internal type
-  const slowest = profileData.kernels
+  const slowest = (profileData.kernels as Array)
     .map((a, i) => { a.id = i; return a; })
     .filter((a) => a.kernelTimeMs > 0)
     .sort((a, b) => b.kernelTimeMs - a.kernelTimeMs);
   // @ts-ignore profileData.kernels is tfjs internal type
-  const largest = profileData.kernels
+  const largest = (profileData.kernels as Array)
     .map((a, i) => { a.id = i; return a; })
     .filter((a) => a.totalBytesSnapshot > 0)
     .sort((a, b) => b.totalBytesSnapshot - a.totalBytesSnapshot);

src/warmup.ts

@@ -78,7 +78,7 @@ async function warmupNode(instance: Human): Promise<Result | undefined> {
   if (instance.config.warmup === 'face') img = atob(sample.face);
   else img = atob(sample.body);
   let res;
-  if ('node' in tf) {
+  if (('node' in tf) && (tf.getBackend() === 'tensorflow')) {
     // @ts-ignore tf.node may be undefined
     const data = tf['node'].decodeJpeg(img);
     const expanded = data.expandDims(0);
@@ -126,7 +126,6 @@ export async function runCompile(allModels: Models) {
       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); // fails with current tfjs
     try {
       const res = model.execute(tensor);
       compiledModels.push(modelName);

test/build.log

@@ -1,24 +1,791 @@
-2022-08-08 15:08:28 INFO:  Application: {"name":"@vladmandic/human","version":"2.9.2"} 
-2022-08-08 15:08:28 INFO:  Environment: {"profile":"production","config":".build.json","package":"package.json","tsconfig":true,"eslintrc":true,"git":true} 
-2022-08-08 15:08:28 INFO:  Toolchain: {"build":"0.7.8","esbuild":"0.14.54","typescript":"4.7.4","typedoc":"0.23.10","eslint":"8.21.0"} 
-2022-08-08 15:08:28 INFO:  Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]} 
-2022-08-08 15:08:28 STATE: Clean: {"locations":["dist/*","types/lib/*","typedoc/*"]} 
-2022-08-08 15:08:28 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":608} 
-2022-08-08 15:08:28 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":75,"inputBytes":652676,"outputBytes":305745} 
-2022-08-08 15:08:28 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":612} 
-2022-08-08 15:08:28 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":75,"inputBytes":652680,"outputBytes":305749} 
-2022-08-08 15:08:28 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":664} 
-2022-08-08 15:08:28 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":75,"inputBytes":652732,"outputBytes":305799} 
-2022-08-08 15:08:28 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1069,"outputBytes":358} 
-2022-08-08 15:08:28 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":1032,"outputBytes":583} 
-2022-08-08 15:08:28 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":75,"inputBytes":652651,"outputBytes":304598} 
-2022-08-08 15:08:28 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":11,"inputBytes":1271,"outputBytes":2787569} 
-2022-08-08 15:08:29 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":75,"inputBytes":3439637,"outputBytes":1667460} 
-2022-08-08 15:08:29 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":75,"inputBytes":3439637,"outputBytes":3069462} 
-2022-08-08 15:08:36 STATE: Typings: {"input":"src/human.ts","output":"types/lib","files":30} 
-2022-08-08 15:08:38 STATE: TypeDoc: {"input":"src/human.ts","output":"typedoc","objects":76,"generated":true} 
-2022-08-08 15:08:38 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":6787,"outputBytes":3141} 
-2022-08-08 15:08:38 STATE: Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":15629,"outputBytes":7798} 
-2022-08-08 15:08:47 STATE: Lint: {"locations":["*.json","src/**/*.ts","test/**/*.js","demo/**/*.js"],"files":108,"errors":0,"warnings":0} 
-2022-08-08 15:08:47 STATE: ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"} 
-2022-08-08 15:08:47 INFO:  Done... 
+2022-08-10 10:00:06 INFO:  Application: {"name":"@vladmandic/human","version":"2.9.2"} 
+2022-08-10 10:00:06 INFO:  Environment: {"profile":"production","config":".build.json","package":"package.json","tsconfig":true,"eslintrc":true,"git":true} 
+2022-08-10 10:00:06 INFO:  Toolchain: {"build":"0.7.8","esbuild":"0.14.54","typescript":"4.7.4","typedoc":"0.23.10","eslint":"8.21.0"} 
+2022-08-10 10:00:06 INFO:  Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]} 
+2022-08-10 10:00:06 STATE: Clean: {"locations":["dist/*","types/lib/*","typedoc/*"]} 
+2022-08-10 10:00:06 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":608} 
+2022-08-10 10:00:06 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":75,"inputBytes":652520,"outputBytes":305668} 
+2022-08-10 10:00:06 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":612} 
+2022-08-10 10:00:06 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":75,"inputBytes":652524,"outputBytes":305672} 
+2022-08-10 10:00:06 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":664} 
+2022-08-10 10:00:06 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":75,"inputBytes":652576,"outputBytes":305722} 
+2022-08-10 10:00:06 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1069,"outputBytes":358} 
+2022-08-10 10:00:06 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":1032,"outputBytes":583} 
+2022-08-10 10:00:06 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":75,"inputBytes":652495,"outputBytes":304521} 
+2022-08-10 10:00:06 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":11,"inputBytes":1271,"outputBytes":2787569} 
+2022-08-10 10:00:06 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":75,"inputBytes":3439481,"outputBytes":1667383} 
+2022-08-10 10:00:06 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":75,"inputBytes":3439481,"outputBytes":3069362} 
+2022-08-10 10:00:13 STATE: Typings: {"input":"src/human.ts","output":"types/lib","files":30} 
+2022-08-10 10:00:15 STATE: TypeDoc: {"input":"src/human.ts","output":"typedoc","objects":76,"generated":true} 
+2022-08-10 10:00:15 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":6716,"outputBytes":3141} 
+2022-08-10 10:00:15 STATE: Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":15629,"outputBytes":7798} 
+2022-08-10 10:00:25 STATE: Lint: {"locations":["*.json","src/**/*.ts","test/**/*.js","demo/**/*.js"],"files":108,"errors":1,"warnings":1} 
+2022-08-10 10:00:25 WARN:  
+/home/vlado/dev/human/test/test-main.js
+   7:5  error    'lastOp' is never reassigned. Use 'const' instead  prefer-const
+  16:3  warning  Unexpected console statement                       no-console
+
+✖ 2 problems (1 error, 1 warning)
+  1 error and 0 warnings potentially fixable with the `--fix` option.
+ 
+2022-08-10 10:00:25 STATE: ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"} 
+2022-08-10 10:00:25 INFO:  Done... 
+2022-08-10 10:18:46 INFO:  @vladmandic/human version 2.9.2 
+2022-08-10 10:18:46 INFO:  User: vlado Platform: linux Arch: x64 Node: v16.15.0 
+2022-08-10 10:18:46 INFO:  Application: {"name":"@vladmandic/human","version":"2.9.2"} 
+2022-08-10 10:18:46 INFO:  Environment: {"profile":"development","config":".build.json","package":"package.json","tsconfig":true,"eslintrc":true,"git":true} 
+2022-08-10 10:18:46 INFO:  Toolchain: {"build":"0.7.8","esbuild":"0.14.54","typescript":"4.7.4","typedoc":"0.23.10","eslint":"8.21.0"} 
+2022-08-10 10:18:46 INFO:  Build: {"profile":"development","steps":["serve","watch","compile"]} 
+2022-08-10 10:18:46 STATE: WebServer: {"ssl":false,"port":10030,"root":"."} 
+2022-08-10 10:18:46 STATE: WebServer: {"ssl":true,"port":10031,"root":".","sslKey":"node_modules/@vladmandic/build/cert/https.key","sslCrt":"node_modules/@vladmandic/build/cert/https.crt"} 
+2022-08-10 10:18:46 STATE: Watch: {"locations":["src/**/*","tfjs/**/*","demo/**/*.ts"]} 
+2022-08-10 10:18:46 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":1098} 
+2022-08-10 10:18:46 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":75,"inputBytes":653010,"outputBytes":484314} 
+2022-08-10 10:18:46 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":1118} 
+2022-08-10 10:18:46 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":75,"inputBytes":653030,"outputBytes":484330} 
+2022-08-10 10:18:46 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":1205} 
+2022-08-10 10:18:46 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":75,"inputBytes":653117,"outputBytes":484421} 
+2022-08-10 10:18:46 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1069,"outputBytes":1438} 
+2022-08-10 10:18:46 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2112,"outputBytes":855} 
+2022-08-10 10:18:46 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":75,"inputBytes":652767,"outputBytes":486373} 
+2022-08-10 10:18:46 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":11,"inputBytes":2351,"outputBytes":2784059} 
+2022-08-10 10:18:46 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":75,"inputBytes":3435971,"outputBytes":1667383} 
+2022-08-10 10:18:47 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":75,"inputBytes":3435971,"outputBytes":3064866} 
+2022-08-10 10:18:47 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":6716,"outputBytes":4560} 
+2022-08-10 10:18:47 STATE: Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":15629,"outputBytes":11921} 
+2022-08-10 10:18:47 INFO:  Listening... 
+2022-08-10 10:21:12 INFO:  Watch: {"event":"modify","input":"src/human.ts"} 
+2022-08-10 10:21:12 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":1098} 
+2022-08-10 10:21:12 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":75,"inputBytes":653062,"outputBytes":484366} 
+2022-08-10 10:21:12 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":1118} 
+2022-08-10 10:21:12 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":75,"inputBytes":653082,"outputBytes":484382} 
+2022-08-10 10:21:12 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":1205} 
+2022-08-10 10:21:12 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":75,"inputBytes":653169,"outputBytes":484473} 
+2022-08-10 10:21:12 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1069,"outputBytes":1438} 
+2022-08-10 10:21:12 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2112,"outputBytes":855} 
+2022-08-10 10:21:12 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":75,"inputBytes":652819,"outputBytes":486425} 
+2022-08-10 10:21:12 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":11,"inputBytes":2351,"outputBytes":2784059} 
+2022-08-10 10:21:12 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":75,"inputBytes":3436023,"outputBytes":1667425} 
+2022-08-10 10:21:13 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":75,"inputBytes":3436023,"outputBytes":3064918} 
+2022-08-10 10:21:13 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":6716,"outputBytes":4560} 
+2022-08-10 10:21:13 STATE: Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":15629,"outputBytes":11921} 
+2022-08-10 10:22:18 INFO:  Watch: {"event":"modify","input":"src/human.ts"} 
+2022-08-10 10:22:18 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":1098} 
+2022-08-10 10:22:18 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":75,"inputBytes":653088,"outputBytes":484392} 
+2022-08-10 10:22:18 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":1118} 
+2022-08-10 10:22:18 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":75,"inputBytes":653108,"outputBytes":484408} 
+2022-08-10 10:22:18 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":1205} 
+2022-08-10 10:22:18 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":75,"inputBytes":653195,"outputBytes":484499} 
+2022-08-10 10:22:18 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1069,"outputBytes":1438} 
+2022-08-10 10:22:18 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2112,"outputBytes":855} 
+2022-08-10 10:22:18 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":75,"inputBytes":652845,"outputBytes":486451} 
+2022-08-10 10:22:19 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":11,"inputBytes":2351,"outputBytes":2784059} 
+2022-08-10 10:22:19 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":75,"inputBytes":3436049,"outputBytes":1667446} 
+2022-08-10 10:22:19 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":75,"inputBytes":3436049,"outputBytes":3064944} 
+2022-08-10 10:22:19 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":6716,"outputBytes":4560} 
+2022-08-10 10:22:19 STATE: Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":15629,"outputBytes":11921} 
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+2022-08-10 11:34:00 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":11,"inputBytes":2351,"outputBytes":2784059} 
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+2022-08-10 11:34:15 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2112,"outputBytes":855} 
+2022-08-10 11:34:15 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":75,"inputBytes":653949,"outputBytes":487407} 
+2022-08-10 11:34:15 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":11,"inputBytes":2351,"outputBytes":2784059} 
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+2022-08-10 11:34:16 STATE: Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":15629,"outputBytes":11921} 
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+2022-08-10 11:34:29 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1069,"outputBytes":1438} 
+2022-08-10 11:34:29 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2112,"outputBytes":855} 
+2022-08-10 11:34:29 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":75,"inputBytes":653949,"outputBytes":487407} 
+2022-08-10 11:34:29 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":11,"inputBytes":2351,"outputBytes":2784059} 
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+2022-08-10 12:49:41 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":75,"inputBytes":654562,"outputBytes":485729} 
+2022-08-10 12:49:41 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":1118} 
+2022-08-10 12:49:41 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":75,"inputBytes":654582,"outputBytes":485745} 
+2022-08-10 12:49:41 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":1205} 
+2022-08-10 12:49:41 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":75,"inputBytes":654669,"outputBytes":485836} 
+2022-08-10 12:49:41 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1069,"outputBytes":1438} 
+2022-08-10 12:49:41 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2112,"outputBytes":855} 
+2022-08-10 12:49:41 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":75,"inputBytes":654319,"outputBytes":487825} 
+2022-08-10 12:49:41 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":11,"inputBytes":2351,"outputBytes":2784059} 
+2022-08-10 12:49:41 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":75,"inputBytes":3437523,"outputBytes":1667997} 
+2022-08-10 12:49:42 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":75,"inputBytes":3437523,"outputBytes":3066317} 
+2022-08-10 12:49:42 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":6716,"outputBytes":4560} 
+2022-08-10 12:49:42 STATE: Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":15629,"outputBytes":11921} 
+2022-08-10 12:50:12 INFO:  Watch: {"event":"modify","input":"src/warmup.ts"} 
+2022-08-10 12:50:12 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":1098} 
+2022-08-10 12:50:12 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":75,"inputBytes":654603,"outputBytes":485766} 
+2022-08-10 12:50:12 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":1118} 
+2022-08-10 12:50:12 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":75,"inputBytes":654623,"outputBytes":485782} 
+2022-08-10 12:50:12 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":1205} 
+2022-08-10 12:50:12 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":75,"inputBytes":654710,"outputBytes":485873} 
+2022-08-10 12:50:12 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1069,"outputBytes":1438} 
+2022-08-10 12:50:12 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2112,"outputBytes":855} 
+2022-08-10 12:50:12 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":75,"inputBytes":654360,"outputBytes":487838} 
+2022-08-10 12:50:12 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":11,"inputBytes":2351,"outputBytes":2784059} 
+2022-08-10 12:50:12 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":75,"inputBytes":3437564,"outputBytes":1668032} 
+2022-08-10 12:50:12 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":75,"inputBytes":3437564,"outputBytes":3066346} 
+2022-08-10 12:50:12 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":6716,"outputBytes":4560} 
+2022-08-10 12:50:12 STATE: Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":15629,"outputBytes":11921} 
+2022-08-10 12:51:42 INFO:  Watch: {"event":"modify","input":"src/warmup.ts"} 
+2022-08-10 12:51:42 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":1098} 
+2022-08-10 12:51:42 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":75,"inputBytes":654643,"outputBytes":485804} 
+2022-08-10 12:51:42 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":1118} 
+2022-08-10 12:51:42 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":75,"inputBytes":654663,"outputBytes":485820} 
+2022-08-10 12:51:42 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":1205} 
+2022-08-10 12:51:42 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":75,"inputBytes":654750,"outputBytes":485911} 
+2022-08-10 12:51:42 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1069,"outputBytes":1438} 
+2022-08-10 12:51:42 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2112,"outputBytes":855} 
+2022-08-10 12:51:42 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":75,"inputBytes":654400,"outputBytes":487888} 
+2022-08-10 12:51:42 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":11,"inputBytes":2351,"outputBytes":2784059} 
+2022-08-10 12:51:42 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":75,"inputBytes":3437604,"outputBytes":1668053} 
+2022-08-10 12:51:43 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":75,"inputBytes":3437604,"outputBytes":3066379} 
+2022-08-10 12:51:43 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":6716,"outputBytes":4560} 
+2022-08-10 12:51:43 STATE: Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":15629,"outputBytes":11921} 
+2022-08-10 12:52:06 INFO:  Watch: {"event":"modify","input":"src/warmup.ts"} 
+2022-08-10 12:52:06 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":1098} 
+2022-08-10 12:52:06 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":75,"inputBytes":654493,"outputBytes":485654} 
+2022-08-10 12:52:06 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":1118} 
+2022-08-10 12:52:06 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":75,"inputBytes":654513,"outputBytes":485670} 
+2022-08-10 12:52:06 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":1205} 
+2022-08-10 12:52:06 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":75,"inputBytes":654600,"outputBytes":485761} 
+2022-08-10 12:52:06 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1069,"outputBytes":1438} 
+2022-08-10 12:52:06 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":2112,"outputBytes":855} 
+2022-08-10 12:52:06 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":75,"inputBytes":654250,"outputBytes":487738} 
+2022-08-10 12:52:06 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":11,"inputBytes":2351,"outputBytes":2784059} 
+2022-08-10 12:52:06 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":75,"inputBytes":3437454,"outputBytes":1667923} 
+2022-08-10 12:52:06 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":75,"inputBytes":3437454,"outputBytes":3066229} 
+2022-08-10 12:52:06 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":6716,"outputBytes":4560} 
+2022-08-10 12:52:06 STATE: Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":15629,"outputBytes":11921} 

