diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5a7fde4f..2906ed31 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,6 @@
 # @vladmandic/human  
 
-  Version: **2.7.3**  
+  Version: **2.8.0**  
   Description: **Human: AI-powered 3D Face Detection & Rotation Tracking, Face Description & Recognition, Body Pose Tracking, 3D Hand & Finger Tracking, Iris Analysis, Age & Gender & Emotion Prediction, Gesture Recognition**  
   
   Author: **Vladimir Mandic <mandic00@live.com>**  
@@ -9,11 +9,15 @@
   
 ## Changelog
   
+### **HEAD -> main** 2022/05/24 mandic00@live.com
+
+
+### **2.7.4** 2022/05/24 mandic00@live.com
+
+
 ### **2.7.3** 2022/05/24 mandic00@live.com
 
-
-### **origin/main** 2022/05/22 mandic00@live.com
-
+- add face.mesh.keepinvalid config flag
 - initial work for new facemesh model
 
 ### **2.7.2** 2022/05/12 mandic00@live.com
diff --git a/TODO.md b/TODO.md
index 5c8ac7aa..24665425 100644
--- a/TODO.md
+++ b/TODO.md
@@ -29,3 +29,10 @@ Feature is automatically disabled in NodeJS without user impact
 
 ## Pending Release Notes
 
+- Updated **FaceMesh-Landmarks** models
+- Added **FaceMesh-with-Attention** model is disabled by defauls, enable using  
+  `config.face.mesh.attention = true`
+- If **FaceMesh-with-Attention** model is anbled, Iris model gets disabled  
+  as its functionality is superseded by attention model
+- Results include more detailed face mesh annotations  
+  `result.face[].annotations`
diff --git a/demo/faceid/index.js.map b/demo/faceid/index.js.map
index de684c96..5a55cff7 100644
--- a/demo/faceid/index.js.map
+++ b/demo/faceid/index.js.map
@@ -2,6 +2,6 @@
   "version": 3,
   "sources": ["index.ts", "indexdb.ts"],
   "sourcesContent": ["/**\n * Human demo for browsers\n * @default Human Library\n * @summary <https://github.com/vladmandic/human>\n * @author <https://github.com/vladmandic>\n * @copyright <https://github.com/vladmandic>\n * @license MIT\n */\n\nimport { Human, TensorLike, FaceResult } from '../../dist/human.esm.js'; // equivalent of @vladmandic/Human\nimport * as indexDb from './indexdb'; // methods to deal with indexdb\n\nconst humanConfig = { // user configuration for human, used to fine-tune behavior\n  modelBasePath: '../../models',\n  filter: { equalization: true }, // lets run with histogram equilizer\n  face: {\n    enabled: true,\n    detector: { rotation: true, return: true, cropFactor: 1.6, mask: false }, // return tensor is used to get detected face image\n    description: { enabled: true }, // default model for face descriptor extraction is faceres\n    mobilefacenet: { enabled: false, modelPath: 'https://vladmandic.github.io/human-models/models/mobilefacenet.json' }, // alternative model\n    iris: { enabled: true }, // needed to determine gaze direction\n    emotion: { enabled: false }, // not needed\n    antispoof: { enabled: true }, // enable optional antispoof module\n    liveness: { enabled: true }, // enable optional liveness module\n  },\n  body: { enabled: false },\n  hand: { enabled: false },\n  object: { enabled: false },\n  gesture: { enabled: true }, // parses face and iris gestures\n};\n\n// const matchOptions = { order: 2, multiplier: 1000, min: 0.0, max: 1.0 }; // for embedding model\nconst matchOptions = { order: 2, multiplier: 25, min: 0.2, max: 0.8 }; // for faceres model\n\nconst options = {\n  minConfidence: 0.6, // overal face confidence for box, face, gender, real, live\n  minSize: 224, // min input to face descriptor model before degradation\n  maxTime: 10000, // max time before giving up\n  blinkMin: 10, // minimum duration of a valid blink\n  blinkMax: 800, // maximum duration of a valid blink\n  threshold: 0.5, // minimum similarity\n  mask: humanConfig.face.detector.mask,\n  rotation: humanConfig.face.detector.rotation,\n  cropFactor: humanConfig.face.detector.cropFactor,\n  ...matchOptions,\n};\n\nconst ok = { // must meet all rules\n  faceCount: false,\n  faceConfidence: false,\n  facingCenter: false,\n  lookingCenter: false,\n  blinkDetected: false,\n  faceSize: false,\n  antispoofCheck: false,\n  livenessCheck: false,\n  elapsedMs: 0, // total time while waiting for valid face\n};\nconst allOk = () => ok.faceCount && ok.faceSize && ok.blinkDetected && ok.facingCenter && ok.lookingCenter && ok.faceConfidence && ok.antispoofCheck && ok.livenessCheck;\nconst current: { face: FaceResult | null, record: indexDb.FaceRecord | null } = { face: null, record: null }; // current face record and matched database record\n\nconst blink = { // internal timers for blink start/end/duration\n  start: 0,\n  end: 0,\n  time: 0,\n};\n\n// let db: Array<{ name: string, source: string, embedding: number[] }> = []; // holds loaded face descriptor database\nconst human = new Human(humanConfig); // create instance of human with overrides from user configuration\n\nhuman.env['perfadd'] = false; // is performance data showing instant or total values\nhuman.draw.options.font = 'small-caps 18px \"Lato\"'; // set font used to draw labels when using draw methods\nhuman.draw.options.lineHeight = 20;\n\nconst dom = { // grab instances of dom objects so we dont have to look them up later\n  video: document.getElementById('video') as HTMLVideoElement,\n  canvas: document.getElementById('canvas') as HTMLCanvasElement,\n  log: document.getElementById('log') as HTMLPreElement,\n  fps: document.getElementById('fps') as HTMLPreElement,\n  match: document.getElementById('match') as HTMLDivElement,\n  name: document.getElementById('name') as HTMLInputElement,\n  save: document.getElementById('save') as HTMLSpanElement,\n  delete: document.getElementById('delete') as HTMLSpanElement,\n  retry: document.getElementById('retry') as HTMLDivElement,\n  source: document.getElementById('source') as HTMLCanvasElement,\n  ok: document.getElementById('ok') as HTMLDivElement,\n};\nconst timestamp = { detect: 0, draw: 0 }; // holds information used to calculate performance and possible memory leaks\nconst fps = { detect: 0, draw: 0 }; // holds calculated fps information for both detect and screen refresh\nlet startTime = 0;\n\nconst log = (...msg) => { // helper method to output messages\n  dom.log.innerText += msg.join(' ') + '\\n';\n  // eslint-disable-next-line no-console\n  console.log(...msg);\n};\nconst printFPS = (msg) => dom.fps.innerText = msg; // print status element\n\nasync function webCam() { // initialize webcam\n  printFPS('starting webcam...');\n  // @ts-ignore resizeMode is not yet defined in tslib\n  const cameraOptions: MediaStreamConstraints = { audio: false, video: { facingMode: 'user', resizeMode: 'none', width: { ideal: document.body.clientWidth } } };\n  const stream: MediaStream = await navigator.mediaDevices.getUserMedia(cameraOptions);\n  const ready = new Promise((resolve) => { dom.video.onloadeddata = () => resolve(true); });\n  dom.video.srcObject = stream;\n  dom.video.play();\n  await ready;\n  dom.canvas.width = dom.video.videoWidth;\n  dom.canvas.height = dom.video.videoHeight;\n  if (human.env.initial) log('video:', dom.video.videoWidth, dom.video.videoHeight, '|', stream.getVideoTracks()[0].label);\n  dom.canvas.onclick = () => { // pause when clicked on screen and resume on next click\n    if (dom.video.paused) dom.video.play();\n    else dom.video.pause();\n  };\n}\n\nasync function detectionLoop() { // main detection loop\n  if (!dom.video.paused) {\n    if (current.face && current.face.tensor) human.tf.dispose(current.face.tensor); // dispose previous tensor\n    await human.detect(dom.video); // actual detection; were not capturing output in a local variable as it can also be reached via human.result\n    const now = human.now();\n    fps.detect = 1000 / (now - timestamp.detect);\n    timestamp.detect = now;\n    requestAnimationFrame(detectionLoop); // start new frame immediately\n  }\n}\n\nasync function validationLoop(): Promise<FaceResult> { // main screen refresh loop\n  const interpolated = await human.next(human.result); // smoothen result using last-known results\n  await human.draw.canvas(dom.video, dom.canvas); // draw canvas to screen\n  await human.draw.all(dom.canvas, interpolated); // draw labels, boxes, lines, etc.\n  const now = human.now();\n  fps.draw = 1000 / (now - timestamp.draw);\n  timestamp.draw = now;\n  printFPS(`fps: ${fps.detect.toFixed(1).padStart(5, ' ')} detect | ${fps.draw.toFixed(1).padStart(5, ' ')} draw`); // write status\n  ok.faceCount = human.result.face.length === 1; // must be exactly detected face\n  if (ok.faceCount) { // skip the rest if no face\n    const gestures: string[] = Object.values(human.result.gesture).map((gesture) => gesture.gesture); // flatten all gestures\n    if (gestures.includes('blink left eye') || gestures.includes('blink right eye')) blink.start = human.now(); // blink starts when eyes get closed\n    if (blink.start > 0 && !gestures.includes('blink left eye') && !gestures.includes('blink right eye')) blink.end = human.now(); // if blink started how long until eyes are back open\n    ok.blinkDetected = ok.blinkDetected || (Math.abs(blink.end - blink.start) > options.blinkMin && Math.abs(blink.end - blink.start) < options.blinkMax);\n    if (ok.blinkDetected && blink.time === 0) blink.time = Math.trunc(blink.end - blink.start);\n    ok.facingCenter = gestures.includes('facing center');\n    ok.lookingCenter = gestures.includes('looking center'); // must face camera and look at camera\n    ok.faceConfidence = (human.result.face[0].boxScore || 0) > options.minConfidence && (human.result.face[0].faceScore || 0) > options.minConfidence && (human.result.face[0].genderScore || 0) > options.minConfidence;\n    ok.antispoofCheck = (human.result.face[0].real || 0) > options.minConfidence;\n    ok.livenessCheck = (human.result.face[0].live || 0) > options.minConfidence;\n    ok.faceSize = human.result.face[0].box[2] >= options.minSize && human.result.face[0].box[3] >= options.minSize;\n  }\n  let y = 32;\n  for (const [key, val] of Object.entries(ok)) {\n    let el = document.getElementById(`ok-${key}`);\n    if (!el) {\n      el = document.createElement('div');\n      el.innerText = key;\n      el.className = 'ok';\n      el.style.top = `${y}px`;\n      dom.ok.appendChild(el);\n    }\n    if (typeof val === 'boolean') el.style.backgroundColor = val ? 'lightgreen' : 'lightcoral';\n    else el.innerText = `${key}:${val}`;\n    y += 28;\n  }\n  if (allOk()) { // all criteria met\n    dom.video.pause();\n    return human.result.face[0];\n  }\n  if (ok.elapsedMs > options.maxTime) { // give up\n    dom.video.pause();\n    return human.result.face[0];\n  } else { // run again\n    ok.elapsedMs = Math.trunc(human.now() - startTime);\n    return new Promise((resolve) => {\n      setTimeout(async () => {\n        const res = await validationLoop(); // run validation loop until conditions are met\n        if (res) resolve(human.result.face[0]); // recursive promise resolve\n      }, 30); // use to slow down refresh from max refresh rate to target of 30 fps\n    });\n  }\n}\n\nasync function saveRecords() {\n  if (dom.name.value.length > 0) {\n    const image = dom.canvas.getContext('2d')?.getImageData(0, 0, dom.canvas.width, dom.canvas.height) as ImageData;\n    const rec = { id: 0, name: dom.name.value, descriptor: current.face?.embedding as number[], image };\n    await indexDb.save(rec);\n    log('saved face record:', rec.name);\n  } else {\n    log('invalid name');\n  }\n}\n\nasync function deleteRecord() {\n  if (current.record && current.record.id > 0) {\n    await indexDb.remove(current.record);\n  }\n}\n\nasync function detectFace() {\n  dom.canvas.getContext('2d')?.clearRect(0, 0, options.minSize, options.minSize);\n  if (!current.face || !current.face.tensor || !current.face.embedding) return false;\n  // eslint-disable-next-line no-console\n  console.log('face record:', current.face);\n  human.tf.browser.toPixels(current.face.tensor as unknown as TensorLike, dom.canvas);\n  if (await indexDb.count() === 0) {\n    log('face database is empty');\n    document.body.style.background = 'black';\n    dom.delete.style.display = 'none';\n    return false;\n  }\n  const db = await indexDb.load();\n  const descriptors = db.map((rec) => rec.descriptor);\n  const res = await human.match(current.face.embedding, descriptors, matchOptions);\n  current.record = db[res.index] || null;\n  if (current.record) {\n    log(`best match: ${current.record.name} | id: ${current.record.id} | similarity: ${Math.round(1000 * res.similarity) / 10}%`);\n    dom.name.value = current.record.name;\n    dom.source.style.display = '';\n    dom.source.getContext('2d')?.putImageData(current.record.image, 0, 0);\n  }\n  document.body.style.background = res.similarity > options.threshold ? 'darkgreen' : 'maroon';\n  return res.similarity > options.threshold;\n}\n\nasync function main() { // main entry point\n  ok.faceCount = false;\n  ok.faceConfidence = false;\n  ok.facingCenter = false;\n  ok.blinkDetected = false;\n  ok.faceSize = false;\n  ok.antispoofCheck = false;\n  ok.livenessCheck = false;\n  ok.elapsedMs = 0;\n  dom.match.style.display = 'none';\n  dom.retry.style.display = 'none';\n  dom.source.style.display = 'none';\n  document.body.style.background = 'black';\n  await webCam();\n  await detectionLoop(); // start detection loop\n  startTime = human.now();\n  current.face = await validationLoop(); // start validation loop\n  dom.canvas.width = current.face?.tensor?.shape[1] || options.minSize;\n  dom.canvas.height = current.face?.tensor?.shape[0] || options.minSize;\n  dom.source.width = dom.canvas.width;\n  dom.source.height = dom.canvas.height;\n  dom.canvas.style.width = '';\n  dom.match.style.display = 'flex';\n  dom.save.style.display = 'flex';\n  dom.delete.style.display = 'flex';\n  dom.retry.style.display = 'block';\n  if (!allOk()) { // is all criteria met?\n    log('did not find valid face');\n    return false;\n  } else {\n    return detectFace();\n  }\n}\n\nasync function init() {\n  log('human version:', human.version, '| tfjs version:', human.tf.version['tfjs-core']);\n  log('options:', JSON.stringify(options).replace(/{|}|\"|\\[|\\]/g, '').replace(/,/g, ' '));\n  printFPS('loading...');\n  log('known face records:', await indexDb.count());\n  await webCam(); // start webcam\n  await human.load(); // preload all models\n  printFPS('initializing...');\n  dom.retry.addEventListener('click', main);\n  dom.save.addEventListener('click', saveRecords);\n  dom.delete.addEventListener('click', deleteRecord);\n  await human.warmup(); // warmup function to initialize backend for future faster detection\n  await main();\n}\n\nwindow.onload = init;\n", "let db: IDBDatabase; // instance of indexdb\n\nconst database = 'human';\nconst table = 'person';\n\nexport type FaceRecord = { id: number, name: string, descriptor: number[], image: ImageData };\n\n// eslint-disable-next-line no-console\nconst log = (...msg) => console.log('indexdb', ...msg);\n\nexport async function open() {\n  if (db) return true;\n  return new Promise((resolve) => {\n    const request: IDBOpenDBRequest = indexedDB.open(database, 1);\n    request.onerror = (evt) => log('error:', evt);\n    request.onupgradeneeded = (evt: IDBVersionChangeEvent) => { // create if doesnt exist\n      log('create:', evt.target);\n      db = (evt.target as IDBOpenDBRequest).result;\n      db.createObjectStore(table, { keyPath: 'id', autoIncrement: true });\n    };\n    request.onsuccess = (evt) => { // open\n      db = (evt.target as IDBOpenDBRequest).result as IDBDatabase;\n      log('open:', db);\n      resolve(true);\n    };\n  });\n}\n\nexport async function load(): Promise<FaceRecord[]> {\n  const faceDB: Array<FaceRecord> = [];\n  if (!db) await open(); // open or create if not already done\n  return new Promise((resolve) => {\n    const cursor: IDBRequest = db.transaction([table], 'readwrite').objectStore(table).openCursor(null, 'next');\n    cursor.onerror = (evt) => log('load error:', evt);\n    cursor.onsuccess = (evt) => {\n      if ((evt.target as IDBRequest).result) {\n        faceDB.push((evt.target as IDBRequest).result.value);\n        (evt.target as IDBRequest).result.continue();\n      } else {\n        resolve(faceDB);\n      }\n    };\n  });\n}\n\nexport async function count(): Promise<number> {\n  if (!db) await open(); // open or create if not already done\n  return new Promise((resolve) => {\n    const store: IDBRequest = db.transaction([table], 'readwrite').objectStore(table).count();\n    store.onerror = (evt) => log('count error:', evt);\n    store.onsuccess = () => resolve(store.result);\n  });\n}\n\nexport async function save(faceRecord: FaceRecord) {\n  if (!db) await open(); // open or create if not already done\n  const newRecord = { name: faceRecord.name, descriptor: faceRecord.descriptor, image: faceRecord.image }; // omit id as its autoincrement\n  db.transaction([table], 'readwrite').objectStore(table).put(newRecord);\n  log('save:', newRecord);\n}\n\nexport async function remove(faceRecord: FaceRecord) {\n  if (!db) await open(); // open or create if not already done\n  db.transaction([table], 'readwrite').objectStore(table).delete(faceRecord.id); // delete based on id\n  log('delete:', faceRecord);\n}\n"],
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   "names": []
 }
diff --git a/demo/typescript/index.js b/demo/typescript/index.js
index c6f2596e..09621031 100644
--- a/demo/typescript/index.js
+++ b/demo/typescript/index.js
@@ -4,8 +4,8 @@
   author: <https://github.com/vladmandic>'
 */
 
-import{Human as p}from"../../dist/human.esm.js";var w={modelBasePath:"../../models",filter:{enabled:!0,equalization:!1},face:{enabled:!0,detector:{rotation:!1},mesh:{enabled:!0},attention:{enabled:!1},iris:{enabled:!0},description:{enabled:!0},emotion:{enabled:!0}},body:{enabled:!0},hand:{enabled:!0},object:{enabled:!1},gesture:{enabled:!0}},t=new p(w);t.env.perfadd=!1;t.draw.options.font='small-caps 18px "Lato"';t.draw.options.lineHeight=20;var e={video:document.getElementById("video"),canvas:document.getElementById("canvas"),log:document.getElementById("log"),fps:document.getElementById("status"),perf:document.getElementById("performance")},i={detect:0,draw:0,tensors:0},d={detect:0,draw:0},s=(...a)=>{e.log.innerText+=a.join(" ")+`
-`,console.log(...a)},r=a=>e.fps.innerText=a,b=a=>e.perf.innerText="tensors:"+t.tf.memory().numTensors+" | performance: "+JSON.stringify(a).replace(/"|{|}/g,"").replace(/,/g," | ");async function h(){r("starting webcam...");let a={audio:!1,video:{facingMode:"user",resizeMode:"none",width:{ideal:document.body.clientWidth},height:{ideal:document.body.clientHeight}}},n=await navigator.mediaDevices.getUserMedia(a),m=new Promise(f=>{e.video.onloadeddata=()=>f(!0)});e.video.srcObject=n,e.video.play(),await m,e.canvas.width=e.video.videoWidth,e.canvas.height=e.video.videoHeight;let o=n.getVideoTracks()[0],g=o.getCapabilities?o.getCapabilities():"",u=o.getSettings?o.getSettings():"",v=o.getConstraints?o.getConstraints():"";s("video:",e.video.videoWidth,e.video.videoHeight,o.label,{stream:n,track:o,settings:u,constraints:v,capabilities:g}),e.canvas.onclick=()=>{e.video.paused?e.video.play():e.video.pause()}}async function c(){if(!e.video.paused){await t.detect(e.video);let n=t.tf.memory().numTensors;n-i.tensors!==0&&s("allocated tensors:",n-i.tensors),i.tensors=n}let a=t.now();d.detect=1e3/(a-i.detect),i.detect=a,requestAnimationFrame(c)}async function l(){if(!e.video.paused){let n=await t.next(t.result);await t.draw.canvas(e.video,e.canvas),await t.draw.all(e.canvas,n),b(n.performance)}let a=t.now();d.draw=1e3/(a-i.draw),i.draw=a,r(e.video.paused?"paused":`fps: ${d.detect.toFixed(1).padStart(5," ")} detect | ${d.draw.toFixed(1).padStart(5," ")} draw`),setTimeout(l,30)}async function y(){s("human version:",t.version,"| tfjs version:",t.tf.version["tfjs-core"]),s("platform:",t.env.platform,"| agent:",t.env.agent),r("loading..."),await t.load(),s("backend:",t.tf.getBackend(),"| available:",t.env.backends),s("loaded models:",Object.values(t.models).filter(a=>a!==null).length),r("initializing..."),await t.warmup(),await h(),await c(),await l()}window.onload=y;
+import{Human as p}from"../../dist/human.esm.js";var w={async:!0,modelBasePath:"../../models",filter:{enabled:!0,equalization:!1},cacheSensitivity:0,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}},t=new p(w);t.env.perfadd=!1;t.draw.options.font='small-caps 18px "Lato"';t.draw.options.lineHeight=20;var e={video:document.getElementById("video"),canvas:document.getElementById("canvas"),log:document.getElementById("log"),fps:document.getElementById("status"),perf:document.getElementById("performance")},o={detect:0,draw:0,tensors:0},d={detect:0,draw:0},s=(...a)=>{e.log.innerText+=a.join(" ")+`
+`,console.log(...a)},r=a=>e.fps.innerText=a,b=a=>e.perf.innerText="tensors:"+t.tf.memory().numTensors+" | performance: "+JSON.stringify(a).replace(/"|{|}/g,"").replace(/,/g," | ");async function h(){r("starting webcam...");let a={audio:!1,video:{facingMode:"user",resizeMode:"none",width:{ideal:document.body.clientWidth},height:{ideal:document.body.clientHeight}}},n=await navigator.mediaDevices.getUserMedia(a),m=new Promise(f=>{e.video.onloadeddata=()=>f(!0)});e.video.srcObject=n,e.video.play(),await m,e.canvas.width=e.video.videoWidth,e.canvas.height=e.video.videoHeight;let i=n.getVideoTracks()[0],g=i.getCapabilities?i.getCapabilities():"",u=i.getSettings?i.getSettings():"",v=i.getConstraints?i.getConstraints():"";s("video:",e.video.videoWidth,e.video.videoHeight,i.label,{stream:n,track:i,settings:u,constraints:v,capabilities:g}),e.canvas.onclick=()=>{e.video.paused?e.video.play():e.video.pause()}}async function c(){if(!e.video.paused){await t.detect(e.video);let n=t.tf.memory().numTensors;n-o.tensors!==0&&s("allocated tensors:",n-o.tensors),o.tensors=n}let a=t.now();d.detect=1e3/(a-o.detect),o.detect=a,requestAnimationFrame(c)}async function l(){if(!e.video.paused){let n=await t.next(t.result);await t.draw.canvas(e.video,e.canvas),await t.draw.all(e.canvas,n),b(n.performance)}let a=t.now();d.draw=1e3/(a-o.draw),o.draw=a,r(e.video.paused?"paused":`fps: ${d.detect.toFixed(1).padStart(5," ")} detect | ${d.draw.toFixed(1).padStart(5," ")} draw`),setTimeout(l,30)}async function y(){s("human version:",t.version,"| tfjs version:",t.tf.version["tfjs-core"]),s("platform:",t.env.platform,"| agent:",t.env.agent),r("loading..."),await t.load(),s("backend:",t.tf.getBackend(),"| available:",t.env.backends),s("loaded models:",Object.values(t.models).filter(a=>a!==null).length),r("initializing..."),await t.warmup(),await h(),await c(),await l()}window.onload=y;
 /**
  * Human demo for browsers
  * @default Human Library
diff --git a/demo/typescript/index.js.map b/demo/typescript/index.js.map
index 55868453..5540c5f2 100644
--- a/demo/typescript/index.js.map
+++ b/demo/typescript/index.js.map
@@ -1,7 +1,7 @@
 {
   "version": 3,
   "sources": ["index.ts"],
-  "sourcesContent": ["/**\n * Human demo for browsers\n * @default Human Library\n * @summary <https://github.com/vladmandic/human>\n * @author <https://github.com/vladmandic>\n * @copyright <https://github.com/vladmandic>\n * @license MIT\n */\n\nimport { Human, Config } from '../../dist/human.esm.js'; // equivalent of @vladmandic/Human\n\nconst humanConfig: Partial<Config> = { // user configuration for human, used to fine-tune behavior\n  // backend: 'webgpu' as const,\n  // async: true,\n  modelBasePath: '../../models',\n  filter: { enabled: true, equalization: false },\n  // cacheSensitivity: 0,\n  face: { enabled: true, detector: { rotation: false }, mesh: { enabled: true }, attention: { enabled: false }, iris: { enabled: true }, description: { enabled: true }, emotion: { enabled: true } },\n  body: { enabled: true },\n  hand: { enabled: true },\n  object: { enabled: false },\n  gesture: { enabled: true },\n};\n\nconst human = new Human(humanConfig); // create instance of human with overrides from user configuration\n\nhuman.env['perfadd'] = false; // is performance data showing instant or total values\nhuman.draw.options.font = 'small-caps 18px \"Lato\"'; // set font used to draw labels when using draw methods\nhuman.draw.options.lineHeight = 20;\n\nconst dom = { // grab instances of dom objects so we dont have to look them up later\n  video: document.getElementById('video') as HTMLVideoElement,\n  canvas: document.getElementById('canvas') as HTMLCanvasElement,\n  log: document.getElementById('log') as HTMLPreElement,\n  fps: document.getElementById('status') as HTMLPreElement,\n  perf: document.getElementById('performance') as HTMLDivElement,\n};\nconst timestamp = { detect: 0, draw: 0, tensors: 0 }; // holds information used to calculate performance and possible memory leaks\nconst fps = { detect: 0, draw: 0 }; // holds calculated fps information for both detect and screen refresh\n\nconst log = (...msg) => { // helper method to output messages\n  dom.log.innerText += msg.join(' ') + '\\n';\n  // eslint-disable-next-line no-console\n  console.log(...msg);\n};\nconst status = (msg) => dom.fps.innerText = msg; // print status element\nconst perf = (msg) => dom.perf.innerText = 'tensors:' + human.tf.memory().numTensors + ' | performance: ' + JSON.stringify(msg).replace(/\"|{|}/g, '').replace(/,/g, ' | '); // print performance element\n\nasync function webCam() { // initialize webcam\n  status('starting webcam...');\n  // @ts-ignore resizeMode is not yet defined in tslib\n  const options: MediaStreamConstraints = { audio: false, video: { facingMode: 'user', resizeMode: 'none', width: { ideal: document.body.clientWidth }, height: { ideal: document.body.clientHeight } } };\n  const stream: MediaStream = await navigator.mediaDevices.getUserMedia(options);\n  const ready = new Promise((resolve) => { dom.video.onloadeddata = () => resolve(true); });\n  dom.video.srcObject = stream;\n  dom.video.play();\n  await ready;\n  dom.canvas.width = dom.video.videoWidth;\n  dom.canvas.height = dom.video.videoHeight;\n  const track: MediaStreamTrack = stream.getVideoTracks()[0];\n  const capabilities: MediaTrackCapabilities | string = track.getCapabilities ? track.getCapabilities() : '';\n  const settings: MediaTrackSettings | string = track.getSettings ? track.getSettings() : '';\n  const constraints: MediaTrackConstraints | string = track.getConstraints ? track.getConstraints() : '';\n  log('video:', dom.video.videoWidth, dom.video.videoHeight, track.label, { stream, track, settings, constraints, capabilities });\n  dom.canvas.onclick = () => { // pause when clicked on screen and resume on next click\n    if (dom.video.paused) dom.video.play();\n    else dom.video.pause();\n  };\n}\n\nasync function detectionLoop() { // main detection loop\n  if (!dom.video.paused) {\n    // console.log('profiling data:', await human.profile(dom.video));\n    await human.detect(dom.video); // actual detection; were not capturing output in a local variable as it can also be reached via human.result\n    const tensors = human.tf.memory().numTensors; // check current tensor usage for memory leaks\n    if (tensors - timestamp.tensors !== 0) log('allocated tensors:', tensors - timestamp.tensors); // printed on start and each time there is a tensor leak\n    timestamp.tensors = tensors;\n  }\n  const now = human.now();\n  fps.detect = 1000 / (now - timestamp.detect);\n  timestamp.detect = now;\n  requestAnimationFrame(detectionLoop); // start new frame immediately\n}\n\nasync function drawLoop() { // main screen refresh loop\n  if (!dom.video.paused) {\n    const interpolated = await human.next(human.result); // smoothen result using last-known results\n    await human.draw.canvas(dom.video, dom.canvas); // draw canvas to screen\n    await human.draw.all(dom.canvas, interpolated); // draw labels, boxes, lines, etc.\n    perf(interpolated.performance); // write performance data\n  }\n  const now = human.now();\n  fps.draw = 1000 / (now - timestamp.draw);\n  timestamp.draw = now;\n  status(dom.video.paused ? 'paused' : `fps: ${fps.detect.toFixed(1).padStart(5, ' ')} detect | ${fps.draw.toFixed(1).padStart(5, ' ')} draw`); // write status\n  // requestAnimationFrame(drawLoop); // refresh at screen refresh rate\n  setTimeout(drawLoop, 30); // use to slow down refresh from max refresh rate to target of 30 fps\n}\n\nasync function main() { // main entry point\n  log('human version:', human.version, '| tfjs version:', human.tf.version['tfjs-core']);\n  log('platform:', human.env.platform, '| agent:', human.env.agent);\n  status('loading...');\n  await human.load(); // preload all models\n  log('backend:', human.tf.getBackend(), '| available:', human.env.backends);\n  log('loaded models:', Object.values(human.models).filter((model) => model !== null).length);\n  status('initializing...');\n  await human.warmup(); // warmup function to initialize backend for future faster detection\n  await webCam(); // start webcam\n  await detectionLoop(); // start detection loop\n  await drawLoop(); // start draw loop\n}\n\nwindow.onload = main;\n"],
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+  "sourcesContent": ["/**\n * Human demo for browsers\n * @default Human Library\n * @summary <https://github.com/vladmandic/human>\n * @author <https://github.com/vladmandic>\n * @copyright <https://github.com/vladmandic>\n * @license MIT\n */\n\nimport { Human, Config } from '../../dist/human.esm.js'; // equivalent of @vladmandic/Human\n\nconst humanConfig: Partial<Config> = { // user configuration for human, used to fine-tune behavior\n  // backend: 'webgpu' as const,\n  // wasmPath: 'https://cdn.jsdelivr.net/npm/@tensorflow/tfjs-backend-wasm@3.18.0/dist/',\n  async: true,\n  modelBasePath: '../../models',\n  filter: { enabled: true, equalization: false },\n  //\n  cacheSensitivity: 0,\n  face: { enabled: true, detector: { rotation: false }, mesh: { enabled: true }, attention: { enabled: false }, iris: { enabled: true }, description: { enabled: true }, emotion: { enabled: true } },\n  body: { enabled: true },\n  hand: { enabled: true },\n  object: { enabled: false },\n  gesture: { enabled: true },\n};\n\nconst human = new Human(humanConfig); // create instance of human with overrides from user configuration\n\nhuman.env['perfadd'] = false; // is performance data showing instant or total values\nhuman.draw.options.font = 'small-caps 18px \"Lato\"'; // set font used to draw labels when using draw methods\nhuman.draw.options.lineHeight = 20;\n\nconst dom = { // grab instances of dom objects so we dont have to look them up later\n  video: document.getElementById('video') as HTMLVideoElement,\n  canvas: document.getElementById('canvas') as HTMLCanvasElement,\n  log: document.getElementById('log') as HTMLPreElement,\n  fps: document.getElementById('status') as HTMLPreElement,\n  perf: document.getElementById('performance') as HTMLDivElement,\n};\nconst timestamp = { detect: 0, draw: 0, tensors: 0 }; // holds information used to calculate performance and possible memory leaks\nconst fps = { detect: 0, draw: 0 }; // holds calculated fps information for both detect and screen refresh\n\nconst log = (...msg) => { // helper method to output messages\n  dom.log.innerText += msg.join(' ') + '\\n';\n  // eslint-disable-next-line no-console\n  console.log(...msg);\n};\nconst status = (msg) => dom.fps.innerText = msg; // print status element\nconst perf = (msg) => dom.perf.innerText = 'tensors:' + human.tf.memory().numTensors + ' | performance: ' + JSON.stringify(msg).replace(/\"|{|}/g, '').replace(/,/g, ' | '); // print performance element\n\nasync function webCam() { // initialize webcam\n  status('starting webcam...');\n  // @ts-ignore resizeMode is not yet defined in tslib\n  const options: MediaStreamConstraints = { audio: false, video: { facingMode: 'user', resizeMode: 'none', width: { ideal: document.body.clientWidth }, height: { ideal: document.body.clientHeight } } };\n  const stream: MediaStream = await navigator.mediaDevices.getUserMedia(options);\n  const ready = new Promise((resolve) => { dom.video.onloadeddata = () => resolve(true); });\n  dom.video.srcObject = stream;\n  dom.video.play();\n  await ready;\n  dom.canvas.width = dom.video.videoWidth;\n  dom.canvas.height = dom.video.videoHeight;\n  const track: MediaStreamTrack = stream.getVideoTracks()[0];\n  const capabilities: MediaTrackCapabilities | string = track.getCapabilities ? track.getCapabilities() : '';\n  const settings: MediaTrackSettings | string = track.getSettings ? track.getSettings() : '';\n  const constraints: MediaTrackConstraints | string = track.getConstraints ? track.getConstraints() : '';\n  log('video:', dom.video.videoWidth, dom.video.videoHeight, track.label, { stream, track, settings, constraints, capabilities });\n  dom.canvas.onclick = () => { // pause when clicked on screen and resume on next click\n    if (dom.video.paused) dom.video.play();\n    else dom.video.pause();\n  };\n}\n\nasync function detectionLoop() { // main detection loop\n  if (!dom.video.paused) {\n    // console.log('profiling data:', await human.profile(dom.video));\n    await human.detect(dom.video); // actual detection; were not capturing output in a local variable as it can also be reached via human.result\n    const tensors = human.tf.memory().numTensors; // check current tensor usage for memory leaks\n    if (tensors - timestamp.tensors !== 0) log('allocated tensors:', tensors - timestamp.tensors); // printed on start and each time there is a tensor leak\n    timestamp.tensors = tensors;\n  }\n  const now = human.now();\n  fps.detect = 1000 / (now - timestamp.detect);\n  timestamp.detect = now;\n  requestAnimationFrame(detectionLoop); // start new frame immediately\n}\n\nasync function drawLoop() { // main screen refresh loop\n  if (!dom.video.paused) {\n    const interpolated = await human.next(human.result); // smoothen result using last-known results\n    await human.draw.canvas(dom.video, dom.canvas); // draw canvas to screen\n    await human.draw.all(dom.canvas, interpolated); // draw labels, boxes, lines, etc.\n    perf(interpolated.performance); // write performance data\n  }\n  const now = human.now();\n  fps.draw = 1000 / (now - timestamp.draw);\n  timestamp.draw = now;\n  status(dom.video.paused ? 'paused' : `fps: ${fps.detect.toFixed(1).padStart(5, ' ')} detect | ${fps.draw.toFixed(1).padStart(5, ' ')} draw`); // write status\n  // requestAnimationFrame(drawLoop); // refresh at screen refresh rate\n  setTimeout(drawLoop, 30); // use to slow down refresh from max refresh rate to target of 30 fps\n}\n\nasync function main() { // main entry point\n  log('human version:', human.version, '| tfjs version:', human.tf.version['tfjs-core']);\n  log('platform:', human.env.platform, '| agent:', human.env.agent);\n  status('loading...');\n  await human.load(); // preload all models\n  log('backend:', human.tf.getBackend(), '| available:', human.env.backends);\n  log('loaded models:', Object.values(human.models).filter((model) => model !== null).length);\n  status('initializing...');\n  await human.warmup(); // warmup function to initialize backend for future faster detection\n  await webCam(); // start webcam\n  await detectionLoop(); // start detection loop\n  await drawLoop(); // start draw loop\n}\n\nwindow.onload = main;\n"],
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diff --git a/demo/typescript/index.ts b/demo/typescript/index.ts
index 92e68e51..b5a836b7 100644
--- a/demo/typescript/index.ts
+++ b/demo/typescript/index.ts
@@ -11,10 +11,12 @@ import { Human, Config } from '../../dist/human.esm.js'; // equivalent of @vladm
 