test/node.js

@@ -9,16 +9,21 @@ log.configure({ inspect: { breakLength: 500 } });
 
 const tests = [
   'test-node.js',
-  // 'test-node-gpu.js',
-  // 'test-node-wasm.js',
+  'test-node-gpu.js',
+  'test-node-wasm.js',
+  // 'test-node-cpu.js',
 ];
 
 const demos = [
-  '../demo/nodejs/node.js',
-  '../demo/nodejs/node-canvas.js',
-  '../demo/nodejs/node-env.js',
-  '../demo/nodejs/node-event.js',
-  '../demo/nodejs/node-multiprocess.js',
+  { cmd: '../demo/nodejs/node.js', args: [] },
+  { cmd: '../demo/nodejs/node-simple.js', args: [] },
+  { cmd: '../demo/nodejs/node-fetch.js', args: [] },
+  { cmd: '../demo/nodejs/node-event.js', args: ['samples/in/ai-body.jpg'] },
+  { cmd: '../demo/nodejs/node-similarity.js', args: ['samples/in/ai-face.jpg', 'samples/in/ai-upper.jpg'] },
+  { cmd: '../demo/nodejs/node-canvas.js', args: ['samples/in/ai-body.jpg', 'samples/out/ai-body.jpg'] },
+  { cmd: '../demo/multithread/node-multiprocess.js', args: [] },
+  // { cmd: '../demo/nodejs/node-video.js', args: [] },
+  // { cmd: '../demo/nodejs/node-webcam.js', args: [] },
 ];
 
 const ignoreMessages = [
@@ -61,8 +66,12 @@ function logStdIO(ok, test, buffer) {
   });
   for (const line of filtered) {
     if (line.length < 2) continue;
-    if (ok) log.data(test, 'stdout:', line);
-    else log.warn(test, 'stderr:', line);
+    if (ok) {
+      log.data(test, 'stdout:', line);
+    } else {
+      if (status[test]) status[test].failed = 'critical';
+      log.warn(test, 'stderr:', line);
+    }
   }
 }
 
@@ -84,13 +93,20 @@ async function runTest(test) {
 async function runDemo(demo) {
   log.info();
   log.info(demo, 'start');
+  status[demo.cmd] = { passed: 0, failed: 0 };
   return new Promise((resolve) => {
-    const child = fork(path.join(__dirname, demo), [], { silent: true });
-    child.on('message', (data) => logMessage(demo, data));
-    child.on('error', (data) => log.error(demo, ':', data.message || data));
-    child.on('close', (code) => resolve(code));
-    child.stdout?.on('data', (data) => logStdIO(true, demo, data));
-    child.stderr?.on('data', (data) => logStdIO(false, demo, data));
+    const child = fork(path.join(__dirname, demo.cmd), [...demo.args], { silent: true });
+    child.on('message', (data) => logMessage(demo.cmd, data));
+    child.on('error', (data) => {
+      status[demo.cmd].failed++;
+      log.error(demo.cmd, ':', data.message || data);
+    });
+    child.on('close', (code) => {
+      status[demo.cmd].passed++;
+      resolve(code);
+    });
+    // child.stdout?.on('data', (data) => logStdIO(true, demo.cmd, data));
+    child.stderr?.on('data', (data) => logStdIO(false, demo.cmd, data));
   });
 }
 
@@ -101,15 +117,16 @@ async function testAll() {
   log.header();
   process.on('unhandledRejection', (data) => log.error('nodejs unhandled rejection', data));
   process.on('uncaughtException', (data) => log.error('nodejs unhandled exception', data));
-  log.info('tests:', tests);
   log.info('demos:', demos);
-  // for (const demo of demos) await runDemo(demo);
+  for (const demo of demos) await runDemo(demo);
+  log.info('tests:', tests);
   for (const test of tests) await runTest(test);
-  log.info('all tests complete');
-  log.info('failed:', { count: failedMessages.length, messages: failedMessages });
+  log.state('all tests complete');
   for (const [test, result] of Object.entries(status)) {
-    log.info('status:', { test, ...result });
+    log.info('  status', { test, ...result });
   }
+  log.info('failures', { count: failedMessages.length });
+  for (const msg of failedMessages) log.warn('  failed', { test: msg.test, message: msg.data });
 }
 
 testAll();

test/test-main.js

@@ -4,13 +4,17 @@ const canvasJS = require('canvas');
 
 let fetch; // fetch is dynamically imported later
 let config;
+let lastOp = 'unknown';
 
 const log = (status, ...data) => {
   if (typeof process.send !== 'undefined') process.send([status, data]); // send to parent process over ipc
-  // eslint-disable-next-line no-console
-  else console.log(status, ...data); // write to console if no parent process
+  else console.log(status, ...data); // eslint-disable-line no-console
 };
 
+process.on('uncaughtException', (err) => {
+  log('error', 'uncaughtException', lastOp, err);
+});
+
 async function testHTTP() {
   if (config.modelBasePath.startsWith('file:')) return true;
   return new Promise((resolve) => {
@@ -28,6 +32,7 @@ async function testHTTP() {
 }
 
 async function getImage(human, input, options = { channels: 3, expand: true, cast: true }) {
+  lastOp = `getImage ${input}`;
   let img;
   try {
     img = await canvasJS.loadImage(input);
@@ -51,15 +56,17 @@ async function getImage(human, input, options = { channels: 3, expand: true, cas
 }
 
 function printResults(detect) {
-  const person = (detect.face && detect.face[0]) ? { score: detect.face[0].score, age: detect.face[0].age, gender: detect.face[0].gender } : {};
-  const object = (detect.object && detect.object[0]) ? { score: detect.object[0].score, class: detect.object[0].label } : {};
-  const body = (detect.body && detect.body[0]) ? { score: detect.body[0].score, keypoints: detect.body[0].keypoints.length } : {};
+  lastOp = `printResults ${detect}`;
+  const person = (detect.face && detect.face[0]) ? { score: detect.face[0]?.score, age: detect.face[0]?.age, gender: detect.face[0]?.gender } : {};
+  const object = (detect.object && detect.object[0]) ? { score: detect.object[0]?.score, class: detect.object[0].label } : {};
+  const body = (detect.body && detect.body[0]) ? { score: detect.body[0]?.score, keypoints: detect.body[0]?.keypoints?.length } : {};
   const persons = detect.persons;
   if (detect.face) log('data', ' result: face:', detect.face?.length, 'body:', detect.body?.length, 'hand:', detect.hand?.length, 'gesture:', detect.gesture?.length, 'object:', detect.object?.length, 'person:', persons.length, person, object, body);
   if (detect.performance) log('data', ' result: performance:', 'load:', detect?.performance.load, 'total:', detect.performance?.total);
 }
 
 async function testInstance(human) {
+  lastOp = `testInstance ${human}`;
   if (human) log('state', 'passed: create human');
   else log('error', 'failed: create human');
 
@@ -87,7 +94,9 @@ async function testInstance(human) {
 }
 
 async function testWarmup(human, title) {
+  lastOp = `testWarmup ${title}`;
   let warmup;
+  // try default
   try {
     warmup = await human.warmup(config);
   } catch (err) {
@@ -99,18 +108,38 @@ async function testWarmup(human, title) {
   } else {
     log('error', 'failed: warmup:', config.warmup, title);
   }
+  /*
+  // now try with monkey-patch
+  globalThis.Canvas = canvasJS.Canvas; // monkey-patch to use external canvas library
+  globalThis.ImageData = canvasJS.ImageData; // monkey-patch to use external canvas library
+  try {
+    warmup = await human.warmup(config);
+  } catch (err) {
+    log('error', 'error warmup');
+  }
+  if (warmup) {
+    log('state', 'passed: warmup:', config.warmup, title);
+    printResults(warmup);
+  } else {
+    log('error', 'failed: warmup:', config.warmup, title);
+  }
+  */
   return warmup;
 }
 
 async function testDetect(human, input, title, checkLeak = true) {
+  lastOp = `testDetect ${title}`;
+  log('state', 'start', title);
   await human.load(config);
+  const missing = human.check();
+  for (const op of missing) log('warn', 'missing kernel ops', { title, model: op.name, url: op.url, missing: op.missing, backkend: human.tf.getBackend() });
   const tensors = human.tf.engine().state.numTensors;
   const image = input ? await getImage(human, input) : human.tf.randomNormal([1, 1024, 1024, 3]);
   if (!image) {
-    log('error', 'failed: detect: input is null');
+    log('error', 'failed: detect: input is null', { input, title });
     return false;
   }
-  let detect;
+  let detect = {};
   try {
     detect = await human.detect(image, config);
   } catch (err) {
@@ -140,21 +169,23 @@ async function events(event) {
 }
 
 const verify = (state, ...messages) => {
+  lastOp = `verify ${messages}`;
   if (state) log('state', 'passed:', ...messages);
   else log('error', 'failed:', ...messages);
 };
 
 async function verifyDetails(human) {
+  lastOp = `verifyDetails ${human}`;
   log('info', 'test: details verification');
   const res = await testDetect(human, 'samples/in/ai-body.jpg', 'default');
   verify(res.face.length === 1, 'details face length', res.face.length);
   for (const face of res.face) {
     verify(face.score > 0.9 && face.boxScore > 0.9 && face.faceScore > 0.9, 'details face score', face.score, face.boxScore, face.faceScore);
-    verify(face.age > 23 && face.age < 30 && face.gender === 'female' && face.genderScore > 0.9 && face.iris > 70 && face.iris < 90, 'details face age/gender', face.age, face.gender, face.genderScore, face.iris);
+    verify(face.age > 23 && face.age < 30 && face.gender === 'female' && face.genderScore > 0.9 && face.iris > 70 && face.iris < 105, 'details face age/gender', face.age, face.gender, face.genderScore, face.iris);
     verify(face.box.length === 4 && face.boxRaw.length === 4 && face.mesh.length === 478 && face.meshRaw.length === 478 && face.embedding.length === 1024, 'details face arrays', face.box.length, face.mesh.length, face.embedding.length);
     verify(face.emotion.length >= 2 && face.emotion[0].score > 0.30 && face.emotion[0].emotion === 'angry', 'details face emotion', face.emotion.length, face.emotion[0]);
-    verify(face.real > 0.75, 'details face anti-spoofing', face.real);
-    verify(face.live > 0.75, 'details face liveness', face.live);
+    verify(face.real > 0.55, 'details face anti-spoofing', face.real);
+    verify(face.live > 0.70, 'details face liveness', face.live);
   }
   verify(res.body.length === 1, 'details body length', res.body.length);
   for (const body of res.body) {
@@ -174,6 +205,7 @@ async function verifyDetails(human) {
 }
 