 const humanConfig: Partial<Config> = { // user configuration for human, used to fine-tune behavior
   // backend: 'webgpu' as const,
-  // async: true,
+  // wasmPath: 'https://cdn.jsdelivr.net/npm/@tensorflow/tfjs-backend-wasm@3.18.0/dist/',
+  async: true,
   modelBasePath: '../../models',
   filter: { enabled: true, equalization: false },
-  // cacheSensitivity: 0,
+  //
+  cacheSensitivity: 0,
   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 },
diff --git a/models/facemesh-attention.bin b/models/facemesh-attention.bin
new file mode 100644
index 00000000..85b225a0
Binary files /dev/null and b/models/facemesh-attention.bin differ
diff --git a/models/facemesh-attention.json b/models/facemesh-attention.json
new file mode 100644
index 00000000..9739dbb0
--- /dev/null
+++ b/models/facemesh-attention.json
@@ -0,0 +1,2177 @@
+{
+  "format": "graph-model",
+  "generatedBy": "https://github.com/google/mediapipe",
+  "convertedBy": "https://github.com/vladmandic",
+  "signature":
+  {
+      "inputs":
+      {
+          "input_1": {"name":"input_1:0","dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"-1"},{"size":"192"},{"size":"192"},{"size":"3"}]}}
+      },
+      "outputs":
+      {
+          "output_faceflag": {"name":"Identity:0","dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"-1"},{"size":"1"}]}},
+          "output_mesh_identity": {"name":"Identity_4:0","dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"-1"},{"size":"1"},{"size":"1"},{"size":"1404"}]}},
+          "output_lips": {"name":"Identity_3:0","dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"-1"},{"size":"1"},{"size":"1"},{"size":"160"}]}},
+          "Identity_6:0": {"name":"Identity_6:0","dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"-1"},{"size":"1"},{"size":"1"},{"size":"10"}]}},
+          "Identity_1:0": {"name":"Identity_1:0","dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"-1"},{"size":"1"},{"size":"1"},{"size":"142"}]}},
+          "Identity_2:0": {"name":"Identity_2:0","dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"-1"},{"size":"1"},{"size":"1"},{"size":"10"}]}},
+          "Identity_5:0": {"name":"Identity_5:0","dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"-1"},{"size":"1"},{"size":"1"},{"size":"142"}]}}
+      }
+  },
+  "modelTopology":
+  {
+      "node":
+      [
+          {"name":"StatefulPartitionedCall/functional_1/conv_faceflag/Conv2D/ReadVariableOp","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"3"},{"size":"3"},{"size":"32"},{"size":"1"}]}}},"dtype":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/functional_1/conv_faceflag/BiasAdd/ReadVariableOp","op":"Const","attr":{"dtype":{"type":"DT_FLOAT"},"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"1"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/output_faceflag/Const","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"2"}]}}},"dtype":{"type":"DT_INT32"}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_2/stack","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}},"dtype":{"type":"DT_INT32"}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_2/stack_1","op":"Const","attr":{"dtype":{"type":"DT_INT32"},"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_2/stack_2","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}},"dtype":{"type":"DT_INT32"}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_3/stack","op":"Const","attr":{"dtype":{"type":"DT_INT32"},"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_3/stack_1","op":"Const","attr":{"dtype":{"type":"DT_INT32"},"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_3/stack_2","op":"Const","attr":{"dtype":{"type":"DT_INT32"},"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_4/stack","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}},"dtype":{"type":"DT_INT32"}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_4/stack_1","op":"Const","attr":{"dtype":{"type":"DT_INT32"},"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_4/stack_2","op":"Const","attr":{"dtype":{"type":"DT_INT32"},"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_5/stack","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}},"dtype":{"type":"DT_INT32"}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_5/stack_1","op":"Const","attr":{"dtype":{"type":"DT_INT32"},"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_5/stack_2","op":"Const","attr":{"dtype":{"type":"DT_INT32"},"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_6/stack","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}},"dtype":{"type":"DT_INT32"}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_6/stack_1","op":"Const","attr":{"dtype":{"type":"DT_INT32"},"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_6/stack_2","op":"Const","attr":{"dtype":{"type":"DT_INT32"},"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_7/stack","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}},"dtype":{"type":"DT_INT32"}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_7/stack_1","op":"Const","attr":{"dtype":{"type":"DT_INT32"},"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_7/stack_2","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}},"dtype":{"type":"DT_INT32"}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_8/stack","op":"Const","attr":{"dtype":{"type":"DT_INT32"},"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_8/stack_1","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}},"dtype":{"type":"DT_INT32"}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_8/stack_2","op":"Const","attr":{"dtype":{"type":"DT_INT32"},"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_9/stack","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}},"dtype":{"type":"DT_INT32"}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_9/stack_1","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}},"dtype":{"type":"DT_INT32"}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_9/stack_2","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}},"dtype":{"type":"DT_INT32"}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_10/stack","op":"Const","attr":{"dtype":{"type":"DT_INT32"},"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_10/stack_1","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}},"dtype":{"type":"DT_INT32"}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_10/stack_2","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}},"dtype":{"type":"DT_INT32"}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/concat_1/axis","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{}}},"dtype":{"type":"DT_INT32"}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/Reshape/shape","op":"Const","attr":{"dtype":{"type":"DT_INT32"},"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"3"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_1/stack","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"2"}]}}},"dtype":{"type":"DT_INT32"}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_1/stack_1","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"2"}]}}},"dtype":{"type":"DT_INT32"}}},
+          {"name":"StatefulPartitionedCall/functional_1/transform_landmarks_v2_1/strided_slice_1/stack_2","op":"Const","attr":{"dtype":{"type":"DT_INT32"},"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"2"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/p_re_lu_45/Neg","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"1"},{"size":"1"},{"size":"32"}]}}},"dtype":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/functional_1/p_re_lu_44/Neg","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"1"},{"size":"1"},{"size":"32"}]}}},"dtype":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/functional_1/p_re_lu_43/Neg","op":"Const","attr":{"dtype":{"type":"DT_FLOAT"},"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"1"},{"size":"1"},{"size":"128"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/p_re_lu_42/Neg","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"1"},{"size":"1"},{"size":"128"}]}}},"dtype":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/functional_1/p_re_lu_41/Neg","op":"Const","attr":{"dtype":{"type":"DT_FLOAT"},"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"1"},{"size":"1"},{"size":"128"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/p_re_lu_40/Neg","op":"Const","attr":{"dtype":{"type":"DT_FLOAT"},"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"1"},{"size":"1"},{"size":"128"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/p_re_lu_39/Neg","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"1"},{"size":"1"},{"size":"128"}]}}},"dtype":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/functional_1/depthwise_conv2d_36/depthwise/ReadVariableOp","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"3"},{"size":"3"},{"size":"128"},{"size":"1"}]}}},"dtype":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/functional_1/depthwise_conv2d_37/depthwise/ReadVariableOp","op":"Const","attr":{"dtype":{"type":"DT_FLOAT"},"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"3"},{"size":"3"},{"size":"128"},{"size":"1"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/depthwise_conv2d_38/depthwise/ReadVariableOp","op":"Const","attr":{"dtype":{"type":"DT_FLOAT"},"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"3"},{"size":"3"},{"size":"128"},{"size":"1"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/depthwise_conv2d_39/depthwise/ReadVariableOp","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"3"},{"size":"3"},{"size":"128"},{"size":"1"}]}}},"dtype":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/functional_1/depthwise_conv2d_40/depthwise/ReadVariableOp","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"3"},{"size":"3"},{"size":"128"},{"size":"1"}]}}},"dtype":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/functional_1/depthwise_conv2d_41/depthwise/ReadVariableOp","op":"Const","attr":{"dtype":{"type":"DT_FLOAT"},"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"3"},{"size":"3"},{"size":"32"},{"size":"1"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/conv_left_eye/Conv2D/ReadVariableOp","op":"Const","attr":{"dtype":{"type":"DT_FLOAT"},"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"2"},{"size":"2"},{"size":"32"},{"size":"142"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/conv_left_eye/BiasAdd/ReadVariableOp","op":"Const","attr":{"dtype":{"type":"DT_FLOAT"},"value":{"tensor":{"dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"142"}]}}}}},
+          {"name":"StatefulPartitionedCall/functional_1/reshape_3/strided_slice/stack","op":"Const","attr":{"value":{"tensor":{"dtype":"DT_INT32","tensorShape":{"dim":[{"size":"1"}]}}},"dtype":{"type":"DT_INT32"}}},
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+          {"name":"StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_1/Cos_2","op":"Cos","input":["StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_1/Atan2"],"attr":{"T":{"type":"DT_FLOAT"}}},
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+          {"name":"StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_1/Sin_3","op":"Sin","input":["StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_1/Atan2"],"attr":{"T":{"type":"DT_FLOAT"}}},
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+          {"name":"StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2/Cos_4","op":"Cos","input":["StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2/Atan2"],"attr":{"T":{"type":"DT_FLOAT"}}},
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+          {"name":"StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2/Sin_5","op":"Sin","input":["StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2/Atan2"],"attr":{"T":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2/Cos_5","op":"Cos","input":["StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2/Atan2"],"attr":{"T":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2/Cos_2","op":"Cos","input":["StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2/Atan2"],"attr":{"T":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2/Sin_2","op":"Sin","input":["StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2/Atan2"],"attr":{"T":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2/Sin_3","op":"Sin","input":["StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2/Atan2"],"attr":{"T":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2/Cos_3","op":"Cos","input":["StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2/Atan2"],"attr":{"T":{"type":"DT_FLOAT"}}},
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+          {"name":"StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_2/Cos_4","op":"Cos","input":["StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_2/Atan2"],"attr":{"T":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_2/Sin_4","op":"Sin","input":["StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_2/Atan2"],"attr":{"T":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_2/Sin_5","op":"Sin","input":["StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_2/Atan2"],"attr":{"T":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_2/Cos_5","op":"Cos","input":["StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_2/Atan2"],"attr":{"T":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_2/Cos_2","op":"Cos","input":["StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_2/Atan2"],"attr":{"T":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_2/Sin_2","op":"Sin","input":["StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_2/Atan2"],"attr":{"T":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_2/Sin_3","op":"Sin","input":["StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_2/Atan2"],"attr":{"T":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_2/Cos_3","op":"Cos","input":["StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_2/Atan2"],"attr":{"T":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_2/sub_2","op":"Neg","input":["StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_2/Atan2"],"attr":{"T":{"type":"DT_FLOAT"}}},
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+          {"name":"StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_1/Neg_3","op":"Neg","input":["StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_1/Sin_2"],"attr":{"T":{"type":"DT_FLOAT"}}},
+          {"name":"StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_1/Cos","op":"Cos","input":["StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2_1/sub_2"],"attr":{"T":{"type":"DT_FLOAT"}}},
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+          {"name":"StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2/Neg_3","op":"Neg","input":["StatefulPartitionedCall/functional_1/landmarks_to_transform_matrix_v2/Sin_2"],"attr":{"T":{"type":"DT_FLOAT"}}},
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+}
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diff --git a/models/facemesh.bin b/models/facemesh.bin
index e2a6c0b5..cc494de2 100644
Binary files a/models/facemesh.bin and b/models/facemesh.bin differ
diff --git a/models/facemesh.json b/models/facemesh.json
index a7688a41..e8dcef6a 100644
--- a/models/facemesh.json
+++ b/models/facemesh.json
@@ -2,264 +2,264 @@
   "format": "graph-model",
   "generatedBy": "https://github.com/google/mediapipe",
   "convertedBy": "https://github.com/vladmandic",
-  "userDefinedMetadata":
+  "signature":
   {
-    "signature":
-    {
       "inputs":
       {
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+          "input_1": {"name":"input_1:0","dtype":"DT_FLOAT","tensorShape":{"dim":[{"size":"-1"},{"size":"192"},{"size":"192"},{"size":"3"}]}}
       },
       "outputs":
       {
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@@ -268,7 +268,7 @@
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al_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_21/Conv2D/ReadVariableOp","shape":[3,3,32,1404],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_21/BiasAdd/ReadVariableOp","shape":[1404],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/output_mesh/Const","shape":[2],"dtype":"int32"},{"name":"StatefulPartitionedCall/model_1/conv2d_1/Conv2D_weights","shape":[3,3,3,16],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_1/Conv2D_bn_offset","shape":[16],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_2/Conv2D_weights","shape":[1,1,16,16],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_2/Conv2D_bn_offset","shape":[16],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_3/Conv2D_weights","shape":[1,1,16,16],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_3/Conv2D_bn_offset","shape":[16],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_4/Conv2D_weights","shape":[1,1,16,32],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_26/Conv2D_weights","shape":[1,1,32,32],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_4/Conv2D_bn_offset","shape":[32],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_5/Conv2D_weights","shape":[1,1,32,32],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_5/Conv2D_bn_offset","shape":[32],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_6/Conv2D_weights","shape":[1,1,32,32],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_26/Conv2D_bn_offset","shape":[32],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_6/Conv2D_bn_offset","shape":[32],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_7/Conv2D_weights","shape":[1,1,32,64],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_7/Conv2D_bn_offset","shape":[64],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_8/Conv2D_weights","shape":[1,1,64,64],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_8/Conv2D_bn_offset","shape":[64],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_9/Conv2D_weights","shape":[1,1,64,64],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_9/Conv2D_bn_offset","shape":[64],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_10/Conv2D_weights","shape":[1,1,64,128],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_10/Conv2D_bn_offset","shape":[128],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_11/Conv2D_weights","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_11/Conv2D_bn_offset","shape":[128],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_12/Conv2D_weights","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_12/Conv2D_bn_offset","shape":[128],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_13/Conv2D_weights","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"float16","original_dtype":"float32"}},{"name":"StatefulPartitionedCall/model_1/conv2d_13/Conv2D_bn_offset","shape":[1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       }
   ]
 }
\ No newline at end of file
diff --git a/package.json b/package.json
index 73f23237..e62ed39b 100644
--- a/package.json
+++ b/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@vladmandic/human",
-  "version": "2.7.4",
+  "version": "2.8.0",
   "description": "Human: AI-powered 3D Face Detection & Rotation Tracking, Face Description & Recognition, Body Pose Tracking, 3D Hand & Finger Tracking, Iris Analysis, Age & Gender & Emotion Prediction, Gesture Recognition",
   "sideEffects": false,
   "main": "dist/human.node.js",
@@ -53,7 +53,7 @@
     "tensorflow"
   ],
   "devDependencies": {
-    "@microsoft/api-extractor": "^7.24.1",
+    "@microsoft/api-extractor": "^7.24.2",
     "@tensorflow/tfjs": "^3.18.0",
     "@tensorflow/tfjs-backend-cpu": "^3.18.0",
     "@tensorflow/tfjs-backend-wasm": "^3.18.0",
@@ -65,8 +65,8 @@
     "@tensorflow/tfjs-layers": "^3.18.0",
     "@tensorflow/tfjs-node": "^3.18.0",
     "@tensorflow/tfjs-node-gpu": "^3.18.0",
-    "@types/node": "^17.0.35",
-    "@types/offscreencanvas": "^2019.6.4",
+    "@types/node": "^17.0.36",
+    "@types/offscreencanvas": "^2019.7.0",
     "@typescript-eslint/eslint-plugin": "^5.26.0",
     "@typescript-eslint/parser": "^5.26.0",
     "@vladmandic/build": "^0.7.4",
@@ -74,7 +74,7 @@
     "@vladmandic/tfjs": "github:vladmandic/tfjs",
     "canvas": "^2.9.1",
     "dayjs": "^1.11.2",
-    "esbuild": "^0.14.39",
+    "esbuild": "^0.14.42",
     "eslint": "8.16.0",
     "eslint-config-airbnb-base": "^15.0.0",
     "eslint-plugin-html": "^6.2.0",
@@ -87,6 +87,6 @@
     "seedrandom": "^3.0.5",
     "tslib": "^2.4.0",
     "typedoc": "0.22.15",
-    "typescript": "4.6.4"
+    "typescript": "4.7.2"
   }
 }
diff --git a/src/draw/face.ts b/src/draw/face.ts
index 4543f4f5..e8181fbe 100644
--- a/src/draw/face.ts
+++ b/src/draw/face.ts
@@ -2,7 +2,7 @@ import { TRI468 as triangulation } from '../face/facemeshcoords';
 import { mergeDeep } from '../util/util';
 import { getCanvasContext, rad2deg, rect, point, lines, arrow } from './primitives';
 import { options } from './options';
-import { attentionDefinitions } from '../face/attention';
+import * as facemeshConstants from '../face/constants';
 import type { FaceResult } from '../result';
 import type { AnyCanvas, DrawOptions } from '../exports';
 
@@ -127,9 +127,9 @@ function drawFacePoints(f: FaceResult, ctx: CanvasRenderingContext2D | Offscreen
     for (let i = 0; i < f.mesh.length; i++) {
       point(ctx, f.mesh[i][0], f.mesh[i][1], f.mesh[i][2], opt);
       if (opt.drawAttention) {
-        if (attentionDefinitions.lips.includes(i)) point(ctx, f.mesh[i][0], f.mesh[i][1], (f.mesh[i][2] as number) + 127, opt);
-        if (attentionDefinitions.eyeL.includes(i)) point(ctx, f.mesh[i][0], f.mesh[i][1], (f.mesh[i][2] as number) - 127, opt);
-        if (attentionDefinitions.eyeR.includes(i)) point(ctx, f.mesh[i][0], f.mesh[i][1], (f.mesh[i][2] as number) - 127, opt);
+        if (facemeshConstants.LANDMARKS_REFINEMENT_LIPS_CONFIG.includes(i)) point(ctx, f.mesh[i][0], f.mesh[i][1], (f.mesh[i][2] as number) + 127, opt);
+        if (facemeshConstants.LANDMARKS_REFINEMENT_LEFT_EYE_CONFIG.includes(i)) point(ctx, f.mesh[i][0], f.mesh[i][1], (f.mesh[i][2] as number) - 127, opt);
+        if (facemeshConstants.LANDMARKS_REFINEMENT_RIGHT_EYE_CONFIG.includes(i)) point(ctx, f.mesh[i][0], f.mesh[i][1], (f.mesh[i][2] as number) - 127, opt);
       }
     }
   }
diff --git a/src/face/attention.ts b/src/face/attention.ts
index afea2a7d..c61d26ec 100644
--- a/src/face/attention.ts
+++ b/src/face/attention.ts
@@ -1,96 +1,29 @@
+import * as constants from './constants';
 import type { Tensor } from '../tfjs/types';
 
-export const attentionDefinitions = {
-  eyeLLower: [33, 7, 163, 144, 145, 153, 154, 155, 133], // 9
-  eyeRLower: [263, 249, 390, 373, 374, 380, 381, 382, 362], // 9
-  // eslint-disable-next-line max-len
-  lips: [185, 96, 90, 181, 84, 17, 314, 405, 320, 307, 409, 40, 39, 73, 37, 0, 267, 269, 270, 409, 40, 88, 178, 178, 87, 14, 268, 402, 318, 324, 409, 80, 41, 38, 87, 12, 268, 303, 318, 324, 185, 95, 80, 81, 85, 16, 315, 404, 319, 325, 409, 40, 39, 73, 72, 0, 302, 303, 270, 408, 185, 88, 88, 81, 82, 15, 316, 403, 319, 324, 409, 80, 41, 38, 87, 12, 268, 303, 318, 324],
-  // eslint-disable-next-line max-len
-  eyeL: [33, 7, 163, 144, 145, 153, 154, 155, 133, 246, 161, 160, 159, 158, 157, 173, 130, 25, 110, 24, 23, 22, 26, 112, 243, 247, 30, 29, 27, 28, 56, 190, 226, 31, 228, 229, 230, 231, 232, 233, 244, 113, 225, 224, 223, 222, 221, 189, 35, 124, 46, 53, 52, 65, 143, 111, 117, 118, 119, 120, 121, 128, 245, 156, 70, 63, 105, 66, 107, 55, 193],
-  // eslint-disable-next-line max-len
-  eyeR: [263, 249, 390, 373, 374, 380, 381, 382, 362, 466, 388, 387, 386, 385, 384, 398, 359, 255, 339, 254, 253, 252, 256, 341, 463, 467, 260, 259, 257, 258, 286, 414, 446, 261, 448, 449, 450, 451, 452, 453, 464, 342, 445, 444, 443, 442, 441, 413, 265, 353, 276, 283, 282, 295, 372, 340, 346, 347, 348, 349, 350, 357, 465, 383, 300, 293, 334, 296, 336, 285, 417],
-};
-
-// function used to determine heuristic mapping
-// values in attentionDefinitions are based on top values from 200 iterations
-/*
-const historyRes: number[][] = [];
-
-const getMostCommon = (arr): number => {
-  const count: Record<string, number> = {};
-  arr.forEach((el) => {
-    count[el] = (count[el] || 0) + 1;
-  });
-  const res: string[] = Object.keys(count).reduce((acc: string[], val, ind) => {
-    if (!ind || count[val] > count[acc[0]]) return [val];
-    if (count[val] === count[acc[0]]) acc.push(val);
-    return acc;
-  }, []);
-  return parseInt(res[0]);
-};
-
-function replaceClosestPoint(rawCoords, newCoords) {
-  const currentRes: number[] = [];
-  for (let i = 0; i < newCoords.length / 2; i++) {
-    let minDist = Number.MAX_VALUE;
-    let minDistIdx = -1;
-    const pts = rawCoords.map((r) => [r[0], r[1]]);
-    for (let j = 0; j < rawCoords.length; j++) {
-      const x = pts[j][0] - newCoords[2 * i + 0];
-      const y = pts[j][1] - newCoords[2 * i + 1];
-      const dist = (x * x) + (y * y);
-      if (dist < minDist) {
-        minDist = dist;
-        minDistIdx = j;
-      }
-    }
-    currentRes.push(minDistIdx);
-    rawCoords[minDistIdx] = [newCoords[2 * i + 0], newCoords[2 * i + 1], rawCoords[minDistIdx][2]];
-  }
-  historyRes.push(currentRes);
-  if (historyRes.length % 50 === 0) {
-    const invertRes: number[][] = [];
-    for (let i = 0; i < currentRes.length; i++) {
-      const indexRes = historyRes.map((j) => j[i]);
-      invertRes.push(indexRes);
-    }
-    const mostCommon: number[] = invertRes.map((r) => getMostCommon(r));
-    console.log(mostCommon);
-  }
-  return rawCoords;
-}
-*/
-
 export async function augment(rawCoords, results: Tensor[]) {
   const t: Record<string, Float32Array> = { // all attention models produce 2d results so it needs to be later augmented with correct z-coords
-    irisL: results[3].dataSync() as Float32Array, // 5 x 2d // output_left_iris
-    irisR: results[1].dataSync() as Float32Array, // 5 x 2d // output_right_iris
-    eyeL: results[0].dataSync() as Float32Array, // 71 x 2d // output_left_eye
-    eyeR: results[6].dataSync() as Float32Array, // 71 x 2d // output_right_eye
-    lips: results[5].dataSync() as Float32Array, // 80 x 2d // output_lips
-    // flag: results[4], // already processed in parent // conv_faceflag
-    // mesh: results[2], // already have it in rawCoords // output_mesh_identity
+    // mesh: results[0], // already have it in rawCoords // output_mesh_identity
+    // flag: results[1], // already processed in parent // conv_faceflag
+    lips: results.filter((r) => r.size === 160)[0].dataSync() as Float32Array, // 80 x 2d = 160 // output_lips
+    irisL: results.filter((r) => r.size === 10)[0].dataSync() as Float32Array, // 5 x 2d = 10 // output_right_iris
+    eyeL: results.filter((r) => r.size === 142)[0].dataSync() as Float32Array, // 71 x 2d = 142 // output_right_eye
+    irisR: results.filter((r) => r.size === 10)[1].dataSync() as Float32Array, // 5 x 2d = 10 // output_left_iris
+    eyeR: results.filter((r) => r.size === 142)[1].dataSync() as Float32Array, // 71 x 2d = 142// output_left_eye
   };
 