 async function testTensorShapes(human, input) {
+  lastOp = `testTensorShapes ${input}`;
   await human.load(config);
   const numTensors = human.tf.engine().state.numTensors;
   let res;
@@ -209,6 +241,7 @@ async function testTensorShapes(human, input) {
 }
 
 async function verifyCompare(human) {
+  lastOp = `verifyCompare ${human}`;
   log('info', 'test: input compare');
   const t1 = await getImage(human, 'samples/in/ai-face.jpg');
   const t2 = await getImage(human, 'samples/in/ai-body.jpg');
@@ -221,6 +254,7 @@ async function verifyCompare(human) {
 }
 
 async function test(Human, inputConfig) {
+  lastOp = `test ${inputConfig}`;
   config = inputConfig;
   fetch = (await import('node-fetch')).default;
   const ok = await testHTTP();
@@ -276,13 +310,15 @@ async function test(Human, inputConfig) {
   res = await testWarmup(human, 'default');
   if (!res || res?.face?.length !== 1 || res?.body?.length !== 1 || res?.hand?.length !== 1 || res?.gesture?.length < 6) log('error', 'failed: warmup body result mismatch', res?.face?.length, res?.body?.length, res?.hand?.length, res?.gesture?.length);
   else log('state', 'passed: warmup body result match');
-  log('state', 'details:', {
-    face: { boxScore: res.face[0].boxScore, faceScore: res.face[0].faceScore, age: res.face[0].age, gender: res.face[0].gender, genderScore: res.face[0].genderScore },
-    emotion: res.face[0].emotion,
-    body: { score: res.body[0].score, keypoints: res.body[0].keypoints.length },
-    hand: { boxScore: res.hand[0].boxScore, fingerScore: res.hand[0].fingerScore, keypoints: res.hand[0].keypoints.length },
-    gestures: res.gesture,
-  });
+  if (res) {
+    log('state', 'details:', {
+      face: { boxScore: res.face[0].boxScore, faceScore: res.face[0].faceScore, age: res.face[0].age, gender: res.face[0].gender, genderScore: res.face[0].genderScore },
+      emotion: res.face[0].emotion,
+      body: { score: res.body[0].score, keypoints: res.body[0].keypoints.length },
+      hand: { boxScore: res.hand[0].boxScore, fingerScore: res.hand[0].fingerScore, keypoints: res.hand[0].keypoints.length },
+      gestures: res.gesture,
+    });
+  }
 
   await verifyDetails(human);
   await testTensorShapes(human, 'samples/in/ai-body.jpg');
@@ -318,18 +354,6 @@ async function test(Human, inputConfig) {
   if (!res || !res.error) log('error', 'failed: invalid input', res);
   else log('state', 'passed: invalid input', res.error || res);
 
-  // test face attention
-  log('info', 'test face attention');
-  config.face.mesh = { enabled: true };
-  res = await testDetect(human, 'samples/in/ai-face.jpg', 'face mesh');
-  if (!res || !res.face[0] || res.face[0].mesh.length !== 478 || Object.keys(res.face[0].annotations).length !== 36) log('error', 'failed: face mesh', { mesh: res.face[0]?.mesh?.length, annotations: Object.keys(res.face[0].annotations).length });
-  else log('state', 'passed: face attention');
-  human.models.facemesh = null; // unload model
-  config.face.attention = { enabled: true };
-  res = await testDetect(human, 'samples/in/ai-face.jpg', 'face attention');
-  if (!res || !res.face[0] || res.face[0].mesh.length !== 478 || Object.keys(res.face[0].annotations).length !== 36) log('error', 'failed: face attention', { mesh: res.face[0]?.mesh?.length, annotations: Object.keys(res.face[0].annotations).length });
-  else log('state', 'passed: face attention');
-
   // test face similarity
   log('info', 'test face similarity');
   human.reset();
@@ -349,44 +373,18 @@ async function test(Human, inputConfig) {
   if (res1 < 1 || res2 < 0.40 || res3 < 0.40 || res2 > 0.75 || res3 > 0.75) log('error', 'failed: face similarity', { similarity: [res1, res2, res3], descriptors: [desc1?.length, desc2?.length, desc3?.length] });
   else log('state', 'passed: face similarity', { similarity: [res1, res2, res3], descriptors: [desc1?.length, desc2?.length, desc3?.length] });
 
-  // test alternative face embeddings
-  log('info', 'test face similarity alternative');
-  human.reset();
-  config.async = false;
-  config.cacheSensitivity = 0;
-  config.face['mobilefacenet'] = { enabled: true, modelPath: 'https://vladmandic.github.io/human-models/models/mobilefacenet.json' };
-  res = await testDetect(human, 'samples/in/ai-face.jpg', 'face embeddings');
-  if (!res || !res.face || !res.face[0] || res.face[0].embedding.length !== 192) log('error', 'failed: mobilefacenet', { embedding: res.face[0]?.embedding?.length });
-  else log('state', 'passed: mobilefacenet');
-  config.face['insightface'] = { enabled: true, modelPath: 'https://vladmandic.github.io/insightface/models/insightface-mobilenet-swish.json' };
-  res = await testDetect(human, 'samples/in/ai-face.jpg', 'face embeddings');
-  if (!res || !res.face || !res.face[0] || res.face[0].embedding.length !== 512) log('error', 'failed: insightface', { embedding: res.face[0]?.embedding?.length });
-  else log('state', 'passed: insightface');
-
-  // test face matching
-  log('info', 'test face matching');
-  const db = JSON.parse(fs.readFileSync('demo/facematch/faces.json').toString());
-  const arr = db.map((rec) => rec.embedding);
-  if (db.length < 20) log('error', 'failed: face database ', db.length);
-  else log('state', 'passed: face database', db.length);
-  res1 = human.match(desc1, arr);
-  res2 = human.match(desc2, arr);
-  res3 = human.match(desc3, arr);
-  if (res1.index !== 4 || res2.index !== 4 || res3.index !== 4) log('error', 'failed: face match', res1, res2, res3);
-  else log('state', 'passed: face match', { first: { index: res1.index, similarity: res1.similarity } }, { second: { index: res2.index, similarity: res2.similarity } }, { third: { index: res3.index, similarity: res3.similarity } });
-
   // test object detection
   log('info', 'test object');
-  human.reset();
   config.object = { enabled: true, modelPath: 'mb3-centernet.json' };
   res = await testDetect(human, 'samples/in/ai-body.jpg', 'object');
   if (!res || res?.object?.length < 1 || res?.object[0]?.label !== 'person') log('error', 'failed: centernet', res?.object);
   else log('state', 'passed: centernet');
-
+  human.models['centernet'] = null;
   config.object = { enabled: true, modelPath: 'https://vladmandic.github.io/human-models/models/nanodet.json' };
   res = await testDetect(human, 'samples/in/ai-body.jpg', 'object');
   if (!res || res?.object?.length < 1 || res?.object[0]?.label !== 'person') log('error', 'failed: nanodet', res?.object);
   else log('state', 'passed: nanodet');
+  human.models['nanodet'] = null;
   config.object.enabled = false;
 
   // test sensitive config
@@ -426,24 +424,64 @@ async function test(Human, inputConfig) {
 
   config.body = { enabled: true, modelPath: 'https://vladmandic.github.io/human-models/models/blazepose-heavy.json' };
   res = await testDetect(human, 'samples/in/ai-body.jpg', 'blazepose');
-  if (!res || !res.body || !res.body[0] || res.body[0].score < 0.9 || res.body[0].keypoints?.length !== 39) log('error', 'failed: blazepose', { body: res.body[0] });
+  if (!res || !res.body || !res.body[0] || res.body[0].score < 0.9 || res.body[0].keypoints?.length !== 39) log('error', 'failed: blazepose', { body: res.body?.[0] });
   else log('state', 'passed: blazepose');
 
   config.body = { enabled: true, modelPath: 'https://vladmandic.github.io/human-models/models/efficientpose.json' };
   res = await testDetect(human, 'samples/in/ai-body.jpg', 'efficientpose');
-  if (!res || !res.body || !res.body[0] || res.body[0].score < 0.7 || res.body[0].keypoints?.length !== 13) log('error', 'failed: efficientpose', { body: res.body[0] });
+  if (!res || !res.body || !res.body[0] || res.body[0].score < 0.7 || res.body[0].keypoints?.length !== 13) log('error', 'failed: efficientpose', { body: res.body?.[0] });
   else log('state', 'passed: efficientpose');
 
   config.body = { enabled: true, modelPath: 'https://vladmandic.github.io/human-models/models/posenet.json' };
   res = await testDetect(human, 'samples/in/ai-body.jpg', 'posenet');
-  if (!res || !res.body || !res.body[0] || res.body[0].score < 0.9 || res.body[0].keypoints?.length !== 16) log('error', 'failed: posenet', { body: res.body[0] });
+  if (!res || !res.body || !res.body[0] || res.body[0].score < 0.9 || res.body[0].keypoints?.length !== 16) log('error', 'failed: posenet', { body: res.body?.[0] });
   else log('state', 'passed: posenet');
 
   config.body = { enabled: true, modelPath: 'https://vladmandic.github.io/human-models/models/movenet-lightning.json' };
   res = await testDetect(human, 'samples/in/ai-body.jpg', 'movenet');
-  if (!res || !res.body || !res.body[0] || res.body[0].score < 0.9 || res.body[0].keypoints?.length !== 17) log('error', 'failed: movenet', { body: res.body[0] });
+  if (!res || !res.body || !res.body[0] || res.body[0].score < 0.9 || res.body[0].keypoints?.length !== 17) log('error', 'failed: movenet', { body: res.body?.[0] });
   else log('state', 'passed: movenet');
 
+  // test face matching
+  log('info', 'test face matching');
+  const db = JSON.parse(fs.readFileSync('demo/facematch/faces.json').toString());
+  const arr = db.map((rec) => rec.embedding);
+  if (db.length < 20) log('error', 'failed: face database ', db.length);
+  else log('state', 'passed: face database', db.length);
+  res1 = human.match(desc1, arr);
+  res2 = human.match(desc2, arr);
+  res3 = human.match(desc3, arr);
+  if (res1.index !== 4 || res2.index !== 4 || res3.index !== 4) log('error', 'failed: face match', res1, res2, res3);
+  else log('state', 'passed: face match', { first: { index: res1.index, similarity: res1.similarity } }, { second: { index: res2.index, similarity: res2.similarity } }, { third: { index: res3.index, similarity: res3.similarity } });
+
+  // test alternative face embeddings
+  log('info', 'test face similarity alternative');
+  human.reset();
+  config.async = false;
+  config.cacheSensitivity = 0;
+  config.face['mobilefacenet'] = { enabled: true, modelPath: 'https://vladmandic.github.io/human-models/models/mobilefacenet.json' };
+  res = await testDetect(human, 'samples/in/ai-face.jpg', 'face embeddings');
+  if (!res || !res.face || !res.face[0] || res.face[0].embedding?.length !== 192) log('error', 'failed: mobilefacenet', { embedding: res.face?.[0]?.embedding?.length });
+  else log('state', 'passed: mobilefacenet', { embedding: res.face?.[0]?.embedding?.length });
+  config.face['insightface'] = { enabled: true, modelPath: 'https://vladmandic.github.io/insightface/models/insightface-mobilenet-swish.json' };
+  res = await testDetect(human, 'samples/in/ai-face.jpg', 'face embeddings');
+  if (!res || !res.face || !res.face[0] || res.face[0]?.embedding?.length !== 512) log('error', 'failed: insightface', { embedding: res.face?.[0]?.embedding?.length });
+  else log('state', 'passed: insightface', { embedding: res.face?.[0]?.embedding?.length });
+  human.models['mobilefacenet'] = null;
+  config.face['mobilefacenet'] = { enabled: false };
+  human.models['insightface'] = null;
+  config.face['insightface'] = { enabled: false };
+
+  // test face attention
+  log('info', 'test face attention');
+  human.models.facemesh = null;
+  config.face.attention = { enabled: true };
+  res = await testDetect(human, 'samples/in/ai-face.jpg', 'face attention');
+  if (!res || !res.face[0] || res.face[0].mesh.length !== 478 || Object.keys(res.face[0].annotations).length !== 36) log('error', 'failed: face attention', { mesh: res.face?.[0]?.mesh?.length, annotations: Object.keys(res.face?.[0]?.annotations | {}).length });
+  else log('state', 'passed: face attention');
+  human.models.facemesh = null; // unload model
+  config.face.attention = { enabled: false };
+
   // test detectors only
   log('info', 'test detectors');
   human.reset();

test/test-node-cpu.js

@@ -0,0 +1,28 @@
+process.env.TF_CPP_MIN_LOG_LEVEL = '2';
+const Human = require('../dist/human.node.js').default;
+const test = require('./test-main.js').test;
+
+const config = {
+  cacheSensitivity: 0,
+  modelBasePath: 'file://models/',
+  backend: 'cpu',
+  debug: false,
+  async: true,
+  face: {
+    enabled: true,
+    detector: { rotation: true },
+    mesh: { enabled: true },
+    iris: { enabled: true },
+    description: { enabled: true },
+    emotion: { enabled: true },
+    antispoof: { enabled: true },
+    liveness: { enabled: true },
+  },
+  hand: { enabled: true },
+  body: { enabled: true },
+  object: { enabled: true },
+  segmentation: { enabled: true },
+  filter: { enabled: false },
+};
+
+test(Human, config);

test/test.log

@@ -1,298 +1,468 @@
-2022-08-08 15:09:00 INFO:  @vladmandic/human version 2.9.2 
-2022-08-08 15:09:00 INFO:  User: vlado Platform: linux Arch: x64 Node: v16.15.0 
-2022-08-08 15:09:00 INFO:  tests: ["test-node.js"] 
-2022-08-08 15:09:00 INFO:  demos: ["../demo/nodejs/node.js","../demo/nodejs/node-canvas.js","../demo/nodejs/node-env.js","../demo/nodejs/node-event.js","../demo/nodejs/node-multiprocess.js"] 
-2022-08-08 15:09:00 INFO:  
-2022-08-08 15:09:00 INFO:  test-node.js start 
-2022-08-08 15:09:00 INFO:  test-node.js test: configuration validation 
-2022-08-08 15:09:00 STATE: test-node.js passed: configuration default validation [] 
-2022-08-08 15:09:00 STATE: test-node.js passed: configuration invalid validation [{"reason":"unknown property","where":"config.invalid = true"}] 
-2022-08-08 15:09:00 INFO:  test-node.js test: model load 
-2022-08-08 15:09:00 STATE: test-node.js passed: models loaded 23 12 [{"name":"ssrnetage","loaded":false,"url":null},{"name":"gear","loaded":false,"url":null},{"name":"blazeposedetect","loaded":false,"url":null},{"name":"blazepose","loaded":false,"url":null},{"name":"centernet","loaded":true,"url":"file://models/mb3-centernet.json"},{"name":"efficientpose","loaded":false,"url":null},{"name":"mobilefacenet","loaded":false,"url":null},{"name":"insightface","loaded":false,"url":null},{"name":"emotion","loaded":true,"url":"file://models/emotion.json"},{"name":"facedetect","loaded":true,"url":"file://models/blazeface.json"},{"name":"faceiris","loaded":true,"url":"file://models/iris.json"},{"name":"facemesh","loaded":true,"url":"file://models/facemesh.json"},{"name":"faceres","loaded":true,"url":"file://models/faceres.json"},{"name":"ssrnetgender","loaded":false,"url":null},{"name":"handpose","loaded":false,"url":null},{"name":"handskeleton","loaded":true,"url":"file://models/handlandmark-full.json"},{"name":"handtrack","loaded":true,"url":"file://models/handtrack.json"},{"name":"liveness","loaded":true,"url":"file://models/liveness.json"},{"name":"movenet","loaded":true,"url":"file://models/movenet-lightning.json"},{"name":"nanodet","loaded":false,"url":null},{"name":"posenet","loaded":false,"url":null},{"name":"segmentation","loaded":true,"url":"file://models/selfie.json"},{"name":"antispoof","loaded":true,"url":"file://models/antispoof.json"}] 
-2022-08-08 15:09:00 INFO:  test-node.js test: warmup 
-2022-08-08 15:09:00 STATE: test-node.js passed: create human 
-2022-08-08 15:09:00 INFO:  test-node.js human version: 2.9.2 
-2022-08-08 15:09:00 INFO:  test-node.js platform: linux x64 agent: NodeJS v16.15.0 
-2022-08-08 15:09:00 INFO:  test-node.js tfjs version: 3.19.0 
-2022-08-08 15:09:00 INFO:  test-node.js tensorflow binding version: 2.7.3-dev20220521 
-2022-08-08 15:09:00 STATE: test-node.js passed: set backend: tensorflow 
-2022-08-08 15:09:00 STATE: test-node.js tensors 1921 
-2022-08-08 15:09:00 STATE: test-node.js passed: load models 
-2022-08-08 15:09:00 STATE: test-node.js  result: defined models: 23 loaded models: 12 
-2022-08-08 15:09:00 STATE: test-node.js passed: warmup: none default 
-2022-08-08 15:09:00 DATA:  test-node.js  result: face: 0 body: 0 hand: 0 gesture: 0 object: 0 person: 0 {} {} {} 
-2022-08-08 15:09:00 DATA:  test-node.js  result: performance: load: null total: null 
-2022-08-08 15:09:00 STATE: test-node.js passed: warmup none result match 
-2022-08-08 15:09:00 STATE: test-node.js event: image 
-2022-08-08 15:09:00 STATE: test-node.js event: detect 
-2022-08-08 15:09:00 STATE: test-node.js event: warmup 
-2022-08-08 15:09:00 STATE: test-node.js passed: warmup: face default 
-2022-08-08 15:09:00 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 1 person: 1 {"score":1,"age":23.5,"gender":"female"} {"score":0.82,"class":"person"} {"score":0.42,"keypoints":4} 
-2022-08-08 15:09:00 DATA:  test-node.js  result: performance: load: null total: 361 
-2022-08-08 15:09:00 STATE: test-node.js passed: warmup face result match 
-2022-08-08 15:09:00 STATE: test-node.js event: image 
-2022-08-08 15:09:01 STATE: test-node.js event: detect 
-2022-08-08 15:09:01 STATE: test-node.js event: warmup 
-2022-08-08 15:09:01 STATE: test-node.js passed: warmup: body default 
-2022-08-08 15:09:01 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-08-08 15:09:01 DATA:  test-node.js  result: performance: load: null total: 270 
-2022-08-08 15:09:01 STATE: test-node.js passed: warmup body result match 
-2022-08-08 15:09:01 STATE: test-node.js details: {"face":{"boxScore":0.92,"faceScore":1,"age":23.7,"gender":"female","genderScore":0.97},"emotion":[{"score":0.63,"emotion":"angry"},{"score":0.22,"emotion":"fear"}],"body":{"score":0.92,"keypoints":17},"hand":{"boxScore":0.52,"fingerScore":0.73,"keypoints":21},"gestures":[{"face":0,"gesture":"facing right"},{"face":0,"gesture":"mouth 10% open"},{"hand":0,"gesture":"pinky forward"},{"hand":0,"gesture":"palm up"},{"hand":0,"gesture":"open palm"},{"iris":0,"gesture":"looking left"},{"iris":0,"gesture":"looking up"}]} 
-2022-08-08 15:09:01 INFO:  test-node.js test: details verification 
-2022-08-08 15:09:01 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-08-08 15:09:01 STATE: test-node.js event: image 
-2022-08-08 15:09:01 STATE: test-node.js event: detect 
-2022-08-08 15:09:01 STATE: test-node.js passed: detect: samples/in/ai-body.jpg default 
-2022-08-08 15:09:01 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-08-08 15:09:01 DATA:  test-node.js  result: performance: load: null total: 257 
-2022-08-08 15:09:01 STATE: test-node.js passed: details face length 1 
-2022-08-08 15:09:01 STATE: test-node.js passed: details face score 1 0.93 1 
-2022-08-08 15:09:01 STATE: test-node.js passed: details face age/gender 23.7 female 0.97 85.47 
-2022-08-08 15:09:01 STATE: test-node.js passed: details face arrays 4 478 1024 
-2022-08-08 15:09:01 STATE: test-node.js passed: details face emotion 2 {"score":0.59,"emotion":"angry"} 
-2022-08-08 15:09:01 STATE: test-node.js passed: details face anti-spoofing 0.79 
-2022-08-08 15:09:01 STATE: test-node.js passed: details face liveness 0.83 
-2022-08-08 15:09:01 STATE: test-node.js passed: details body length 1 
-2022-08-08 15:09:01 STATE: test-node.js passed: details body 0.92 17 6 
-2022-08-08 15:09:01 STATE: test-node.js passed: details hand length 1 
-2022-08-08 15:09:01 STATE: test-node.js passed: details hand 0.51 0.73 point 
-2022-08-08 15:09:01 STATE: test-node.js passed: details hand arrays 21 5 7 
-2022-08-08 15:09:01 STATE: test-node.js passed: details gesture length 7 
-2022-08-08 15:09:01 STATE: test-node.js passed: details gesture first {"face":0,"gesture":"facing right"} 
-2022-08-08 15:09:01 STATE: test-node.js passed: details object length 1 
-2022-08-08 15:09:01 STATE: test-node.js passed: details object 0.72 person 
-2022-08-08 15:09:01 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,4] {"checksum":1371996928} 
-2022-08-08 15:09:01 STATE: test-node.js event: image 
-2022-08-08 15:09:02 STATE: test-node.js event: detect 
-2022-08-08 15:09:02 STATE: test-node.js passed: tensor shape: [1,1200,1200,4] dtype: float32 
-2022-08-08 15:09:02 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1200,1200,4] {"checksum":1371996928} 
-2022-08-08 15:09:02 STATE: test-node.js event: image 
-2022-08-08 15:09:02 STATE: test-node.js event: detect 
-2022-08-08 15:09:02 STATE: test-node.js passed: tensor shape: [1200,1200,4] dtype: float32 
-2022-08-08 15:09:02 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-08-08 15:09:02 STATE: test-node.js event: image 
-2022-08-08 15:09:03 STATE: test-node.js event: detect 
-2022-08-08 15:09:03 STATE: test-node.js passed: tensor shape: [1,1200,1200,3] dtype: float32 
-2022-08-08 15:09:03 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1200,1200,3] {"checksum":1004796864} 
-2022-08-08 15:09:03 STATE: test-node.js event: image 
-2022-08-08 15:09:03 STATE: test-node.js event: detect 
-2022-08-08 15:09:03 STATE: test-node.js passed: tensor shape: [1200,1200,3] dtype: float32 
-2022-08-08 15:09:03 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,4] {"checksum":1371996871} 
-2022-08-08 15:09:03 STATE: test-node.js event: image 
-2022-08-08 15:09:03 STATE: test-node.js event: detect 
-2022-08-08 15:09:03 STATE: test-node.js passed: tensor shape: [1,1200,1200,4] dtype: int32 
-2022-08-08 15:09:03 INFO:  test-node.js test default 
-2022-08-08 15:09:04 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-08-08 15:09:04 STATE: test-node.js event: image 
-2022-08-08 15:09:04 STATE: test-node.js event: detect 
-2022-08-08 15:09:04 STATE: test-node.js passed: detect: samples/in/ai-body.jpg async 
-2022-08-08 15:09:04 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-08-08 15:09:04 DATA:  test-node.js  result: performance: load: null total: 248 
-2022-08-08 15:09:04 STATE: test-node.js passed: default result face match 1 female 0.97 
-2022-08-08 15:09:04 INFO:  test-node.js test sync 
-2022-08-08 15:09:04 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-08-08 15:09:04 STATE: test-node.js event: image 
-2022-08-08 15:09:04 STATE: test-node.js event: detect 
-2022-08-08 15:09:04 STATE: test-node.js passed: detect: samples/in/ai-body.jpg sync 
-2022-08-08 15:09:04 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-08-08 15:09:04 DATA:  test-node.js  result: performance: load: null total: 219 
-2022-08-08 15:09:04 STATE: test-node.js passed: default sync 1 female 0.97 
-2022-08-08 15:09:04 INFO:  test-node.js test: image process 
-2022-08-08 15:09:04 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
-2022-08-08 15:09:04 STATE: test-node.js passed: image input null [1,256,256,3] 
-2022-08-08 15:09:04 INFO:  test-node.js test: image null 
-2022-08-08 15:09:04 STATE: test-node.js passed: invalid input could not convert input to tensor 
-2022-08-08 15:09:04 INFO:  test-node.js test face attention 
-2022-08-08 15:09:04 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
-2022-08-08 15:09:04 STATE: test-node.js event: image 
-2022-08-08 15:09:04 STATE: test-node.js event: detect 
-2022-08-08 15:09:04 STATE: test-node.js passed: detect: samples/in/ai-face.jpg face mesh 
-2022-08-08 15:09:04 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.5,"gender":"female"} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":3} 
-2022-08-08 15:09:04 DATA:  test-node.js  result: performance: load: null total: 213 
-2022-08-08 15:09:04 STATE: test-node.js passed: face attention 
-2022-08-08 15:09:04 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
-2022-08-08 15:09:04 STATE: test-node.js event: image 
-2022-08-08 15:09:05 STATE: test-node.js event: detect 
-2022-08-08 15:09:05 STATE: test-node.js passed: detect: samples/in/ai-face.jpg face attention 
-2022-08-08 15:09:05 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.5,"gender":"female"} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":3} 
-2022-08-08 15:09:05 DATA:  test-node.js  result: performance: load: null total: 231 
-2022-08-08 15:09:05 STATE: test-node.js passed: face attention 
-2022-08-08 15:09:05 INFO:  test-node.js test face similarity 
-2022-08-08 15:09:05 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
-2022-08-08 15:09:05 STATE: test-node.js event: image 
-2022-08-08 15:09:05 STATE: test-node.js event: detect 
-2022-08-08 15:09:05 STATE: test-node.js passed: detect: samples/in/ai-face.jpg face similarity 
-2022-08-08 15:09:05 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.5,"gender":"female"} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":3} 
-2022-08-08 15:09:05 DATA:  test-node.js  result: performance: load: null total: 213 
-2022-08-08 15:09:05 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-08-08 15:09:05 STATE: test-node.js event: image 
-2022-08-08 15:09:05 STATE: test-node.js event: detect 
-2022-08-08 15:09:05 STATE: test-node.js passed: detect: samples/in/ai-body.jpg face similarity 
-2022-08-08 15:09:05 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-08-08 15:09:05 DATA:  test-node.js  result: performance: load: null total: 230 
-2022-08-08 15:09:05 STATE: test-node.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289024} 
-2022-08-08 15:09:05 STATE: test-node.js event: image 
-2022-08-08 15:09:06 STATE: test-node.js event: detect 
-2022-08-08 15:09:06 STATE: test-node.js passed: detect: samples/in/ai-upper.jpg face similarity 
-2022-08-08 15:09:06 DATA:  test-node.js  result: face: 1 body: 1 hand: 0 gesture: 5 object: 1 person: 1 {"score":1,"age":23.5,"gender":"female"} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":7} 
-2022-08-08 15:09:06 DATA:  test-node.js  result: performance: load: null total: 206 