-  // rawCoords = replaceClosestPoint(rawCoords, t.eyeL);
-  // rawCoords = replaceClosestPoint(rawCoords, t.eyeR);
-  // rawCoords = replaceClosestPoint(rawCoords, t.lips);
-
   // augment iris: adds additional 5 keypoints per eye
-  const irisRDepth = attentionDefinitions.eyeRLower.reduce((prev, curr) => prev += rawCoords[curr][2], 0) / attentionDefinitions.eyeRLower.length; // get average z-coord for iris
-  for (let i = 0; i < t.irisR.length / 2; i++) rawCoords.push([t.irisR[2 * i + 0], t.irisR[2 * i + 1], irisRDepth]);
-  const irisLDepth = attentionDefinitions.eyeLLower.reduce((prev, curr) => prev += rawCoords[curr][2], 0) / attentionDefinitions.eyeLLower.length; // get average z-coord for iris
+  const irisLDepth = constants.LANDMARKS_REFINEMENT_LEFT_EYE_CONFIG.reduce((prev, curr) => prev += rawCoords[curr][2], 0) / constants.LANDMARKS_REFINEMENT_LEFT_EYE_CONFIG.length; // get average z-coord for iris
   for (let i = 0; i < t.irisL.length / 2; i++) rawCoords.push([t.irisL[2 * i + 0], t.irisL[2 * i + 1], irisLDepth]);
+  const irisRDepth = constants.LANDMARKS_REFINEMENT_RIGHT_EYE_CONFIG.reduce((prev, curr) => prev += rawCoords[curr][2], 0) / constants.LANDMARKS_REFINEMENT_RIGHT_EYE_CONFIG.length; // get average z-coord for iris
+  for (let i = 0; i < t.irisR.length / 2; i++) rawCoords.push([t.irisR[2 * i + 0], t.irisR[2 * i + 1], irisRDepth]);
 
   // augment eyes: replaces eye keypoints based on heuristic mapping
-  for (let i = 0; i < t.eyeL.length / 2; i++) rawCoords[attentionDefinitions.eyeL[i]] = [t.eyeL[2 * i + 0], t.eyeL[2 * i + 1], rawCoords[attentionDefinitions.eyeL[i]][2]];
-  // for (let i = 0; i < t.eyeL.length / 2; i++) rawCoords.push([t.eyeL[2 * i + 0], t.eyeL[2 * i + 1], 0]);
-  for (let i = 0; i < t.eyeR.length / 2; i++) rawCoords[attentionDefinitions.eyeR[i]] = [t.eyeR[2 * i + 0], t.eyeR[2 * i + 1], rawCoords[attentionDefinitions.eyeR[i]][2]];
-  // for (let i = 0; i < t.eyeR.length / 2; i++) rawCoords.push([t.eyeR[2 * i + 0], t.eyeR[2 * i + 1], 0]);
+  for (let i = 0; i < t.eyeL.length / 2; i++) rawCoords[constants.LANDMARKS_REFINEMENT_LEFT_EYE_CONFIG[i]] = [t.eyeL[2 * i + 0], t.eyeL[2 * i + 1], rawCoords[constants.LANDMARKS_REFINEMENT_LEFT_EYE_CONFIG[i]][2]];
+  for (let i = 0; i < t.eyeR.length / 2; i++) rawCoords[constants.LANDMARKS_REFINEMENT_RIGHT_EYE_CONFIG[i]] = [t.eyeR[2 * i + 0], t.eyeR[2 * i + 1], rawCoords[constants.LANDMARKS_REFINEMENT_RIGHT_EYE_CONFIG[i]][2]];
 
   // augment lips: replaces eye keypoints based on heuristic mapping
-  for (let i = 0; i < t.lips.length / 2; i++) rawCoords[attentionDefinitions.lips[i]] = [t.lips[2 * i + 0], t.lips[2 * i + 1], rawCoords[attentionDefinitions.lips[i]][2]];
-  // for (let i = 0; i < t.lips.length / 2; i++) rawCoords.push([t.lips[2 * i + 0], t.lips[2 * i + 1], 0]);
+  for (let i = 0; i < t.lips.length / 2; i++) rawCoords[constants.LANDMARKS_REFINEMENT_LIPS_CONFIG[i]] = [t.lips[2 * i + 0], t.lips[2 * i + 1], rawCoords[constants.LANDMARKS_REFINEMENT_LIPS_CONFIG[i]][2]];
 