-2022-08-08 15:09:06 STATE: test-node.js passed: face descriptor 
-2022-08-08 15:09:06 STATE: test-node.js passed: face similarity {"similarity":[1,0.44727452329649126,0.5567935850640406],"descriptors":[1024,1024,1024]} 
-2022-08-08 15:09:06 INFO:  test-node.js test face similarity alternative 
-2022-08-08 15:09:06 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
-2022-08-08 15:09:06 STATE: test-node.js event: image 
-2022-08-08 15:09:07 STATE: test-node.js event: detect 
-2022-08-08 15:09:07 STATE: test-node.js passed: detect: samples/in/ai-face.jpg face embeddings 
-2022-08-08 15:09:07 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.5,"gender":"female"} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":3} 
-2022-08-08 15:09:07 DATA:  test-node.js  result: performance: load: null total: 247 
-2022-08-08 15:09:07 STATE: test-node.js passed: mobilefacenet 
-2022-08-08 15:09:07 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
-2022-08-08 15:09:07 STATE: test-node.js event: image 
-2022-08-08 15:09:08 STATE: test-node.js event: detect 
-2022-08-08 15:09:08 STATE: test-node.js passed: detect: samples/in/ai-face.jpg face embeddings 
-2022-08-08 15:09:08 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.5,"gender":"female"} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":3} 
-2022-08-08 15:09:08 DATA:  test-node.js  result: performance: load: null total: 263 
-2022-08-08 15:09:08 STATE: test-node.js passed: insightface 
-2022-08-08 15:09:08 INFO:  test-node.js test face matching 
-2022-08-08 15:09:08 STATE: test-node.js passed: face database 40 
-2022-08-08 15:09:08 STATE: test-node.js passed: face match {"first":{"index":4,"similarity":0.7827852615252829}} {"second":{"index":4,"similarity":0.5002052633015844}} {"third":{"index":4,"similarity":0.5401587887998899}} 
-2022-08-08 15:09:08 INFO:  test-node.js test object 
-2022-08-08 15:09:08 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-08-08 15:09:08 STATE: test-node.js event: image 
-2022-08-08 15:09:08 STATE: test-node.js event: detect 
-2022-08-08 15:09:08 STATE: test-node.js passed: detect: samples/in/ai-body.jpg object 
-2022-08-08 15:09:08 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-08-08 15:09:08 DATA:  test-node.js  result: performance: load: null total: 268 
-2022-08-08 15:09:08 STATE: test-node.js passed: centernet 
-2022-08-08 15:09:09 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-08-08 15:09:09 STATE: test-node.js event: image 
-2022-08-08 15:09:10 STATE: test-node.js event: detect 
-2022-08-08 15:09:10 STATE: test-node.js passed: detect: samples/in/ai-body.jpg object 
-2022-08-08 15:09:10 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 3 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.86,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-08-08 15:09:10 DATA:  test-node.js  result: performance: load: null total: 263 
-2022-08-08 15:09:10 STATE: test-node.js passed: nanodet 
-2022-08-08 15:09:10 INFO:  test-node.js test sensitive 
-2022-08-08 15:09:10 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-08-08 15:09:10 STATE: test-node.js event: image 
-2022-08-08 15:09:10 STATE: test-node.js event: detect 
-2022-08-08 15:09:10 STATE: test-node.js passed: detect: samples/in/ai-body.jpg sensitive 
-2022-08-08 15:09:10 DATA:  test-node.js  result: face: 1 body: 1 hand: 2 gesture: 9 object: 0 person: 1 {"score":1,"age":23.7,"gender":"female"} {} {"score":0.92,"keypoints":17} 
-2022-08-08 15:09:10 DATA:  test-node.js  result: performance: load: null total: 205 
-2022-08-08 15:09:10 STATE: test-node.js passed: sensitive result match 
-2022-08-08 15:09:10 STATE: test-node.js passed: sensitive face result match 
-2022-08-08 15:09:10 STATE: test-node.js passed: sensitive face emotion result [{"score":0.59,"emotion":"angry"},{"score":0.29,"emotion":"fear"}] 
-2022-08-08 15:09:10 STATE: test-node.js passed: sensitive body result match 
-2022-08-08 15:09:10 STATE: test-node.js passed: sensitive hand result match 
-2022-08-08 15:09:10 INFO:  test-node.js test body 
-2022-08-08 15:09:12 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-08-08 15:09:12 STATE: test-node.js event: image 
-2022-08-08 15:09:12 STATE: test-node.js event: detect 
-2022-08-08 15:09:12 STATE: test-node.js passed: detect: samples/in/ai-body.jpg blazepose 
-2022-08-08 15:09:12 DATA:  test-node.js  result: face: 1 body: 1 hand: 2 gesture: 9 object: 0 person: 1 {"score":1,"age":23.7,"gender":"female"} {} {"score":0.99,"keypoints":39} 
-2022-08-08 15:09:12 DATA:  test-node.js  result: performance: load: null total: 270 
-2022-08-08 15:09:12 STATE: test-node.js passed: blazepose 
-2022-08-08 15:09:14 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-08-08 15:09:14 STATE: test-node.js event: image 
-2022-08-08 15:09:15 STATE: test-node.js event: detect 
-2022-08-08 15:09:15 STATE: test-node.js passed: detect: samples/in/ai-body.jpg efficientpose 
-2022-08-08 15:09:15 DATA:  test-node.js  result: face: 1 body: 1 hand: 2 gesture: 9 object: 0 person: 1 {"score":1,"age":23.7,"gender":"female"} {} {"score":0.75,"keypoints":13} 
-2022-08-08 15:09:15 DATA:  test-node.js  result: performance: load: null total: 281 
-2022-08-08 15:09:15 STATE: test-node.js passed: efficientpose 
-2022-08-08 15:09:16 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-08-08 15:09:16 STATE: test-node.js event: image 
-2022-08-08 15:09:16 STATE: test-node.js event: detect 
-2022-08-08 15:09:16 STATE: test-node.js passed: detect: samples/in/ai-body.jpg posenet 
-2022-08-08 15:09:16 DATA:  test-node.js  result: face: 1 body: 1 hand: 2 gesture: 9 object: 0 person: 1 {"score":1,"age":23.7,"gender":"female"} {} {"score":0.96,"keypoints":16} 
-2022-08-08 15:09:16 DATA:  test-node.js  result: performance: load: null total: 209 
-2022-08-08 15:09:16 STATE: test-node.js passed: posenet 
-2022-08-08 15:09:16 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-08-08 15:09:16 STATE: test-node.js event: image 
-2022-08-08 15:09:16 STATE: test-node.js event: detect 
-2022-08-08 15:09:16 STATE: test-node.js passed: detect: samples/in/ai-body.jpg movenet 
-2022-08-08 15:09:16 DATA:  test-node.js  result: face: 1 body: 1 hand: 2 gesture: 9 object: 0 person: 1 {"score":1,"age":23.7,"gender":"female"} {} {"score":0.92,"keypoints":17} 
-2022-08-08 15:09:16 DATA:  test-node.js  result: performance: load: null total: 206 
-2022-08-08 15:09:16 STATE: test-node.js passed: movenet 
-2022-08-08 15:09:16 INFO:  test-node.js test detectors 
-2022-08-08 15:09:17 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-08-08 15:09:17 STATE: test-node.js event: image 
-2022-08-08 15:09:17 STATE: test-node.js event: detect 
-2022-08-08 15:09:17 STATE: test-node.js passed: detect: samples/in/ai-body.jpg detectors 
-2022-08-08 15:09:17 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 0 person: 1 {"score":0.93,"gender":"unknown"} {} {"score":0.92,"keypoints":17} 
-2022-08-08 15:09:17 DATA:  test-node.js  result: performance: load: null total: 94 
-2022-08-08 15:09:17 STATE: test-node.js passed: detector result face match 
-2022-08-08 15:09:17 STATE: test-node.js passed: detector result hand match 
-2022-08-08 15:09:17 INFO:  test-node.js test: multi-instance 
-2022-08-08 15:09:17 STATE: test-node.js event: image 
-2022-08-08 15:09:17 STATE: test-node.js event: detect 
-2022-08-08 15:09:17 STATE: test-node.js passed: detect: random multi instance 
-2022-08-08 15:09:17 DATA:  test-node.js  result: face: 0 body: 1 hand: 0 gesture: 0 object: 0 person: 0 {} {} {"score":0,"keypoints":0} 
-2022-08-08 15:09:17 DATA:  test-node.js  result: performance: load: null total: 86 
-2022-08-08 15:09:17 INFO:  test-node.js test: first instance 
-2022-08-08 15:09:17 STATE: test-node.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289024} 
-2022-08-08 15:09:17 STATE: test-node.js passed: detect: samples/in/ai-upper.jpg multi instance 
-2022-08-08 15:09:17 DATA:  test-node.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 0 person: 1 {"score":0.96,"gender":"unknown"} {} {"score":0.75,"keypoints":7} 
-2022-08-08 15:09:17 DATA:  test-node.js  result: performance: load: null total: 88 
-2022-08-08 15:09:17 INFO:  test-node.js test: second instance 
-2022-08-08 15:09:17 STATE: test-node.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289024} 
-2022-08-08 15:09:17 STATE: test-node.js passed: detect: samples/in/ai-upper.jpg multi instance 
-2022-08-08 15:09:17 DATA:  test-node.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 0 person: 1 {"score":0.96,"gender":"unknown"} {} {"score":0.75,"keypoints":7} 
-2022-08-08 15:09:17 DATA:  test-node.js  result: performance: load: null total: 85 
-2022-08-08 15:09:17 INFO:  test-node.js test: concurrent 
-2022-08-08 15:09:17 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
-2022-08-08 15:09:17 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
-2022-08-08 15:09:17 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-08-08 15:09:18 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-08-08 15:09:18 STATE: test-node.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289024} 
-2022-08-08 15:09:18 STATE: test-node.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289024} 
-2022-08-08 15:09:18 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
-2022-08-08 15:09:18 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-08-08 15:09:18 STATE: test-node.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289024} 
-2022-08-08 15:09:18 STATE: test-node.js event: image 
-2022-08-08 15:09:18 STATE: test-node.js event: image 
-2022-08-08 15:09:18 STATE: test-node.js event: image 
-2022-08-08 15:09:19 STATE: test-node.js passed: detect: samples/in/ai-upper.jpg concurrent 
-2022-08-08 15:09:19 DATA:  test-node.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 0 person: 1 {"score":0.96,"gender":"unknown"} {} {"score":0.75,"keypoints":7} 
-2022-08-08 15:09:19 DATA:  test-node.js  result: performance: load: null total: 936 
-2022-08-08 15:09:19 STATE: test-node.js passed: detect: samples/in/ai-upper.jpg concurrent 
-2022-08-08 15:09:19 DATA:  test-node.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 0 person: 1 {"score":0.96,"gender":"unknown"} {} {"score":0.75,"keypoints":7} 
-2022-08-08 15:09:19 DATA:  test-node.js  result: performance: load: null total: 936 
-2022-08-08 15:09:19 STATE: test-node.js passed: detect: samples/in/ai-face.jpg concurrent 
-2022-08-08 15:09:19 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 0 person: 1 {"score":0.91,"gender":"unknown"} {} {"score":0.47,"keypoints":3} 
-2022-08-08 15:09:19 DATA:  test-node.js  result: performance: load: null total: 936 
-2022-08-08 15:09:19 STATE: test-node.js passed: detect: samples/in/ai-face.jpg concurrent 
-2022-08-08 15:09:19 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 0 person: 1 {"score":0.91,"gender":"unknown"} {} {"score":0.47,"keypoints":3} 
-2022-08-08 15:09:19 DATA:  test-node.js  result: performance: load: null total: 936 
-2022-08-08 15:09:19 STATE: test-node.js passed: detect: samples/in/ai-body.jpg concurrent 
-2022-08-08 15:09:19 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 0 person: 1 {"score":0.93,"gender":"unknown"} {} {"score":0.92,"keypoints":17} 
-2022-08-08 15:09:19 DATA:  test-node.js  result: performance: load: null total: 936 
-2022-08-08 15:09:19 STATE: test-node.js passed: detect: samples/in/ai-body.jpg concurrent 
-2022-08-08 15:09:19 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 0 person: 1 {"score":0.93,"gender":"unknown"} {} {"score":0.92,"keypoints":17} 
-2022-08-08 15:09:19 DATA:  test-node.js  result: performance: load: null total: 936 
-2022-08-08 15:09:19 STATE: test-node.js event: detect 
-2022-08-08 15:09:19 STATE: test-node.js passed: detect: samples/in/ai-upper.jpg concurrent 
-2022-08-08 15:09:19 DATA:  test-node.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 0 person: 1 {"score":0.96,"gender":"unknown"} {} {"score":0.75,"keypoints":7} 
-2022-08-08 15:09:19 DATA:  test-node.js  result: performance: load: null total: 742 
-2022-08-08 15:09:19 STATE: test-node.js event: detect 
-2022-08-08 15:09:19 STATE: test-node.js event: detect 
-2022-08-08 15:09:19 STATE: test-node.js passed: detect: samples/in/ai-face.jpg concurrent 
-2022-08-08 15:09:19 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 0 person: 1 {"score":0.91,"gender":"unknown"} {} {"score":0.47,"keypoints":3} 
-2022-08-08 15:09:19 DATA:  test-node.js  result: performance: load: null total: 742 
-2022-08-08 15:09:19 STATE: test-node.js passed: detect: samples/in/ai-body.jpg concurrent 
-2022-08-08 15:09:19 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 0 person: 1 {"score":0.93,"gender":"unknown"} {} {"score":0.92,"keypoints":17} 
-2022-08-08 15:09:19 DATA:  test-node.js  result: performance: load: null total: 742 
-2022-08-08 15:09:19 INFO:  test-node.js test: monkey-patch 
-2022-08-08 15:09:19 STATE: test-node.js event: image 
-2022-08-08 15:09:19 STATE: test-node.js event: detect 
-2022-08-08 15:09:19 STATE: test-node.js passed: monkey patch 
-2022-08-08 15:09:19 STATE: test-node.js passed: segmentation [65536] 
-2022-08-08 15:09:19 STATE: test-node.js passeed: equal usage 
-2022-08-08 15:09:19 INFO:  test-node.js test: input compare 
-2022-08-08 15:09:19 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
-2022-08-08 15:09:19 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-08-08 15:09:19 STATE: test-node.js passed: image compare 0 23.275441687091504 
-2022-08-08 15:09:19 INFO:  test-node.js events: {"image":30,"detect":30,"warmup":2} 
-2022-08-08 15:09:19 INFO:  test-node.js tensors 4105 
-2022-08-08 15:09:19 INFO:  test-node.js test complete: 19131 ms 
-2022-08-08 15:09:19 INFO:  all tests complete 
-2022-08-08 15:09:19 INFO:  failed: {"count":0,"messages":[]} 
-2022-08-08 15:09:19 INFO:  status: {"test":"test-node.js","passed":128,"failed":0} 
+2022-08-10 13:44:05 INFO:  @vladmandic/human version 2.9.2 
+2022-08-10 13:44:05 INFO:  User: vlado Platform: linux Arch: x64 Node: v16.15.0 
+2022-08-10 13:44:05 INFO:  demos: [{"cmd":"../demo/nodejs/node.js","args":[]},{"cmd":"../demo/nodejs/node-simple.js","args":[]},{"cmd":"../demo/nodejs/node-fetch.js","args":[]},{"cmd":"../demo/nodejs/node-event.js","args":["samples/in/ai-body.jpg"]},{"cmd":"../demo/nodejs/node-similarity.js","args":["samples/in/ai-face.jpg","samples/in/ai-upper.jpg"]},{"cmd":"../demo/nodejs/node-canvas.js","args":["samples/in/ai-body.jpg","samples/out/ai-body.jpg"]},{"cmd":"../demo/multithread/node-multiprocess.js","args":[]}] 
+2022-08-10 13:44:05 INFO:  
+2022-08-10 13:44:05 INFO:  {"cmd":"../demo/nodejs/node.js","args":[]} start 
+2022-08-10 13:44:06 INFO:  
+2022-08-10 13:44:06 INFO:  {"cmd":"../demo/nodejs/node-simple.js","args":[]} start 
+2022-08-10 13:44:07 INFO:  
+2022-08-10 13:44:07 INFO:  {"cmd":"../demo/nodejs/node-fetch.js","args":[]} start 
+2022-08-10 13:44:08 INFO:  
+2022-08-10 13:44:08 INFO:  {"cmd":"../demo/nodejs/node-event.js","args":["samples/in/ai-body.jpg"]} start 
+2022-08-10 13:44:09 INFO:  
+2022-08-10 13:44:09 INFO:  {"cmd":"../demo/nodejs/node-similarity.js","args":["samples/in/ai-face.jpg","samples/in/ai-upper.jpg"]} start 
+2022-08-10 13:44:09 INFO:  
+2022-08-10 13:44:09 INFO:  {"cmd":"../demo/nodejs/node-canvas.js","args":["samples/in/ai-body.jpg","samples/out/ai-body.jpg"]} start 
+2022-08-10 13:44:10 INFO:  
+2022-08-10 13:44:10 INFO:  {"cmd":"../demo/multithread/node-multiprocess.js","args":[]} start 
+2022-08-10 13:44:11 INFO:  tests: ["test-node.js","test-node-gpu.js","test-node-wasm.js"] 
+2022-08-10 13:44:11 INFO:  
+2022-08-10 13:44:11 INFO:  test-node.js start 
+2022-08-10 13:44:11 INFO:  test-node.js test: configuration validation 
+2022-08-10 13:44:11 STATE: test-node.js passed: configuration default validation [] 
+2022-08-10 13:44:11 STATE: test-node.js passed: configuration invalid validation [{"reason":"unknown property","where":"config.invalid = true"}] 
+2022-08-10 13:44:11 INFO:  test-node.js test: model load 
+2022-08-10 13:44:12 STATE: test-node.js passed: models loaded 23 12 [{"name":"ssrnetage","loaded":false,"url":null},{"name":"gear","loaded":false,"url":null},{"name":"blazeposedetect","loaded":false,"url":null},{"name":"blazepose","loaded":false,"url":null},{"name":"centernet","loaded":true,"url":"file://models/mb3-centernet.json"},{"name":"efficientpose","loaded":false,"url":null},{"name":"mobilefacenet","loaded":false,"url":null},{"name":"insightface","loaded":false,"url":null},{"name":"emotion","loaded":true,"url":"file://models/emotion.json"},{"name":"facedetect","loaded":true,"url":"file://models/blazeface.json"},{"name":"faceiris","loaded":true,"url":"file://models/iris.json"},{"name":"facemesh","loaded":true,"url":"file://models/facemesh.json"},{"name":"faceres","loaded":true,"url":"file://models/faceres.json"},{"name":"ssrnetgender","loaded":false,"url":null},{"name":"handpose","loaded":false,"url":null},{"name":"handskeleton","loaded":true,"url":"file://models/handlandmark-full.json"},{"name":"handtrack","loaded":true,"url":"file://models/handtrack.json"},{"name":"liveness","loaded":true,"url":"file://models/liveness.json"},{"name":"movenet","loaded":true,"url":"file://models/movenet-lightning.json"},{"name":"nanodet","loaded":false,"url":null},{"name":"posenet","loaded":false,"url":null},{"name":"segmentation","loaded":true,"url":"file://models/selfie.json"},{"name":"antispoof","loaded":true,"url":"file://models/antispoof.json"}] 
+2022-08-10 13:44:12 INFO:  test-node.js test: warmup 
+2022-08-10 13:44:12 STATE: test-node.js passed: create human 
+2022-08-10 13:44:12 INFO:  test-node.js human version: 2.9.2 
+2022-08-10 13:44:12 INFO:  test-node.js platform: linux x64 agent: NodeJS v16.15.0 
+2022-08-10 13:44:12 INFO:  test-node.js tfjs version: 3.19.0 
+2022-08-10 13:44:12 INFO:  test-node.js tensorflow binding version: 2.7.3-dev20220521 
+2022-08-10 13:44:12 STATE: test-node.js passed: set backend: tensorflow 
+2022-08-10 13:44:12 STATE: test-node.js tensors 1921 
+2022-08-10 13:44:12 STATE: test-node.js passed: load models 
+2022-08-10 13:44:12 STATE: test-node.js  result: defined models: 23 loaded models: 12 
+2022-08-10 13:44:12 STATE: test-node.js passed: warmup: none default 
+2022-08-10 13:44:12 DATA:  test-node.js  result: face: 0 body: 0 hand: 0 gesture: 0 object: 0 person: 0 {} {} {} 
+2022-08-10 13:44:12 DATA:  test-node.js  result: performance: load: null total: null 
+2022-08-10 13:44:12 STATE: test-node.js passed: warmup none result match 
+2022-08-10 13:44:12 STATE: test-node.js event: image 
+2022-08-10 13:44:12 STATE: test-node.js event: detect 
+2022-08-10 13:44:12 STATE: test-node.js event: warmup 
+2022-08-10 13:44:12 STATE: test-node.js passed: warmup: face default 
+2022-08-10 13:44:12 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 1 person: 1 {"score":1,"age":23.5,"gender":"female"} {"score":0.82,"class":"person"} {"score":0.42,"keypoints":4} 
+2022-08-10 13:44:12 DATA:  test-node.js  result: performance: load: null total: 351 
+2022-08-10 13:44:12 STATE: test-node.js passed: warmup face result match 
+2022-08-10 13:44:12 STATE: test-node.js event: image 
+2022-08-10 13:44:12 STATE: test-node.js event: detect 
+2022-08-10 13:44:12 STATE: test-node.js event: warmup 
+2022-08-10 13:44:12 STATE: test-node.js passed: warmup: body default 
+2022-08-10 13:44:12 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-08-10 13:44:12 DATA:  test-node.js  result: performance: load: null total: 257 
+2022-08-10 13:44:12 STATE: test-node.js passed: warmup body result match 
+2022-08-10 13:44:12 STATE: test-node.js details: {"face":{"boxScore":0.92,"faceScore":1,"age":23.7,"gender":"female","genderScore":0.97},"emotion":[{"score":0.63,"emotion":"angry"},{"score":0.22,"emotion":"fear"}],"body":{"score":0.92,"keypoints":17},"hand":{"boxScore":0.52,"fingerScore":0.73,"keypoints":21},"gestures":[{"face":0,"gesture":"facing right"},{"face":0,"gesture":"mouth 10% open"},{"hand":0,"gesture":"pinky forward"},{"hand":0,"gesture":"palm up"},{"hand":0,"gesture":"open palm"},{"iris":0,"gesture":"looking left"},{"iris":0,"gesture":"looking up"}]} 
+2022-08-10 13:44:12 INFO:  test-node.js test: details verification 
+2022-08-10 13:44:12 STATE: test-node.js start default 
+2022-08-10 13:44:12 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-08-10 13:44:12 STATE: test-node.js event: image 
+2022-08-10 13:44:13 STATE: test-node.js event: detect 
+2022-08-10 13:44:13 STATE: test-node.js passed: detect: samples/in/ai-body.jpg default 
+2022-08-10 13:44:13 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-08-10 13:44:13 DATA:  test-node.js  result: performance: load: null total: 259 
+2022-08-10 13:44:13 STATE: test-node.js passed: details face length 1 
+2022-08-10 13:44:13 STATE: test-node.js passed: details face score 1 0.93 1 
+2022-08-10 13:44:13 STATE: test-node.js passed: details face age/gender 23.7 female 0.97 85.47 
+2022-08-10 13:44:13 STATE: test-node.js passed: details face arrays 4 478 1024 
+2022-08-10 13:44:13 STATE: test-node.js passed: details face emotion 2 {"score":0.59,"emotion":"angry"} 
+2022-08-10 13:44:13 STATE: test-node.js passed: details face anti-spoofing 0.79 
+2022-08-10 13:44:13 STATE: test-node.js passed: details face liveness 0.83 
+2022-08-10 13:44:13 STATE: test-node.js passed: details body length 1 
+2022-08-10 13:44:13 STATE: test-node.js passed: details body 0.92 17 6 
+2022-08-10 13:44:13 STATE: test-node.js passed: details hand length 1 
+2022-08-10 13:44:13 STATE: test-node.js passed: details hand 0.51 0.73 point 
+2022-08-10 13:44:13 STATE: test-node.js passed: details hand arrays 21 5 7 
+2022-08-10 13:44:13 STATE: test-node.js passed: details gesture length 7 
+2022-08-10 13:44:13 STATE: test-node.js passed: details gesture first {"face":0,"gesture":"facing right"} 
+2022-08-10 13:44:13 STATE: test-node.js passed: details object length 1 
+2022-08-10 13:44:13 STATE: test-node.js passed: details object 0.72 person 
+2022-08-10 13:44:13 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,4] {"checksum":1371996928} 
+2022-08-10 13:44:13 STATE: test-node.js event: image 
+2022-08-10 13:44:13 STATE: test-node.js event: detect 
+2022-08-10 13:44:13 STATE: test-node.js passed: tensor shape: [1,1200,1200,4] dtype: float32 
+2022-08-10 13:44:13 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1200,1200,4] {"checksum":1371996928} 
+2022-08-10 13:44:13 STATE: test-node.js event: image 
+2022-08-10 13:44:14 STATE: test-node.js event: detect 
+2022-08-10 13:44:14 STATE: test-node.js passed: tensor shape: [1200,1200,4] dtype: float32 
+2022-08-10 13:44:14 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-08-10 13:44:14 STATE: test-node.js event: image 
+2022-08-10 13:44:14 STATE: test-node.js event: detect 
+2022-08-10 13:44:14 STATE: test-node.js passed: tensor shape: [1,1200,1200,3] dtype: float32 
+2022-08-10 13:44:14 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1200,1200,3] {"checksum":1004796864} 
+2022-08-10 13:44:14 STATE: test-node.js event: image 
+2022-08-10 13:44:14 STATE: test-node.js event: detect 
+2022-08-10 13:44:14 STATE: test-node.js passed: tensor shape: [1200,1200,3] dtype: float32 
+2022-08-10 13:44:15 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,4] {"checksum":1371996871} 
+2022-08-10 13:44:15 STATE: test-node.js event: image 
+2022-08-10 13:44:15 STATE: test-node.js event: detect 
+2022-08-10 13:44:15 STATE: test-node.js passed: tensor shape: [1,1200,1200,4] dtype: int32 
+2022-08-10 13:44:15 INFO:  test-node.js test default 
+2022-08-10 13:44:15 STATE: test-node.js start async 
+2022-08-10 13:44:15 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-08-10 13:44:15 STATE: test-node.js event: image 
+2022-08-10 13:44:15 STATE: test-node.js event: detect 
+2022-08-10 13:44:15 STATE: test-node.js passed: detect: samples/in/ai-body.jpg async 
+2022-08-10 13:44:15 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-08-10 13:44:15 DATA:  test-node.js  result: performance: load: null total: 243 
+2022-08-10 13:44:15 STATE: test-node.js passed: default result face match 1 female 0.97 
+2022-08-10 13:44:15 INFO:  test-node.js test sync 
+2022-08-10 13:44:15 STATE: test-node.js start sync 
+2022-08-10 13:44:15 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-08-10 13:44:15 STATE: test-node.js event: image 
+2022-08-10 13:44:16 STATE: test-node.js event: detect 
+2022-08-10 13:44:16 STATE: test-node.js passed: detect: samples/in/ai-body.jpg sync 
+2022-08-10 13:44:16 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-08-10 13:44:16 DATA:  test-node.js  result: performance: load: null total: 217 
+2022-08-10 13:44:16 STATE: test-node.js passed: default sync 1 female 0.97 
+2022-08-10 13:44:16 INFO:  test-node.js test: image process 
+2022-08-10 13:44:16 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
+2022-08-10 13:44:16 STATE: test-node.js passed: image input null [1,256,256,3] 
+2022-08-10 13:44:16 INFO:  test-node.js test: image null 
+2022-08-10 13:44:16 STATE: test-node.js passed: invalid input could not convert input to tensor 
+2022-08-10 13:44:16 INFO:  test-node.js test face similarity 
+2022-08-10 13:44:16 STATE: test-node.js start face similarity 
+2022-08-10 13:44:16 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
+2022-08-10 13:44:16 STATE: test-node.js event: image 