   return rawCoords;
 }
diff --git a/src/face/constants.ts b/src/face/constants.ts
new file mode 100644
index 00000000..0b26b394
--- /dev/null
+++ b/src/face/constants.ts
@@ -0,0 +1,263 @@
+// @tensorflow/tfjs-models/face-landmark-detection/src/constants.ts
+// https://github.com/google/mediapipe/mediapipe/python/solutions/face_mesh_connections.py
+
+type PairArray = Array<[number, number]>;
+
+const LIPS_CONNECTIONS: PairArray = [
+  [61, 146], [146, 91], [91, 181], [181, 84], [84, 17], [17, 314], [314, 405], [405, 321], [321, 375], [375, 291], [61, 185], [185, 40], [40, 39], [39, 37], [37, 0], [0, 267], [267, 269], [269, 270], [270, 409], [409, 291],
+  [78, 95], [95, 88], [88, 178], [178, 87], [87, 14], [14, 317], [317, 402], [402, 318], [318, 324], [324, 308], [78, 191], [191, 80], [80, 81], [81, 82], [82, 13], [13, 312], [312, 311], [311, 310], [310, 415], [415, 308],
+];
+
+const LEFT_EYE_CONNECTIONS: PairArray = [[263, 249], [249, 390], [390, 373], [373, 374], [374, 380], [380, 381], [381, 382], [382, 362], [263, 466], [466, 388], [388, 387], [387, 386], [386, 385], [385, 384], [384, 398], [398, 362]];
+
+const LEFT_EYEBROW_CONNECTIONS: PairArray = [[276, 283], [283, 282], [282, 295], [295, 285], [300, 293], [293, 334], [334, 296], [296, 336]];
+
+const LEFT_IRIS_CONNECTIONS: PairArray = [[474, 475], [475, 476], [476, 477], [477, 474]];
+
+const RIGHT_EYE_CONNECTIONS: PairArray = [[33, 7], [7, 163], [163, 144], [144, 145], [145, 153], [153, 154], [154, 155], [155, 133], [33, 246], [246, 161], [161, 160], [160, 159], [159, 158], [158, 157], [157, 173], [173, 133]];
+
+const RIGHT_EYEBROW_CONNECTIONS: PairArray = [[46, 53], [53, 52], [52, 65], [65, 55], [70, 63], [63, 105], [105, 66], [66, 107]];
+
+const RIGHT_IRIS_CONNECTIONS: PairArray = [[469, 470], [470, 471], [471, 472], [472, 469]];
+
+const FACE_OVAL_CONNECTIONS: PairArray = [
+  [10, 338], [338, 297], [297, 332], [332, 284], [284, 251], [251, 389], [389, 356], [356, 454], [454, 323], [323, 361], [361, 288], [288, 397], [397, 365], [365, 379], [379, 378], [378, 400], [400, 377], [377, 152],
+  [152, 148], [148, 176], [176, 149], [149, 150], [150, 136], [136, 172], [172, 58], [58, 132], [132, 93], [93, 234], [234, 127], [127, 162], [162, 21], [21, 54], [54, 103], [103, 67], [67, 109], [109, 10],
+];
+
+export const MEDIAPIPE_FACE_MESH_CONNECTED_KEYPOINTS_PAIRS: PairArray = [
+  [127, 34], [34, 139], [139, 127], [11, 0], [0, 37], [37, 11], [232, 231], [231, 120], [120, 232], [72, 37], [37, 39], [39, 72], [128, 121], [121, 47], [47, 128], [232, 121], [121, 128], [128, 232],
+  [104, 69], [69, 67], [67, 104], [175, 171], [171, 148], [148, 175], [118, 50], [50, 101], [101, 118], [73, 39], [39, 40], [40, 73], [9, 151], [151, 108], [108, 9], [48, 115], [115, 131], [131, 48],
+  [194, 204], [204, 211], [211, 194], [74, 40], [40, 185], [185, 74], [80, 42], [42, 183], [183, 80], [40, 92], [92, 186], [186, 40], [230, 229], [229, 118], [118, 230], [202, 212], [212, 214], [214, 202],
+  [83, 18], [18, 17], [17, 83], [76, 61], [61, 146], [146, 76], [160, 29], [29, 30], [30, 160], [56, 157], [157, 173], [173, 56], [106, 204], [204, 194], [194, 106], [135, 214], [214, 192], [192, 135],
+  [203, 165], [165, 98], [98, 203], [21, 71], [71, 68], [68, 21], [51, 45], [45, 4], [4, 51], [144, 24], [24, 23], [23, 144], [77, 146], [146, 91], [91, 77], [205, 50], [50, 187], [187, 205],
+  [201, 200], [200, 18], [18, 201], [91, 106], [106, 182], [182, 91], [90, 91], [91, 181], [181, 90], [85, 84], [84, 17], [17, 85], [206, 203], [203, 36], [36, 206], [148, 171], [171, 140], [140, 148],
+  [92, 40], [40, 39], [39, 92], [193, 189], [189, 244], [244, 193], [159, 158], [158, 28], [28, 159], [247, 246], [246, 161], [161, 247], [236, 3], [3, 196], [196, 236], [54, 68], [68, 104], [104, 54],
+  [193, 168], [168, 8], [8, 193], [117, 228], [228, 31], [31, 117], [189, 193], [193, 55], [55, 189], [98, 97], [97, 99], [99, 98], [126, 47], [47, 100], [100, 126], [166, 79], [79, 218], [218, 166],
+  [155, 154], [154, 26], [26, 155], [209, 49], [49, 131], [131, 209], [135, 136], [136, 150], [150, 135], [47, 126], [126, 217], [217, 47], [223, 52], [52, 53], [53, 223], [45, 51], [51, 134], [134, 45],
+  [211, 170], [170, 140], [140, 211], [67, 69], [69, 108], [108, 67], [43, 106], [106, 91], [91, 43], [230, 119], [119, 120], [120, 230], [226, 130], [130, 247], [247, 226], [63, 53], [53, 52], [52, 63],
+  [238, 20], [20, 242], [242, 238], [46, 70], [70, 156], [156, 46], [78, 62], [62, 96], [96, 78], [46, 53], [53, 63], [63, 46], [143, 34], [34, 227], [227, 143], [123, 117], [117, 111], [111, 123],
+  [44, 125], [125, 19], [19, 44], [236, 134], [134, 51], [51, 236], [216, 206], [206, 205], [205, 216], [154, 153], [153, 22], [22, 154], [39, 37], [37, 167], [167, 39], [200, 201], [201, 208], [208, 200],
+  [36, 142], [142, 100], [100, 36], [57, 212], [212, 202], [202, 57], [20, 60], [60, 99], [99, 20], [28, 158], [158, 157], [157, 28], [35, 226], [226, 113], [113, 35], [160, 159], [159, 27], [27, 160],
+  [204, 202], [202, 210], [210, 204], [113, 225], [225, 46], [46, 113], [43, 202], [202, 204], [204, 43], [62, 76], [76, 77], [77, 62], [137, 123], [123, 116], [116, 137], [41, 38], [38, 72], [72, 41],
+  [203, 129], [129, 142], [142, 203], [64, 98], [98, 240], [240, 64], [49, 102], [102, 64], [64, 49], [41, 73], [73, 74], [74, 41], [212, 216], [216, 207], [207, 212], [42, 74], [74, 184], [184, 42],
+  [169, 170], [170, 211], [211, 169], [170, 149], [149, 176], [176, 170], [105, 66], [66, 69], [69, 105], [122, 6], [6, 168], [168, 122], [123, 147], [147, 187], [187, 123], [96, 77], [77, 90], [90, 96],
+  [65, 55], [55, 107], [107, 65], [89, 90], [90, 180], [180, 89], [101, 100], [100, 120], [120, 101], [63, 105], [105, 104], [104, 63], [93, 137], [137, 227], [227, 93], [15, 86], [86, 85], [85, 15],
+  [129, 102], [102, 49], [49, 129], [14, 87], [87, 86], [86, 14], [55, 8], [8, 9], [9, 55], [100, 47], [47, 121], [121, 100], [145, 23], [23, 22], [22, 145], [88, 89], [89, 179], [179, 88],
+  [6, 122], [122, 196], [196, 6], [88, 95], [95, 96], [96, 88], [138, 172], [172, 136], [136, 138], [215, 58], [58, 172], [172, 215], [115, 48], [48, 219], [219, 115], [42, 80], [80, 81], [81, 42],
+  [195, 3], [3, 51], [51, 195], [43, 146], [146, 61], [61, 43], [171, 175], [175, 199], [199, 171], [81, 82], [82, 38], [38, 81], [53, 46], [46, 225], [225, 53], [144, 163], [163, 110], [110, 144],
+  [52, 65], [65, 66], [66, 52], [229, 228], [228, 117], [117, 229], [34, 127], [127, 234], [234, 34], [107, 108], [108, 69], [69, 107], [109, 108], [108, 151], [151, 109], [48, 64], [64, 235], [235, 48],
+  [62, 78], [78, 191], [191, 62], [129, 209], [209, 126], [126, 129], [111, 35], [35, 143], [143, 111], [117, 123], [123, 50], [50, 117], [222, 65], [65, 52], [52, 222], [19, 125], [125, 141], [141, 19],
+  [221, 55], [55, 65], [65, 221], [3, 195], [195, 197], [197, 3], [25, 7], [7, 33], [33, 25], [220, 237], [237, 44], [44, 220], [70, 71], [71, 139], [139, 70], [122, 193], [193, 245], [245, 122],
+  [247, 130], [130, 33], [33, 247], [71, 21], [21, 162], [162, 71], [170, 169], [169, 150], [150, 170], [188, 174], [174, 196], [196, 188], [216, 186], [186, 92], [92, 216], [2, 97], [97, 167], [167, 2],
+  [141, 125], [125, 241], [241, 141], [164, 167], [167, 37], [37, 164], [72, 38], [38, 12], [12, 72], [38, 82], [82, 13], [13, 38], [63, 68], [68, 71], [71, 63], [226, 35], [35, 111], [111, 226],
+  [101, 50], [50, 205], [205, 101], [206, 92], [92, 165], [165, 206], [209, 198], [198, 217], [217, 209], [165, 167], [167, 97], [97, 165], [220, 115], [115, 218], [218, 220], [133, 112], [112, 243], [243, 133],
+  [239, 238], [238, 241], [241, 239], [214, 135], [135, 169], [169, 214], [190, 173], [173, 133], [133, 190], [171, 208], [208, 32], [32, 171], [125, 44], [44, 237], [237, 125], [86, 87], [87, 178], [178, 86],
+  [85, 86], [86, 179], [179, 85], [84, 85], [85, 180], [180, 84], [83, 84], [84, 181], [181, 83], [201, 83], [83, 182], [182, 201], [137, 93], [93, 132], [132, 137], [76, 62], [62, 183], [183, 76],
+  [61, 76], [76, 184], [184, 61], [57, 61], [61, 185], [185, 57], [212, 57], [57, 186], [186, 212], [214, 207], [207, 187], [187, 214], [34, 143], [143, 156], [156, 34], [79, 239], [239, 237], [237, 79],
+  [123, 137], [137, 177], [177, 123], [44, 1], [1, 4], [4, 44], [201, 194], [194, 32], [32, 201], [64, 102], [102, 129], [129, 64], [213, 215], [215, 138], [138, 213], [59, 166], [166, 219], [219, 59],
+  [242, 99], [99, 97], [97, 242], [2, 94], [94, 141], [141, 2], [75, 59], [59, 235], [235, 75], [24, 110], [110, 228], [228, 24], [25, 130], [130, 226], [226, 25], [23, 24], [24, 229], [229, 23],
+  [22, 23], [23, 230], [230, 22], [26, 22], [22, 231], [231, 26], [112, 26], [26, 232], [232, 112], [189, 190], [190, 243], [243, 189], [221, 56], [56, 190], [190, 221], [28, 56], [56, 221], [221, 28],
+  [27, 28], [28, 222], [222, 27], [29, 27], [27, 223], [223, 29], [30, 29], [29, 224], [224, 30], [247, 30], [30, 225], [225, 247], [238, 79], [79, 20], [20, 238], [166, 59], [59, 75], [75, 166],
+  [60, 75], [75, 240], [240, 60], [147, 177], [177, 215], [215, 147], [20, 79], [79, 166], [166, 20], [187, 147], [147, 213], [213, 187], [112, 233], [233, 244], [244, 112], [233, 128], [128, 245], [245, 233],
+  [128, 114], [114, 188], [188, 128], [114, 217], [217, 174], [174, 114], [131, 115], [115, 220], [220, 131], [217, 198], [198, 236], [236, 217], [198, 131], [131, 134], [134, 198], [177, 132], [132, 58], [58, 177],
+  [143, 35], [35, 124], [124, 143], [110, 163], [163, 7], [7, 110], [228, 110], [110, 25], [25, 228], [356, 389], [389, 368], [368, 356], [11, 302], [302, 267], [267, 11], [452, 350], [350, 349], [349, 452],
+  [302, 303], [303, 269], [269, 302], [357, 343], [343, 277], [277, 357], [452, 453], [453, 357], [357, 452], [333, 332], [332, 297], [297, 333], [175, 152], [152, 377], [377, 175], [347, 348], [348, 330], [330, 347],
+  [303, 304], [304, 270], [270, 303], [9, 336], [336, 337], [337, 9], [278, 279], [279, 360], [360, 278], [418, 262], [262, 431], [431, 418], [304, 408], [408, 409], [409, 304], [310, 415], [415, 407], [407, 310],
+  [270, 409], [409, 410], [410, 270], [450, 348], [348, 347], [347, 450], [422, 430], [430, 434], [434, 422], [313, 314], [314, 17], [17, 313], [306, 307], [307, 375], [375, 306], [387, 388], [388, 260], [260, 387],
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+  [304, 272], [272, 408], [408, 304], [395, 394], [394, 431], [431, 395], [378, 395], [395, 400], [400, 378], [296, 334], [334, 299], [299, 296], [6, 351], [351, 168], [168, 6], [376, 352], [352, 411], [411, 376],
+  [307, 325], [325, 320], [320, 307], [285, 295], [295, 336], [336, 285], [320, 319], [319, 404], [404, 320], [329, 330], [330, 349], [349, 329], [334, 293], [293, 333], [333, 334], [366, 323], [323, 447], [447, 366],
+  [316, 15], [15, 315], [315, 316], [331, 358], [358, 279], [279, 331], [317, 14], [14, 316], [316, 317], [8, 285], [285, 9], [9, 8], [277, 329], [329, 350], [350, 277], [253, 374], [374, 252], [252, 253],
+  [319, 318], [318, 403], [403, 319], [351, 6], [6, 419], [419, 351], [324, 318], [318, 325], [325, 324], [397, 367], [367, 365], [365, 397], [288, 435], [435, 397], [397, 288], [278, 344], [344, 439], [439, 278],
+  [310, 272], [272, 311], [311, 310], [248, 195], [195, 281], [281, 248], [375, 273], [273, 291], [291, 375], [175, 396], [396, 199], [199, 175], [312, 311], [311, 268], [268, 312], [276, 283], [283, 445], [445, 276],
+  [390, 373], [373, 339], [339, 390], [295, 282], [282, 296], [296, 295], [448, 449], [449, 346], [346, 448], [356, 264], [264, 454], [454, 356], [337, 336], [336, 299], [299, 337], [337, 338], [338, 151], [151, 337],
+  [294, 278], [278, 455], [455, 294], [308, 292], [292, 415], [415, 308], [429, 358], [358, 355], [355, 429], [265, 340], [340, 372], [372, 265], [352, 346], [346, 280], [280, 352], [295, 442], [442, 282], [282, 295],
+  [354, 19], [19, 370], [370, 354], [285, 441], [441, 295], [295, 285], [195, 248], [248, 197], [197, 195], [457, 440], [440, 274], [274, 457], [301, 300], [300, 368], [368, 301], [417, 351], [351, 465], [465, 417],
+  [251, 301], [301, 389], [389, 251], [394, 395], [395, 379], [379, 394], [399, 412], [412, 419], [419, 399], [410, 436], [436, 322], [322, 410], [326, 2], [2, 393], [393, 326], [354, 370], [370, 461], [461, 354],
+  [393, 164], [164, 267], [267, 393], [268, 302], [302, 12], [12, 268], [312, 268], [268, 13], [13, 312], [298, 293], [293, 301], [301, 298], [265, 446], [446, 340], [340, 265], [280, 330], [330, 425], [425, 280],
+  [322, 426], [426, 391], [391, 322], [420, 429], [429, 437], [437, 420], [393, 391], [391, 326], [326, 393], [344, 440], [440, 438], [438, 344], [458, 459], [459, 461], [461, 458], [364, 434], [434, 394], [394, 364],
+  [428, 396], [396, 262], [262, 428], [274, 354], [354, 457], [457, 274], [317, 316], [316, 402], [402, 317], [316, 315], [315, 403], [403, 316], [315, 314], [314, 404], [404, 315], [314, 313], [313, 405], [405, 314],
+  [313, 421], [421, 406], [406, 313], [323, 366], [366, 361], [361, 323], [292, 306], [306, 407], [407, 292], [306, 291], [291, 408], [408, 306], [291, 287], [287, 409], [409, 291], [287, 432], [432, 410], [410, 287],
+  [427, 434], [434, 411], [411, 427], [372, 264], [264, 383], [383, 372], [459, 309], [309, 457], [457, 459], [366, 352], [352, 401], [401, 366], [1, 274], [274, 4], [4, 1], [418, 421], [421, 262], [262, 418],
+  [331, 294], [294, 358], [358, 331], [435, 433], [433, 367], [367, 435], [392, 289], [289, 439], [439, 392], [328, 462], [462, 326], [326, 328], [94, 2], [2, 370], [370, 94], [289, 305], [305, 455], [455, 289],
+  [339, 254], [254, 448], [448, 339], [359, 255], [255, 446], [446, 359], [254, 253], [253, 449], [449, 254], [253, 252], [252, 450], [450, 253], [252, 256], [256, 451], [451, 252], [256, 341], [341, 452], [452, 256],
+  [414, 413], [413, 463], [463, 414], [286, 441], [441, 414], [414, 286], [286, 258], [258, 441], [441, 286], [258, 257], [257, 442], [442, 258], [257, 259], [259, 443], [443, 257], [259, 260], [260, 444], [444, 259],
+  [260, 467], [467, 445], [445, 260], [309, 459], [459, 250], [250, 309], [305, 289], [289, 290], [290, 305], [305, 290], [290, 460], [460, 305], [401, 376], [376, 435], [435, 401], [309, 250], [250, 392], [392, 309],
+  [376, 411], [411, 433], [433, 376], [453, 341], [341, 464], [464, 453], [357, 453], [453, 465], [465, 357], [343, 357], [357, 412], [412, 343], [437, 343], [343, 399], [399, 437], [344, 360], [360, 440], [440, 344],
+  [420, 437], [437, 456], [456, 420], [360, 420], [420, 363], [363, 360], [361, 401], [401, 288], [288, 361], [265, 372], [372, 353], [353, 265], [390, 339], [339, 249], [249, 390], [339, 448], [448, 255], [255, 339],
+];
+
+function connectionsToIndices(connections: PairArray) {
+  const indices = connections.map((connection) => connection[0]);
+  indices.push(connections[connections.length - 1][1]);
+  return indices;
+}
+
+export const MEDIAPIPE_FACE_MESH_KEYPOINTS_BY_CONTOUR = {
+  lips: connectionsToIndices(LIPS_CONNECTIONS),
+  leftEye: connectionsToIndices(LEFT_EYE_CONNECTIONS),
+  leftEyebrow: connectionsToIndices(LEFT_EYEBROW_CONNECTIONS),
+  leftIris: connectionsToIndices(LEFT_IRIS_CONNECTIONS),
+  rightEye: connectionsToIndices(RIGHT_EYE_CONNECTIONS),
+  rightEyebrow: connectionsToIndices(RIGHT_EYEBROW_CONNECTIONS),
+  rightIris: connectionsToIndices(RIGHT_IRIS_CONNECTIONS),
+  faceOval: connectionsToIndices(FACE_OVAL_CONNECTIONS),
+};
+
+const indexLabelPairs: Array<[number, string]> = Object.entries(MEDIAPIPE_FACE_MESH_KEYPOINTS_BY_CONTOUR)
+  .map(([label, indices]) => indices.map((index) => [index, label] as [number, string]))
+  .flat();
+
+export const MEDIAPIPE_FACE_MESH_KEYPOINTS = new Map(indexLabelPairs);
+
+type AssignAverage = number[];
+export interface LandmarksRefinementConfig {
+  indexesMapping: number[]; // Maps indexes of the given set of landmarks to indexes of the resulting set of landmarks. Should be non empty and contain the same amount of indexes as landmarks in the corresponding input
+  zRefinement: 'none'|'copy'|AssignAverage; // Z refinement instructions.
+}
+
+export const LANDMARKS_REFINEMENT_LIPS_CONFIG = [
+  61, 146, 91, 181, 84, 17, 314, 405, 321, 375, 291, // Lower outer.
+  185, 40, 39, 37, 0, 267, 269, 270, 409, // Upper outer(excluding corners).
+  78, 95, 88, 178, 87, 14, 317, 402, 318, 324, 308, // Lower inner.
+  191, 80, 81, 82, 13, 312, 311, 310, 415, // Upper inner(excluding corners).
+  76, 77, 90, 180, 85, 16, 315, 404, 320, 307, 306, // Lower semi - outer.
+  184, 74, 73, 72, 11, 302, 303, 304, 408, // Upper semi - outer(excluding corners).
+  62, 96, 89, 179, 86, 15, 316, 403, 319, 325, 292, // Lower semi - inner.
+  183, 42, 41, 38, 12, 268, 271, 272, 407, // Upper semi - inner(excluding corners).
+];
+
+export const LANDMARKS_REFINEMENT_LEFT_EYE_CONFIG = [
+  33, 7, 163, 144, 145, 153, 154, 155, 133, // Lower contour.
+  246, 161, 160, 159, 158, 157, 173, // upper contour (excluding corners).
+  130, 25, 110, 24, 23, 22, 26, 112, 243, // Halo x2 lower contour.
+  247, 30, 29, 27, 28, 56, 190, // Halo x2 upper contour (excluding corners).
+  226, 31, 228, 229, 230, 231, 232, 233, 244, // Halo x3 lower contour.
+  113, 225, 224, 223, 222, 221, 189, // Halo x3 upper contour (excluding corners).
+  35, 124, 46, 53, 52, 65, // Halo x4 upper contour (no lower because of mesh structure) or eyebrow inner contour.
+  143, 111, 117, 118, 119, 120, 121, 128, 245, // Halo x5 lower contour.
+  156, 70, 63, 105, 66, 107, 55, 193, // Halo x5 upper contour (excluding corners) or eyebrow outer contour.
+];
+
+export const LANDMARKS_REFINEMENT_RIGHT_EYE_CONFIG = [
+  263, 249, 390, 373, 374, 380, 381, 382, 362, // Lower contour.
+  466, 388, 387, 386, 385, 384, 398, // Upper contour (excluding corners).
+  359, 255, 339, 254, 253, 252, 256, 341, 463, // Halo x2 lower contour.
+  467, 260, 259, 257, 258, 286, 414, // Halo x2 upper contour (excluding corners).
+  446, 261, 448, 449, 450, 451, 452, 453, 464, // Halo x3 lower contour.
+  342, 445, 444, 443, 442, 441, 413, // Halo x3 upper contour (excluding corners).
+  265, 353, 276, 283, 282, 295, // Halo x4 upper contour (no lower because of mesh structure) or/ eyebrow inner contour.
+  372, 340, 346, 347, 348, 349, 350, 357, 465, // Halo x5 lower contour.
+  383, 300, 293, 334, 296, 336, 285, 417, // Halo x5 upper contour (excluding corners) or eyebrow outer contour.
+];
+
+export const LANDMARKS_REFINEMENT_LEFT_IRIS_CONFIG = [
+  468, // Center.
+  469, // Iris right edge.
+  470, // Iris top edge.
+  471, // Iris left edge.
+  472, // Iris bottom edge.
+];
+/*
+zRefinement: [
+  33, 7, 163, 144, 145, 153, 154, 155, 133, // Lower contour.
+  246, 161, 160, 159, 158, 157, 173, // Upper contour (excluding corners).
+];
+*/
+
+export const LANDMARKS_REFINEMENT_RIGHT_IRIS_CONFIG = [
+  473, // Center.
+  474, // Iris right edge.
+  475, // Iris top edge.
+  476, // Iris left edge.
+  477, // Iris bottom edge.
+];
+/*
+zRefinement: [
+  263, 249, 390, 373, 374, 380, 381, 382, 362, // Lower contour.
+  466, 388, 387, 386, 385, 384, 398, // Upper contour (excluding corners).
+];
+*/
diff --git a/src/face/facemesh.ts b/src/face/facemesh.ts
index 88f4436d..4e092eae 100644
--- a/src/face/facemesh.ts
+++ b/src/face/facemesh.ts
@@ -86,11 +86,11 @@ export async function predict(input: Tensor, config: Config): Promise<FaceResult
       if (config.debug) log('face mesh detection requested, but model is not loaded');
     } else { // mesh enabled
       const results = model.execute(face.tensor as Tensor) as Array<Tensor>;
-      const confidence = results.find((t) => t.shape[t.shape.length - 1] === 1) as Tensor;
-      const contourCoords = results.find((t) => t.shape[t.shape.length - 1] === 1404) as Tensor;
-      const faceConfidence = await confidence.data();
+      const confidenceT = results.find((t) => t.shape[t.shape.length - 1] === 1) as Tensor;
+      const meshT = results.find((t) => t.shape[t.shape.length - 1] === 1404) as Tensor;
+      const faceConfidence = confidenceT.dataSync();
       face.faceScore = Math.round(100 * faceConfidence[0]) / 100;
-      const coordsReshaped = tf.reshape(contourCoords, [-1, 3]);
+      const coordsReshaped = tf.reshape(meshT, [-1, 3]);
       let rawCoords = await coordsReshaped.array();
       if (face.faceScore < (config.face.detector?.minConfidence || 1)) { // low confidence in detected mesh
         box.confidence = face.faceScore; // reset confidence of cached box
@@ -133,6 +133,11 @@ export async function predict(input: Tensor, config: Config): Promise<FaceResult
 