+2022-08-10 13:44:16 STATE: test-node.js event: detect 
+2022-08-10 13:44:16 STATE: test-node.js passed: detect: samples/in/ai-face.jpg face similarity 
+2022-08-10 13:44:16 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.5,"gender":"female"} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":3} 
+2022-08-10 13:44:16 DATA:  test-node.js  result: performance: load: null total: 222 
+2022-08-10 13:44:16 STATE: test-node.js start face similarity 
+2022-08-10 13:44:16 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-08-10 13:44:16 STATE: test-node.js event: image 
+2022-08-10 13:44:16 STATE: test-node.js event: detect 
+2022-08-10 13:44:16 STATE: test-node.js passed: detect: samples/in/ai-body.jpg face similarity 
+2022-08-10 13:44:16 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-08-10 13:44:16 DATA:  test-node.js  result: performance: load: null total: 218 
+2022-08-10 13:44:16 STATE: test-node.js start face similarity 
+2022-08-10 13:44:16 STATE: test-node.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289024} 
+2022-08-10 13:44:16 STATE: test-node.js event: image 
+2022-08-10 13:44:17 STATE: test-node.js event: detect 
+2022-08-10 13:44:17 STATE: test-node.js passed: detect: samples/in/ai-upper.jpg face similarity 
+2022-08-10 13:44:17 DATA:  test-node.js  result: face: 1 body: 1 hand: 0 gesture: 4 object: 1 person: 1 {"score":1,"age":23.5,"gender":"female"} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":7} 
+2022-08-10 13:44:17 DATA:  test-node.js  result: performance: load: null total: 223 
+2022-08-10 13:44:17 STATE: test-node.js passed: face descriptor 
+2022-08-10 13:44:17 STATE: test-node.js passed: face similarity {"similarity":[1,0.44727452329649126,0.5567935850640406],"descriptors":[1024,1024,1024]} 
+2022-08-10 13:44:17 INFO:  test-node.js test object 
+2022-08-10 13:44:17 STATE: test-node.js start object 
+2022-08-10 13:44:17 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-08-10 13:44:17 STATE: test-node.js event: image 
+2022-08-10 13:44:17 STATE: test-node.js event: detect 
+2022-08-10 13:44:17 STATE: test-node.js passed: detect: samples/in/ai-body.jpg object 
+2022-08-10 13:44:17 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-08-10 13:44:17 DATA:  test-node.js  result: performance: load: null total: 222 
+2022-08-10 13:44:17 STATE: test-node.js passed: centernet 
+2022-08-10 13:44:17 STATE: test-node.js start object 
+2022-08-10 13:44:18 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-08-10 13:44:18 STATE: test-node.js event: image 
+2022-08-10 13:44:18 STATE: test-node.js event: detect 
+2022-08-10 13:44:18 STATE: test-node.js passed: detect: samples/in/ai-body.jpg object 
+2022-08-10 13:44:18 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 2 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.86,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-08-10 13:44:18 DATA:  test-node.js  result: performance: load: null total: 259 
+2022-08-10 13:44:18 STATE: test-node.js passed: nanodet 
+2022-08-10 13:44:18 INFO:  test-node.js test sensitive 
+2022-08-10 13:44:18 STATE: test-node.js start sensitive 
+2022-08-10 13:44:18 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-08-10 13:44:18 STATE: test-node.js event: image 
+2022-08-10 13:44:18 STATE: test-node.js event: detect 
+2022-08-10 13:44:18 STATE: test-node.js passed: detect: samples/in/ai-body.jpg sensitive 
+2022-08-10 13:44:18 DATA:  test-node.js  result: face: 1 body: 1 hand: 2 gesture: 9 object: 0 person: 1 {"score":1,"age":23.7,"gender":"female"} {} {"score":0.92,"keypoints":17} 
+2022-08-10 13:44:18 DATA:  test-node.js  result: performance: load: null total: 183 
+2022-08-10 13:44:18 STATE: test-node.js passed: sensitive result match 
+2022-08-10 13:44:18 STATE: test-node.js passed: sensitive face result match 
+2022-08-10 13:44:18 STATE: test-node.js passed: sensitive face emotion result [{"score":0.59,"emotion":"angry"},{"score":0.29,"emotion":"fear"}] 
+2022-08-10 13:44:18 STATE: test-node.js passed: sensitive body result match 
+2022-08-10 13:44:18 STATE: test-node.js passed: sensitive hand result match 
+2022-08-10 13:44:18 INFO:  test-node.js test body 
+2022-08-10 13:44:18 STATE: test-node.js start blazepose 
+2022-08-10 13:44:20 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-08-10 13:44:20 STATE: test-node.js event: image 
+2022-08-10 13:44:20 STATE: test-node.js event: detect 
+2022-08-10 13:44:20 STATE: test-node.js passed: detect: samples/in/ai-body.jpg blazepose 
+2022-08-10 13:44:20 DATA:  test-node.js  result: face: 1 body: 1 hand: 2 gesture: 9 object: 0 person: 1 {"score":1,"age":23.7,"gender":"female"} {} {"score":0.99,"keypoints":39} 
+2022-08-10 13:44:20 DATA:  test-node.js  result: performance: load: null total: 256 
+2022-08-10 13:44:20 STATE: test-node.js passed: blazepose 
+2022-08-10 13:44:20 STATE: test-node.js start efficientpose 
+2022-08-10 13:44:23 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-08-10 13:44:23 STATE: test-node.js event: image 
+2022-08-10 13:44:23 STATE: test-node.js event: detect 
+2022-08-10 13:44:23 STATE: test-node.js passed: detect: samples/in/ai-body.jpg efficientpose 
+2022-08-10 13:44:23 DATA:  test-node.js  result: face: 1 body: 1 hand: 2 gesture: 9 object: 0 person: 1 {"score":1,"age":23.7,"gender":"female"} {} {"score":0.75,"keypoints":13} 
+2022-08-10 13:44:23 DATA:  test-node.js  result: performance: load: null total: 265 
+2022-08-10 13:44:23 STATE: test-node.js passed: efficientpose 
+2022-08-10 13:44:23 STATE: test-node.js start posenet 
+2022-08-10 13:44:24 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-08-10 13:44:24 STATE: test-node.js event: image 
+2022-08-10 13:44:24 STATE: test-node.js event: detect 
+2022-08-10 13:44:24 STATE: test-node.js passed: detect: samples/in/ai-body.jpg posenet 
+2022-08-10 13:44:24 DATA:  test-node.js  result: face: 1 body: 1 hand: 2 gesture: 9 object: 0 person: 1 {"score":1,"age":23.7,"gender":"female"} {} {"score":0.96,"keypoints":16} 
+2022-08-10 13:44:24 DATA:  test-node.js  result: performance: load: null total: 182 
+2022-08-10 13:44:24 STATE: test-node.js passed: posenet 
+2022-08-10 13:44:24 STATE: test-node.js start movenet 
+2022-08-10 13:44:24 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-08-10 13:44:24 STATE: test-node.js event: image 
+2022-08-10 13:44:24 STATE: test-node.js event: detect 
+2022-08-10 13:44:24 STATE: test-node.js passed: detect: samples/in/ai-body.jpg movenet 
+2022-08-10 13:44:24 DATA:  test-node.js  result: face: 1 body: 1 hand: 2 gesture: 9 object: 0 person: 1 {"score":1,"age":23.7,"gender":"female"} {} {"score":0.92,"keypoints":17} 
+2022-08-10 13:44:24 DATA:  test-node.js  result: performance: load: null total: 189 
+2022-08-10 13:44:24 STATE: test-node.js passed: movenet 
+2022-08-10 13:44:24 INFO:  test-node.js test face matching 
+2022-08-10 13:44:24 STATE: test-node.js passed: face database 40 
+2022-08-10 13:44:24 STATE: test-node.js passed: face match {"first":{"index":4,"similarity":0.7827852615252829}} {"second":{"index":4,"similarity":0.5002052633015844}} {"third":{"index":4,"similarity":0.5401587887998899}} 
+2022-08-10 13:44:24 INFO:  test-node.js test face similarity alternative 
+2022-08-10 13:44:24 STATE: test-node.js start face embeddings 
+2022-08-10 13:44:25 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
+2022-08-10 13:44:25 STATE: test-node.js event: image 
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+2022-08-10 13:44:25 STATE: test-node.js passed: detect: samples/in/ai-face.jpg face embeddings 
+2022-08-10 13:44:25 DATA:  test-node.js  result: face: 1 body: 1 hand: 2 gesture: 8 object: 0 person: 1 {"score":1,"age":23.5,"gender":"female"} {} {"score":0.47,"keypoints":3} 
+2022-08-10 13:44:25 DATA:  test-node.js  result: performance: load: null total: 213 
+2022-08-10 13:44:25 STATE: test-node.js passed: mobilefacenet {"embedding":192} 
+2022-08-10 13:44:25 STATE: test-node.js start face embeddings 
+2022-08-10 13:44:26 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
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+2022-08-10 13:44:26 STATE: test-node.js passed: detect: samples/in/ai-face.jpg face embeddings 
+2022-08-10 13:44:26 DATA:  test-node.js  result: face: 1 body: 1 hand: 2 gesture: 8 object: 0 person: 1 {"score":1,"age":23.5,"gender":"female"} {} {"score":0.47,"keypoints":3} 
+2022-08-10 13:44:26 DATA:  test-node.js  result: performance: load: null total: 214 
+2022-08-10 13:44:26 STATE: test-node.js passed: insightface {"embedding":512} 
+2022-08-10 13:44:26 INFO:  test-node.js test face attention 
+2022-08-10 13:44:26 STATE: test-node.js start face attention 
+2022-08-10 13:44:26 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
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+2022-08-10 13:44:26 STATE: test-node.js passed: detect: samples/in/ai-face.jpg face attention 
+2022-08-10 13:44:26 DATA:  test-node.js  result: face: 1 body: 1 hand: 2 gesture: 8 object: 0 person: 1 {"score":1,"age":23.5,"gender":"female"} {} {"score":0.47,"keypoints":3} 
+2022-08-10 13:44:26 DATA:  test-node.js  result: performance: load: null total: 185 
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+2022-08-10 13:44:26 INFO:  test-node.js test detectors 
+2022-08-10 13:44:26 STATE: test-node.js start detectors 
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+2022-08-10 13:44:26 DATA:  test-node.js  result: performance: load: null total: 86 
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+2022-08-10 13:44:27 STATE: test-node.js passed: detect: random multi instance 
+2022-08-10 13:44:27 DATA:  test-node.js  result: face: 0 body: 1 hand: 0 gesture: 0 object: 0 person: 0 {} {} {"score":0,"keypoints":0} 
+2022-08-10 13:44:27 DATA:  test-node.js  result: performance: load: null total: 84 
+2022-08-10 13:44:27 INFO:  test-node.js test: first instance 
+2022-08-10 13:44:27 STATE: test-node.js start multi instance 
+2022-08-10 13:44:27 STATE: test-node.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289024} 
+2022-08-10 13:44:27 STATE: test-node.js passed: detect: samples/in/ai-upper.jpg multi instance 
+2022-08-10 13:44:27 DATA:  test-node.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 0 person: 1 {"score":0.96,"gender":"unknown"} {} {"score":0.75,"keypoints":7} 
+2022-08-10 13:44:27 DATA:  test-node.js  result: performance: load: null total: 86 
+2022-08-10 13:44:27 INFO:  test-node.js test: second instance 
+2022-08-10 13:44:27 STATE: test-node.js start multi instance 
+2022-08-10 13:44:27 STATE: test-node.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289024} 
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+2022-08-10 13:44:27 DATA:  test-node.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 0 person: 1 {"score":0.96,"gender":"unknown"} {} {"score":0.75,"keypoints":7} 
+2022-08-10 13:44:27 DATA:  test-node.js  result: performance: load: null total: 83 
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+2022-08-10 13:44:27 STATE: test-node.js start concurrent 
+2022-08-10 13:44:27 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
+2022-08-10 13:44:27 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
+2022-08-10 13:44:27 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-08-10 13:44:27 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
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+2022-08-10 13:44:27 STATE: test-node.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289024} 
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+2022-08-10 13:44:28 DATA:  test-node.js  result: performance: load: null total: 1049 
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+2022-08-10 13:44:28 DATA:  test-node.js  result: performance: load: null total: 1049 
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+2022-08-10 13:44:28 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 0 person: 1 {"score":0.91,"gender":"unknown"} {} {"score":0.47,"keypoints":3} 
+2022-08-10 13:44:28 DATA:  test-node.js  result: performance: load: null total: 1050 
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+2022-08-10 13:44:28 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 0 person: 1 {"score":0.91,"gender":"unknown"} {} {"score":0.47,"keypoints":3} 
+2022-08-10 13:44:28 DATA:  test-node.js  result: performance: load: null total: 1050 
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+2022-08-10 13:44:28 DATA:  test-node.js  result: performance: load: null total: 1050 
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+2022-08-10 13:44:28 DATA:  test-node.js  result: performance: load: null total: 781 
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+2022-08-10 13:44:28 DATA:  test-node.js  result: performance: load: null total: 781 