 export async function load(config: Config): Promise<GraphModel> {
   if (env.initial) model = null;
+  // @ts-ignore private property
+  if (config?.face?.attention?.enabled && model?.signature) {
+    // @ts-ignore private property
+    if (Object.keys(model?.signature?.outputs || {}).length < 6) model = null;
+  }
   if (!model) {
     if (config.face.attention?.enabled) model = await loadModel(config.face.attention?.modelPath);
     else model = await loadModel(config.face.mesh?.modelPath);
diff --git a/src/face/facemeshcoords.ts b/src/face/facemeshcoords.ts
index a6d9ee3d..5c4e39b2 100644
--- a/src/face/facemeshcoords.ts
+++ b/src/face/facemeshcoords.ts
@@ -9,10 +9,18 @@ export const meshAnnotations: Record<string, number[]> = {
     397, 365, 379, 378, 400, 377, 152, 148, 176, 149, 150, 136,
     172, 58, 132, 93, 234, 127, 162, 21, 54, 103, 67, 109,
   ],
-  lipsUpperOuter: [61, 185, 40, 39, 37, 0, 267, 269, 270, 409, 291], // 11
-  lipsLowerOuter: [146, 91, 181, 84, 17, 314, 405, 321, 375, 291], // 10
-  lipsUpperInner: [78, 191, 80, 81, 82, 13, 312, 311, 310, 415, 308], // 11
-  lipsLowerInner: [78, 95, 88, 178, 87, 14, 317, 402, 318, 324, 308], // 11
+  // lipsUpperOuter: [61, 185, 40, 39, 37, 0, 267, 269, 270, 409, 291], // 11
+  // lipsLowerOuter: [146, 91, 181, 84, 17, 314, 405, 321, 375, 291], // 10
+  // lipsUpperInner: [78, 191, 80, 81, 82, 13, 312, 311, 310, 415, 308], // 11
+  // lipsLowerInner: [78, 95, 88, 178, 87, 14, 317, 402, 318, 324, 308], // 11
+  lipsUpperOuter: [185, 40, 39, 37, 0, 267, 269, 270, 409],
+  lipsLowerOuter: [61, 146, 91, 181, 84, 17, 314, 405, 321, 375, 291],
+  lipsUpperInner: [191, 80, 81, 82, 13, 312, 311, 310, 415],
+  lipsLowerInner: [78, 95, 88, 178, 87, 14, 317, 402, 318, 324, 308],
+  lipsLowerSemiOuter: [76, 77, 90, 180, 85, 16, 315, 404, 320, 307, 306],
+  lipsUpperSemiOuter: [184, 74, 73, 72, 11, 302, 303, 304, 408],
+  lipsLowerSemiInner: [62, 96, 89, 179, 86, 15, 316, 403, 319, 325, 292],
+  lipsUpperSemiInner: [183, 42, 41, 38, 12, 268, 271, 272, 407],
   rightEyeUpper0: [246, 161, 160, 159, 158, 157, 173], // 7
   rightEyeLower0: [33, 7, 163, 144, 145, 153, 154, 155, 133], // 9
   rightEyeUpper1: [247, 30, 29, 27, 28, 56, 190], // 7
diff --git a/test/build.log b/test/build.log
index 691cca72..48d33b9f 100644
--- a/test/build.log
+++ b/test/build.log
@@ -1,24 +1,25 @@
-2022-05-24 07:19:41 INFO:  Application: {"name":"@vladmandic/human","version":"2.7.3"} 
-2022-05-24 07:19:41 INFO:  Environment: {"profile":"production","config":".build.json","package":"package.json","tsconfig":true,"eslintrc":true,"git":true} 
-2022-05-24 07:19:41 INFO:  Toolchain: {"build":"0.7.3","esbuild":"0.14.39","typescript":"4.6.4","typedoc":"0.22.15","eslint":"8.16.0"} 
-2022-05-24 07:19:41 INFO:  Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]} 
-2022-05-24 07:19:41 STATE: Clean: {"locations":["dist/*","types/lib/*","typedoc/*"]} 
-2022-05-24 07:19:41 STATE: Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":102,"outputBytes":595} 
-2022-05-24 07:19:41 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":72,"inputBytes":607902,"outputBytes":298472} 
-2022-05-24 07:19:41 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":599} 
-2022-05-24 07:19:41 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":72,"inputBytes":607906,"outputBytes":298476} 
-2022-05-24 07:19:41 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":651} 
-2022-05-24 07:19:41 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":72,"inputBytes":607958,"outputBytes":298526} 
-2022-05-24 07:19:41 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":358} 
-2022-05-24 07:19:41 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":1032,"outputBytes":583} 
-2022-05-24 07:19:41 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":72,"inputBytes":607890,"outputBytes":297382} 
-2022-05-24 07:19:41 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":110,"outputBytes":1353306} 
-2022-05-24 07:19:41 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":72,"inputBytes":1960613,"outputBytes":1649734} 
-2022-05-24 07:19:41 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":72,"inputBytes":1960613,"outputBytes":2133419} 
-2022-05-24 07:19:46 STATE: Typings: {"input":"src/human.ts","output":"types/lib","files":114} 
-2022-05-24 07:19:48 STATE: TypeDoc: {"input":"src/human.ts","output":"typedoc","objects":73,"generated":true} 
-2022-05-24 07:19:48 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":5967,"outputBytes":2980} 
-2022-05-24 07:19:48 STATE: Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":15174,"outputBytes":7820} 
-2022-05-24 07:19:55 STATE: Lint: {"locations":["*.json","src/**/*.ts","test/**/*.js","demo/**/*.js"],"files":104,"errors":0,"warnings":0} 
-2022-05-24 07:19:56 STATE: ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"} 
-2022-05-24 07:19:56 INFO:  Done... 
+2022-05-29 21:08:33 INFO:  Application: {"name":"@vladmandic/human","version":"2.8.0"} 
+2022-05-29 21:08:33 INFO:  Environment: {"profile":"production","config":".build.json","package":"package.json","tsconfig":true,"eslintrc":true,"git":true} 
+2022-05-29 21:08:33 INFO:  Toolchain: {"build":"0.7.3","esbuild":"0.14.42","typescript":"4.7.2","typedoc":"0.22.15","eslint":"8.16.0"} 
+2022-05-29 21:08:33 INFO:  Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]} 
+2022-05-29 21:08:33 STATE: Clean: {"locations":["dist/*","types/lib/*","typedoc/*"]} 
+2022-05-29 21:08:33 STATE: Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":102,"outputBytes":595} 
+2022-05-29 21:08:33 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":73,"inputBytes":641913,"outputBytes":300409} 
+2022-05-29 21:08:33 STATE: Compile: {"name":"tfjs/nodejs/gpu","format":"cjs","platform":"node","input":"tfjs/tf-node-gpu.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":110,"outputBytes":599} 
+2022-05-29 21:08:33 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":73,"inputBytes":641917,"outputBytes":300413} 
+2022-05-29 21:08:33 STATE: Compile: {"name":"tfjs/nodejs/wasm","format":"cjs","platform":"node","input":"tfjs/tf-node-wasm.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":149,"outputBytes":651} 
+2022-05-29 21:08:33 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":73,"inputBytes":641969,"outputBytes":300463} 
+2022-05-29 21:08:33 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} 
+2022-05-29 21:08:33 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} 
+2022-05-29 21:08:33 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":73,"inputBytes":641901,"outputBytes":299319} 
+2022-05-29 21:08:34 STATE: Compile: {"name":"tfjs/browser/esm/custom","format":"esm","platform":"browser","input":"tfjs/tf-custom.ts","output":"dist/tfjs.esm.js","files":1,"inputBytes":110,"outputBytes":1354096} 
+2022-05-29 21:08:34 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":73,"inputBytes":1995414,"outputBytes":1652490} 
+2022-05-29 21:08:34 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":73,"inputBytes":1995414,"outputBytes":2138654} 
+2022-05-29 21:08:40 STATE: Typings: {"input":"src/human.ts","output":"types/lib","files":116} 
+2022-05-29 21:08:40 WARN:  You are running with an unsupported TypeScript version! This may work, or it might break. TypeDoc supports 4.0, 4.1, 4.2, 4.3, 4.4, 4.5, 4.6 
+2022-05-29 21:08:42 STATE: TypeDoc: {"input":"src/human.ts","output":"typedoc","objects":73,"generated":true} 
+2022-05-29 21:08:42 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":6056,"outputBytes":3008} 
+2022-05-29 21:08:42 STATE: Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":15174,"outputBytes":7820} 
+2022-05-29 21:08:50 STATE: Lint: {"locations":["*.json","src/**/*.ts","test/**/*.js","demo/**/*.js"],"files":105,"errors":0,"warnings":0} 
+2022-05-29 21:08:50 STATE: ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"} 
+2022-05-29 21:08:50 INFO:  Done... 
diff --git a/test/test-main.js b/test/test-main.js
index 3d3eb2d0..1af9322b 100644
--- a/test/test-main.js
+++ b/test/test-main.js
@@ -150,7 +150,7 @@ async function verifyDetails(human) {
   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 < 80, '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 < 90, '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);
@@ -165,7 +165,7 @@ async function verifyDetails(human) {
     verify(hand.score > 0.5 && hand.boxScore > 0.5 && hand.fingerScore > 0.5 && hand.box.length === 4 && hand.boxRaw.length === 4 && hand.label === 'point', 'details hand', hand.boxScore, hand.fingerScore, hand.label);
     verify(hand.keypoints.length === 21 && Object.keys(hand.landmarks).length === 5 && Object.keys(hand.annotations).length === 7, 'details hand arrays', hand.keypoints.length, Object.keys(hand.landmarks).length, Object.keys(hand.annotations).length);
   }
-  verify(res.gesture.length === 6, 'details gesture length', res.gesture.length);
+  verify(res.gesture.length >= 6, 'details gesture length', res.gesture.length);
   verify(res.gesture[0].gesture === 'facing right', 'details gesture first', res.gesture[0]);
   verify(res.object.length === 1, 'details object length', res.object.length);
   for (const obj of res.object) {
@@ -252,7 +252,7 @@ async function test(Human, inputConfig) {
   // test model loading
   log('info', 'test: model load');
   await human.load();
-  const models = Object.keys(human.models).map((model) => ({ name: model, loaded: (human.models[model] !== null) }));
+  const models = Object.keys(human.models).map((model) => ({ name: model, loaded: (human.models[model] !== null), url: human.models[model] ? human.models[model].modelUrl : null }));
   const loaded = models.filter((model) => model.loaded);
   if (models.length === 22 && loaded.length === 12) log('state', 'passed: models loaded', models.length, loaded.length, models);
   else log('error', 'failed: models loaded', models.length, loaded.length, models);
@@ -274,7 +274,7 @@ async function test(Human, inputConfig) {
   else log('state', 'passed: warmup face result match');
   config.warmup = 'body';
   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);
+  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 },
@@ -318,6 +318,14 @@ 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');
+  human.models.facemesh = null; // unload model
+  config.face.attention = { enabled: true };
+  res = await testDetect(human, 'samples/in/ai-face.jpg', 'default');
+  */
+
   // test face similarity
   log('info', 'test face similarity');
   human.reset();
diff --git a/test/test.log b/test/test.log
index e4b16108..48d1bcf7 100644
--- a/test/test.log
+++ b/test/test.log
@@ -1,684 +1,684 @@
-2022-05-24 07:19:59 INFO:  @vladmandic/human version 2.7.3 
-2022-05-24 07:19:59 INFO:  User: vlado Platform: linux Arch: x64 Node: v16.15.0 
-2022-05-24 07:19:59 INFO:  tests: ["test-node.js","test-node-gpu.js","test-node-wasm.js"] 
-2022-05-24 07:19:59 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"] 
-2022-05-24 07:19:59 INFO:  
-2022-05-24 07:19:59 INFO:  test-node.js start 
-2022-05-24 07:19:59 INFO:  test-node.js test: configuration validation 
-2022-05-24 07:19:59 STATE: test-node.js passed: configuration default validation [] 
-2022-05-24 07:19:59 STATE: test-node.js passed: configuration invalid validation [{"reason":"unknown property","where":"config.invalid = true"}] 
-2022-05-24 07:19:59 INFO:  test-node.js test: model load 
-2022-05-24 07:20:00 STATE: test-node.js passed: models loaded 22 12 [{"name":"ssrnetage","loaded":false},{"name":"gear","loaded":false},{"name":"blazeposedetect","loaded":false},{"name":"blazepose","loaded":false},{"name":"centernet","loaded":true},{"name":"efficientpose","loaded":false},{"name":"mobilefacenet","loaded":false},{"name":"emotion","loaded":true},{"name":"facedetect","loaded":true},{"name":"faceiris","loaded":true},{"name":"facemesh","loaded":true},{"name":"faceres","loaded":true},{"name":"ssrnetgender","loaded":false},{"name":"handpose","loaded":false},{"name":"handskeleton","loaded":true},{"name":"handtrack","loaded":true},{"name":"liveness","loaded":true},{"name":"movenet","loaded":true},{"name":"nanodet","loaded":false},{"name":"posenet","loaded":false},{"name":"segmentation","loaded":true},{"name":"antispoof","loaded":true}] 
-2022-05-24 07:20:00 INFO:  test-node.js test: warmup 
-2022-05-24 07:20:00 STATE: test-node.js passed: create human 
-2022-05-24 07:20:00 INFO:  test-node.js human version: 2.7.3 
-2022-05-24 07:20:00 INFO:  test-node.js platform: linux x64 agent: NodeJS v16.15.0 
-2022-05-24 07:20:00 INFO:  test-node.js tfjs version: 3.18.0 
-2022-05-24 07:20:00 INFO:  test-node.js tensorflow binding version: 2.7.0-dev20211101 
-2022-05-24 07:20:00 STATE: test-node.js passed: set backend: tensorflow 
-2022-05-24 07:20:00 STATE: test-node.js tensors 1919 
-2022-05-24 07:20:00 STATE: test-node.js passed: load models 
-2022-05-24 07:20:00 STATE: test-node.js  result: defined models: 22 loaded models: 12 
-2022-05-24 07:20:00 STATE: test-node.js passed: warmup: none default 
-2022-05-24 07:20:00 DATA:  test-node.js  result: face: 0 body: 0 hand: 0 gesture: 0 object: 0 person: 0 {} {} {} 
-2022-05-24 07:20:00 DATA:  test-node.js  result: performance: load: null total: null 
-2022-05-24 07:20:00 STATE: test-node.js passed: warmup none result match 
-2022-05-24 07:20:00 STATE: test-node.js event: image 
-2022-05-24 07:20:00 STATE: test-node.js event: detect 
-2022-05-24 07:20:00 STATE: test-node.js event: warmup 
-2022-05-24 07:20:00 STATE: test-node.js passed: warmup: face default 
-2022-05-24 07:20:00 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} 
-2022-05-24 07:20:00 DATA:  test-node.js  result: performance: load: null total: 337 
-2022-05-24 07:20:00 STATE: test-node.js passed: warmup face result match 
-2022-05-24 07:20:00 STATE: test-node.js event: image 
-2022-05-24 07:20:00 STATE: test-node.js event: detect 
-2022-05-24 07:20:00 STATE: test-node.js event: warmup 
-2022-05-24 07:20:00 STATE: test-node.js passed: warmup: body default 
-2022-05-24 07:20:00 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:00 DATA:  test-node.js  result: performance: load: null total: 241 
-2022-05-24 07:20:00 STATE: test-node.js passed: warmup body result match 
-2022-05-24 07:20:00 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"},{"hand":0,"gesture":"pinky forward"},{"hand":0,"gesture":"palm up"},{"hand":0,"gesture":"open palm"},{"iris":0,"gesture":"looking right"},{"iris":0,"gesture":"looking up"}]} 
-2022-05-24 07:20:00 INFO:  test-node.js test: details verification 
-2022-05-24 07:20:00 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-05-24 07:20:00 STATE: test-node.js event: image 
-2022-05-24 07:20:01 STATE: test-node.js event: detect 
-2022-05-24 07:20:01 STATE: test-node.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:01 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:01 DATA:  test-node.js  result: performance: load: null total: 224 
-2022-05-24 07:20:01 STATE: test-node.js passed: details face length 1 
-2022-05-24 07:20:01 STATE: test-node.js passed: details face score 1 0.93 1 
-2022-05-24 07:20:01 STATE: test-node.js passed: details face age/gender 23.7 female 0.97 73.26 