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+2022-08-10 13:44:28 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 0 person: 1 {"score":0.93,"gender":"unknown"} {} {"score":0.92,"keypoints":17} 
+2022-08-10 13:44:28 DATA:  test-node.js  result: performance: load: null total: 781 
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+2022-08-10 13:44:29 STATE: test-node.js event: detect 
+2022-08-10 13:44:29 STATE: test-node.js passed: monkey patch 
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+2022-08-10 13:44:29 INFO:  test-node.js test: input compare 
+2022-08-10 13:44:29 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
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+2022-08-10 13:44:29 STATE: test-node.js passed: image compare 0 23.275441687091504 
+2022-08-10 13:44:29 INFO:  test-node.js events: {"image":29,"detect":29,"warmup":2} 
+2022-08-10 13:44:29 INFO:  test-node.js tensors 4105 
+2022-08-10 13:44:29 INFO:  test-node.js test complete: 17323 ms 
+2022-08-10 13:44:29 INFO:  
+2022-08-10 13:44:29 INFO:  test-node-gpu.js start 
+2022-08-10 13:44:30 INFO:  test-node-gpu.js test: configuration validation 
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+2022-08-10 13:44:30 INFO:  test-node-gpu.js test: model load 
+2022-08-10 13:44:30 STATE: test-node-gpu.js passed: models loaded 23 12 [{"name":"ssrnetage","loaded":false,"url":null},{"name":"gear","loaded":false,"url":null},{"name":"blazeposedetect","loaded":false,"url":null},{"name":"blazepose","loaded":false,"url":null},{"name":"centernet","loaded":true,"url":"file://models/mb3-centernet.json"},{"name":"efficientpose","loaded":false,"url":null},{"name":"mobilefacenet","loaded":false,"url":null},{"name":"insightface","loaded":false,"url":null},{"name":"emotion","loaded":true,"url":"file://models/emotion.json"},{"name":"facedetect","loaded":true,"url":"file://models/blazeface.json"},{"name":"faceiris","loaded":true,"url":"file://models/iris.json"},{"name":"facemesh","loaded":true,"url":"file://models/facemesh.json"},{"name":"faceres","loaded":true,"url":"file://models/faceres.json"},{"name":"ssrnetgender","loaded":false,"url":null},{"name":"handpose","loaded":false,"url":null},{"name":"handskeleton","loaded":true,"url":"file://models/handlandmark-full.json"},{"name":"handtrack","loaded":true,"url":"file://models/handtrack.json"},{"name":"liveness","loaded":true,"url":"file://models/liveness.json"},{"name":"movenet","loaded":true,"url":"file://models/movenet-lightning.json"},{"name":"nanodet","loaded":false,"url":null},{"name":"posenet","loaded":false,"url":null},{"name":"segmentation","loaded":true,"url":"file://models/selfie.json"},{"name":"antispoof","loaded":true,"url":"file://models/antispoof.json"}] 
+2022-08-10 13:44:30 INFO:  test-node-gpu.js test: warmup 
+2022-08-10 13:44:30 STATE: test-node-gpu.js passed: create human 
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+2022-08-10 13:44:30 STATE: test-node-gpu.js passed: set backend: tensorflow 
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+2022-08-10 13:44:30 STATE: test-node-gpu.js passed: warmup: none default 
+2022-08-10 13:44:30 DATA:  test-node-gpu.js  result: face: 0 body: 0 hand: 0 gesture: 0 object: 0 person: 0 {} {} {} 
+2022-08-10 13:44:30 DATA:  test-node-gpu.js  result: performance: load: null total: null 
+2022-08-10 13:44:30 STATE: test-node-gpu.js passed: warmup none result match 
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+2022-08-10 13:44:32 STATE: test-node-gpu.js event: warmup 
+2022-08-10 13:44:32 STATE: test-node-gpu.js passed: warmup: face default 
+2022-08-10 13:44:32 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 1 person: 1 {"score":1,"age":23.5,"gender":"female"} {"score":0.82,"class":"person"} {"score":0.42,"keypoints":4} 
+2022-08-10 13:44:32 DATA:  test-node-gpu.js  result: performance: load: null total: 2109 
+2022-08-10 13:44:32 STATE: test-node-gpu.js passed: warmup face result match 
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+2022-08-10 13:44:33 STATE: test-node-gpu.js passed: warmup: body default 
+2022-08-10 13:44:33 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-08-10 13:44:33 DATA:  test-node-gpu.js  result: performance: load: null total: 194 
+2022-08-10 13:44:33 STATE: test-node-gpu.js passed: warmup body result match 
+2022-08-10 13:44:33 STATE: test-node-gpu.js details: {"face":{"boxScore":0.92,"faceScore":1,"age":23.7,"gender":"female","genderScore":0.97},"emotion":[{"score":0.63,"emotion":"angry"},{"score":0.22,"emotion":"fear"}],"body":{"score":0.92,"keypoints":17},"hand":{"boxScore":0.52,"fingerScore":0.73,"keypoints":21},"gestures":[{"face":0,"gesture":"facing right"},{"face":0,"gesture":"mouth 10% open"},{"hand":0,"gesture":"pinky forward"},{"hand":0,"gesture":"palm up"},{"hand":0,"gesture":"open palm"},{"iris":0,"gesture":"looking left"},{"iris":0,"gesture":"looking up"}]} 
+2022-08-10 13:44:33 INFO:  test-node-gpu.js test: details verification 
+2022-08-10 13:44:33 STATE: test-node-gpu.js start default 
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+2022-08-10 13:44:33 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg default 
+2022-08-10 13:44:33 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-08-10 13:44:33 DATA:  test-node-gpu.js  result: performance: load: null total: 185 
+2022-08-10 13:44:33 STATE: test-node-gpu.js passed: details face length 1 
+2022-08-10 13:44:33 STATE: test-node-gpu.js passed: details face score 1 0.93 1 
+2022-08-10 13:44:33 STATE: test-node-gpu.js passed: details face age/gender 23.7 female 0.97 85.47 
+2022-08-10 13:44:33 STATE: test-node-gpu.js passed: details face arrays 4 478 1024 
+2022-08-10 13:44:33 STATE: test-node-gpu.js passed: details face emotion 2 {"score":0.59,"emotion":"angry"} 
+2022-08-10 13:44:33 STATE: test-node-gpu.js passed: details face anti-spoofing 0.79 
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+2022-08-10 13:44:33 STATE: test-node-gpu.js passed: details body 0.92 17 6 
+2022-08-10 13:44:33 STATE: test-node-gpu.js passed: details hand length 1 
+2022-08-10 13:44:33 STATE: test-node-gpu.js passed: details hand 0.51 0.73 point 
+2022-08-10 13:44:33 STATE: test-node-gpu.js passed: details hand arrays 21 5 7 
+2022-08-10 13:44:33 STATE: test-node-gpu.js passed: details gesture length 7 
+2022-08-10 13:44:33 STATE: test-node-gpu.js passed: details gesture first {"face":0,"gesture":"facing right"} 
+2022-08-10 13:44:33 STATE: test-node-gpu.js passed: details object length 1 
+2022-08-10 13:44:33 STATE: test-node-gpu.js passed: details object 0.72 person 
+2022-08-10 13:44:33 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,4] {"checksum":1371996928} 
+2022-08-10 13:44:33 STATE: test-node-gpu.js event: image 
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+2022-08-10 13:44:33 STATE: test-node-gpu.js passed: tensor shape: [1,1200,1200,4] dtype: float32 
+2022-08-10 13:44:33 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1200,1200,4] {"checksum":1371996928} 
+2022-08-10 13:44:33 STATE: test-node-gpu.js event: image 
+2022-08-10 13:44:34 STATE: test-node-gpu.js event: detect 
+2022-08-10 13:44:34 STATE: test-node-gpu.js passed: tensor shape: [1200,1200,4] dtype: float32 
+2022-08-10 13:44:34 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
+2022-08-10 13:44:34 STATE: test-node-gpu.js event: image 
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+2022-08-10 13:44:34 STATE: test-node-gpu.js passed: tensor shape: [1,1200,1200,3] dtype: float32 
+2022-08-10 13:44:34 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1200,1200,3] {"checksum":1004796928} 
+2022-08-10 13:44:34 STATE: test-node-gpu.js event: image 
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+2022-08-10 13:44:34 STATE: test-node-gpu.js passed: tensor shape: [1200,1200,3] dtype: float32 
+2022-08-10 13:44:35 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,4] {"checksum":1371996871} 
+2022-08-10 13:44:35 STATE: test-node-gpu.js event: image 
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+2022-08-10 13:44:35 STATE: test-node-gpu.js passed: tensor shape: [1,1200,1200,4] dtype: int32 
+2022-08-10 13:44:35 INFO:  test-node-gpu.js test default 
+2022-08-10 13:44:35 STATE: test-node-gpu.js start async 
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+2022-08-10 13:44:35 STATE: test-node-gpu.js event: detect 
+2022-08-10 13:44:35 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg async 
+2022-08-10 13:44:35 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-08-10 13:44:35 DATA:  test-node-gpu.js  result: performance: load: null total: 192 
+2022-08-10 13:44:35 STATE: test-node-gpu.js passed: default result face match 1 female 0.97 
+2022-08-10 13:44:35 INFO:  test-node-gpu.js test sync 
+2022-08-10 13:44:35 STATE: test-node-gpu.js start sync 
+2022-08-10 13:44:35 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
+2022-08-10 13:44:35 STATE: test-node-gpu.js event: image 
+2022-08-10 13:44:35 STATE: test-node-gpu.js event: detect 
+2022-08-10 13:44:35 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg sync 
+2022-08-10 13:44:35 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-08-10 13:44:35 DATA:  test-node-gpu.js  result: performance: load: null total: 185 
+2022-08-10 13:44:35 STATE: test-node-gpu.js passed: default sync 1 female 0.97 
+2022-08-10 13:44:35 INFO:  test-node-gpu.js test: image process 
+2022-08-10 13:44:35 STATE: test-node-gpu.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
+2022-08-10 13:44:35 STATE: test-node-gpu.js passed: image input null [1,256,256,3] 
+2022-08-10 13:44:35 INFO:  test-node-gpu.js test: image null 
+2022-08-10 13:44:35 STATE: test-node-gpu.js passed: invalid input could not convert input to tensor 
+2022-08-10 13:44:35 INFO:  test-node-gpu.js test face similarity 
+2022-08-10 13:44:35 STATE: test-node-gpu.js start face similarity 
+2022-08-10 13:44:36 STATE: test-node-gpu.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
+2022-08-10 13:44:36 STATE: test-node-gpu.js event: image 
+2022-08-10 13:44:36 STATE: test-node-gpu.js event: detect 
+2022-08-10 13:44:36 STATE: test-node-gpu.js passed: detect: samples/in/ai-face.jpg face similarity 
+2022-08-10 13:44:36 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.5,"gender":"female"} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":3} 
+2022-08-10 13:44:36 DATA:  test-node-gpu.js  result: performance: load: null total: 173 
+2022-08-10 13:44:36 STATE: test-node-gpu.js start face similarity 
+2022-08-10 13:44:36 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
+2022-08-10 13:44:36 STATE: test-node-gpu.js event: image 
+2022-08-10 13:44:36 STATE: test-node-gpu.js event: detect 
+2022-08-10 13:44:36 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg face similarity 
+2022-08-10 13:44:36 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-08-10 13:44:36 DATA:  test-node-gpu.js  result: performance: load: null total: 186 
+2022-08-10 13:44:36 STATE: test-node-gpu.js start face similarity 
+2022-08-10 13:44:36 STATE: test-node-gpu.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289056} 
+2022-08-10 13:44:36 STATE: test-node-gpu.js event: image 
+2022-08-10 13:44:36 STATE: test-node-gpu.js event: detect 
+2022-08-10 13:44:36 STATE: test-node-gpu.js passed: detect: samples/in/ai-upper.jpg face similarity 
+2022-08-10 13:44:36 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 0 gesture: 4 object: 1 person: 1 {"score":1,"age":23.5,"gender":"female"} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":7} 
+2022-08-10 13:44:36 DATA:  test-node-gpu.js  result: performance: load: null total: 172 
+2022-08-10 13:44:36 STATE: test-node-gpu.js passed: face descriptor 
+2022-08-10 13:44:36 STATE: test-node-gpu.js passed: face similarity {"similarity":[1,0.447238756461232,0.556914029877052],"descriptors":[1024,1024,1024]} 
+2022-08-10 13:44:36 INFO:  test-node-gpu.js test object 
+2022-08-10 13:44:36 STATE: test-node-gpu.js start object 
+2022-08-10 13:44:37 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
+2022-08-10 13:44:37 STATE: test-node-gpu.js event: image 
+2022-08-10 13:44:37 STATE: test-node-gpu.js event: detect 
+2022-08-10 13:44:37 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg object 
+2022-08-10 13:44:37 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 7 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-08-10 13:44:37 DATA:  test-node-gpu.js  result: performance: load: null total: 189 
+2022-08-10 13:44:37 STATE: test-node-gpu.js passed: centernet 
+2022-08-10 13:44:37 STATE: test-node-gpu.js start object