-2022-05-24 07:20:01 STATE: test-node.js passed: details face arrays 4 478 1024 
-2022-05-24 07:20:01 STATE: test-node.js passed: details face emotion 2 {"score":0.59,"emotion":"angry"} 
-2022-05-24 07:20:01 STATE: test-node.js passed: details face anti-spoofing 0.79 
-2022-05-24 07:20:01 STATE: test-node.js passed: details face liveness 0.83 
-2022-05-24 07:20:01 STATE: test-node.js passed: details body length 1 
-2022-05-24 07:20:01 STATE: test-node.js passed: details body 0.92 17 6 
-2022-05-24 07:20:01 STATE: test-node.js passed: details hand length 1 
-2022-05-24 07:20:01 STATE: test-node.js passed: details hand 0.51 0.73 point 
-2022-05-24 07:20:01 STATE: test-node.js passed: details hand arrays 21 5 7 
-2022-05-24 07:20:01 STATE: test-node.js passed: details gesture length 6 
-2022-05-24 07:20:01 STATE: test-node.js passed: details gesture first {"face":0,"gesture":"facing right"} 
-2022-05-24 07:20:01 STATE: test-node.js passed: details object length 1 
-2022-05-24 07:20:01 STATE: test-node.js passed: details object 0.72 person 
-2022-05-24 07:20:01 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,4] {"checksum":1371996928} 
-2022-05-24 07:20:01 STATE: test-node.js event: image 
-2022-05-24 07:20:01 STATE: test-node.js event: detect 
-2022-05-24 07:20:01 STATE: test-node.js passed: tensor shape: [1,1200,1200,4] dtype: float32 
-2022-05-24 07:20:01 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1200,1200,4] {"checksum":1371996928} 
-2022-05-24 07:20:01 STATE: test-node.js event: image 
-2022-05-24 07:20:01 STATE: test-node.js event: detect 
-2022-05-24 07:20:01 STATE: test-node.js passed: tensor shape: [1200,1200,4] dtype: float32 
-2022-05-24 07:20:02 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-05-24 07:20:02 STATE: test-node.js event: image 
-2022-05-24 07:20:02 STATE: test-node.js event: detect 
-2022-05-24 07:20:02 STATE: test-node.js passed: tensor shape: [1,1200,1200,3] dtype: float32 
-2022-05-24 07:20:02 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1200,1200,3] {"checksum":1004796864} 
-2022-05-24 07:20:02 STATE: test-node.js event: image 
-2022-05-24 07:20:02 STATE: test-node.js event: detect 
-2022-05-24 07:20:02 STATE: test-node.js passed: tensor shape: [1200,1200,3] dtype: float32 
-2022-05-24 07:20:02 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,4] {"checksum":1371996871} 
-2022-05-24 07:20:02 STATE: test-node.js event: image 
-2022-05-24 07:20:03 STATE: test-node.js event: detect 
-2022-05-24 07:20:03 STATE: test-node.js passed: tensor shape: [1,1200,1200,4] dtype: int32 
-2022-05-24 07:20:03 INFO:  test-node.js test default 
-2022-05-24 07:20:03 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-05-24 07:20:03 STATE: test-node.js event: image 
-2022-05-24 07:20:03 STATE: test-node.js event: detect 
-2022-05-24 07:20:03 STATE: test-node.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:03 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:03 DATA:  test-node.js  result: performance: load: null total: 215 
-2022-05-24 07:20:03 STATE: test-node.js passed: default result face match 1 female 0.97 
-2022-05-24 07:20:03 INFO:  test-node.js test sync 
-2022-05-24 07:20:03 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-05-24 07:20:03 STATE: test-node.js event: image 
-2022-05-24 07:20:03 STATE: test-node.js event: detect 
-2022-05-24 07:20:03 STATE: test-node.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:03 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:03 DATA:  test-node.js  result: performance: load: null total: 220 
-2022-05-24 07:20:03 STATE: test-node.js passed: default sync 1 female 0.97 
-2022-05-24 07:20:03 INFO:  test-node.js test: image process 
-2022-05-24 07:20:03 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
-2022-05-24 07:20:03 STATE: test-node.js passed: image input null [1,256,256,3] 
-2022-05-24 07:20:03 INFO:  test-node.js test: image null 
-2022-05-24 07:20:03 STATE: test-node.js passed: invalid input could not convert input to tensor 
-2022-05-24 07:20:03 INFO:  test-node.js test face similarity 
-2022-05-24 07:20:03 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
-2022-05-24 07:20:03 STATE: test-node.js event: image 
-2022-05-24 07:20:04 STATE: test-node.js event: detect 
-2022-05-24 07:20:04 STATE: test-node.js passed: detect: samples/in/ai-face.jpg default 
-2022-05-24 07:20:04 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} 
-2022-05-24 07:20:04 DATA:  test-node.js  result: performance: load: null total: 189 
-2022-05-24 07:20:04 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-05-24 07:20:04 STATE: test-node.js event: image 
-2022-05-24 07:20:04 STATE: test-node.js event: detect 
-2022-05-24 07:20:04 STATE: test-node.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:04 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:04 DATA:  test-node.js  result: performance: load: null total: 205 
-2022-05-24 07:20:04 STATE: test-node.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289024} 
-2022-05-24 07:20:04 STATE: test-node.js event: image 
-2022-05-24 07:20:04 STATE: test-node.js event: detect 
-2022-05-24 07:20:04 STATE: test-node.js passed: detect: samples/in/ai-upper.jpg default 
-2022-05-24 07:20:04 DATA:  test-node.js  result: face: 1 body: 1 hand: 0 gesture: 3 object: 1 person: 1 {"score":1,"age":23.5,"gender":"female"} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":7} 
-2022-05-24 07:20:04 DATA:  test-node.js  result: performance: load: null total: 172 
-2022-05-24 07:20:04 STATE: test-node.js passed: face descriptor 
-2022-05-24 07:20:04 STATE: test-node.js passed: face similarity {"similarity":[1,0.44727452329649126,0.5567935850640406],"descriptors":[1024,1024,1024]} 
-2022-05-24 07:20:04 INFO:  test-node.js test face matching 
-2022-05-24 07:20:04 STATE: test-node.js passed: face database 40 
-2022-05-24 07:20:04 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}} 
-2022-05-24 07:20:04 INFO:  test-node.js test object 
-2022-05-24 07:20:04 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-05-24 07:20:04 STATE: test-node.js event: image 
-2022-05-24 07:20:05 STATE: test-node.js event: detect 
-2022-05-24 07:20:05 STATE: test-node.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:05 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:05 DATA:  test-node.js  result: performance: load: null total: 195 
-2022-05-24 07:20:05 STATE: test-node.js passed: object result match 
-2022-05-24 07:20:05 INFO:  test-node.js test sensitive 
-2022-05-24 07:20:05 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-05-24 07:20:05 STATE: test-node.js event: image 
-2022-05-24 07:20:05 STATE: test-node.js event: detect 
-2022-05-24 07:20:05 STATE: test-node.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:05 DATA:  test-node.js  result: face: 1 body: 1 hand: 2 gesture: 8 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:05 DATA:  test-node.js  result: performance: load: null total: 221 
-2022-05-24 07:20:05 STATE: test-node.js passed: sensitive result match 
-2022-05-24 07:20:05 STATE: test-node.js passed: sensitive face result match 
-2022-05-24 07:20:05 STATE: test-node.js passed: sensitive face emotion result [{"score":0.59,"emotion":"angry"},{"score":0.29,"emotion":"fear"}] 
-2022-05-24 07:20:05 STATE: test-node.js passed: sensitive body result match 
-2022-05-24 07:20:05 STATE: test-node.js passed: sensitive hand result match 
-2022-05-24 07:20:05 INFO:  test-node.js test detectors 
-2022-05-24 07:20:05 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-05-24 07:20:05 STATE: test-node.js event: image 
-2022-05-24 07:20:05 STATE: test-node.js event: detect 
-2022-05-24 07:20:05 STATE: test-node.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:05 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:05 DATA:  test-node.js  result: performance: load: null total: 131 
-2022-05-24 07:20:05 STATE: test-node.js passed: detector result face match 
-2022-05-24 07:20:05 STATE: test-node.js passed: detector result hand match 
-2022-05-24 07:20:05 INFO:  test-node.js test: multi-instance 
-2022-05-24 07:20:05 STATE: test-node.js event: image 
-2022-05-24 07:20:05 STATE: test-node.js event: detect 
-2022-05-24 07:20:05 STATE: test-node.js passed: detect: random default 
-2022-05-24 07:20:05 DATA:  test-node.js  result: face: 0 body: 1 hand: 0 gesture: 0 object: 0 person: 0 {} {} {"score":0.06,"keypoints":15} 
-2022-05-24 07:20:05 DATA:  test-node.js  result: performance: load: null total: 148 
-2022-05-24 07:20:05 INFO:  test-node.js test: first instance 
-2022-05-24 07:20:06 STATE: test-node.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289024} 
-2022-05-24 07:20:06 STATE: test-node.js passed: detect: samples/in/ai-upper.jpg default 
-2022-05-24 07:20:06 DATA:  test-node.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
-2022-05-24 07:20:06 DATA:  test-node.js  result: performance: load: null total: 139 
-2022-05-24 07:20:06 INFO:  test-node.js test: second instance 
-2022-05-24 07:20:06 STATE: test-node.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289024} 
-2022-05-24 07:20:06 STATE: test-node.js passed: detect: samples/in/ai-upper.jpg default 
-2022-05-24 07:20:06 DATA:  test-node.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
-2022-05-24 07:20:06 DATA:  test-node.js  result: performance: load: null total: 132 
-2022-05-24 07:20:06 INFO:  test-node.js test: concurrent 
-2022-05-24 07:20:06 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
-2022-05-24 07:20:06 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
-2022-05-24 07:20:06 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-05-24 07:20:06 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-05-24 07:20:06 STATE: test-node.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289024} 
-2022-05-24 07:20:06 STATE: test-node.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289024} 
-2022-05-24 07:20:06 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
-2022-05-24 07:20:07 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-05-24 07:20:07 STATE: test-node.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289024} 
-2022-05-24 07:20:07 STATE: test-node.js event: image 
-2022-05-24 07:20:07 STATE: test-node.js event: image 
-2022-05-24 07:20:07 STATE: test-node.js event: image 
-2022-05-24 07:20:08 STATE: test-node.js passed: detect: samples/in/ai-upper.jpg default 
-2022-05-24 07:20:08 DATA:  test-node.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
-2022-05-24 07:20:08 DATA:  test-node.js  result: performance: load: null total: 1292 
-2022-05-24 07:20:08 STATE: test-node.js passed: detect: samples/in/ai-upper.jpg default 
-2022-05-24 07:20:08 DATA:  test-node.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
-2022-05-24 07:20:08 DATA:  test-node.js  result: performance: load: null total: 1292 
-2022-05-24 07:20:08 STATE: test-node.js passed: detect: samples/in/ai-face.jpg default 
-2022-05-24 07:20:08 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 2 object: 1 person: 1 {"score":0.91} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":17} 
-2022-05-24 07:20:08 DATA:  test-node.js  result: performance: load: null total: 1401 
-2022-05-24 07:20:08 STATE: test-node.js passed: detect: samples/in/ai-face.jpg default 
-2022-05-24 07:20:08 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 2 object: 1 person: 1 {"score":0.91} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":17} 
-2022-05-24 07:20:08 DATA:  test-node.js  result: performance: load: null total: 1401 
-2022-05-24 07:20:08 STATE: test-node.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:08 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:08 DATA:  test-node.js  result: performance: load: null total: 1401 
-2022-05-24 07:20:08 STATE: test-node.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:08 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:08 DATA:  test-node.js  result: performance: load: null total: 1401 
-2022-05-24 07:20:08 STATE: test-node.js event: detect 
-2022-05-24 07:20:08 STATE: test-node.js passed: detect: samples/in/ai-upper.jpg default 
-2022-05-24 07:20:08 DATA:  test-node.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
-2022-05-24 07:20:08 DATA:  test-node.js  result: performance: load: null total: 1174 
-2022-05-24 07:20:08 STATE: test-node.js event: detect 
-2022-05-24 07:20:08 STATE: test-node.js event: detect 
-2022-05-24 07:20:08 STATE: test-node.js passed: detect: samples/in/ai-face.jpg default 
-2022-05-24 07:20:08 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 2 object: 1 person: 1 {"score":0.91} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":17} 
-2022-05-24 07:20:08 DATA:  test-node.js  result: performance: load: null total: 1174 
-2022-05-24 07:20:08 STATE: test-node.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:08 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:08 DATA:  test-node.js  result: performance: load: null total: 1174 
-2022-05-24 07:20:08 INFO:  test-node.js test: monkey-patch 
-2022-05-24 07:20:08 STATE: test-node.js event: image 
-2022-05-24 07:20:08 STATE: test-node.js event: detect 
-2022-05-24 07:20:08 STATE: test-node.js passed: monkey patch 
-2022-05-24 07:20:08 STATE: test-node.js passed: segmentation [65536] 
-2022-05-24 07:20:08 STATE: test-node.js passeed: equal usage 
-2022-05-24 07:20:08 INFO:  test-node.js test: input compare 
-2022-05-24 07:20:08 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
-2022-05-24 07:20:08 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
-2022-05-24 07:20:08 STATE: test-node.js passed: image compare 0 23.275441687091504 
-2022-05-24 07:20:08 INFO:  test-node.js events: {"image":21,"detect":21,"warmup":2} 
-2022-05-24 07:20:08 INFO:  test-node.js tensors 1925 
-2022-05-24 07:20:08 INFO:  test-node.js test complete: 8641 ms 
-2022-05-24 07:20:08 INFO:  
-2022-05-24 07:20:08 INFO:  test-node-gpu.js start 
-2022-05-24 07:20:09 INFO:  test-node-gpu.js test: configuration validation 
-2022-05-24 07:20:09 STATE: test-node-gpu.js passed: configuration default validation [] 
-2022-05-24 07:20:09 STATE: test-node-gpu.js passed: configuration invalid validation [{"reason":"unknown property","where":"config.invalid = true"}] 
-2022-05-24 07:20:09 INFO:  test-node-gpu.js test: model load 
-2022-05-24 07:20:09 STATE: test-node-gpu.js passed: models loaded 22 12 [{"name":"ssrnetage","loaded":false},{"name":"gear","loaded":false},{"name":"blazeposedetect","loaded":false},{"name":"blazepose","loaded":false},{"name":"centernet","loaded":true},{"name":"efficientpose","loaded":false},{"name":"mobilefacenet","loaded":false},{"name":"emotion","loaded":true},{"name":"facedetect","loaded":true},{"name":"faceiris","loaded":true},{"name":"facemesh","loaded":true},{"name":"faceres","loaded":true},{"name":"ssrnetgender","loaded":false},{"name":"handpose","loaded":false},{"name":"handskeleton","loaded":true},{"name":"handtrack","loaded":true},{"name":"liveness","loaded":true},{"name":"movenet","loaded":true},{"name":"nanodet","loaded":false},{"name":"posenet","loaded":false},{"name":"segmentation","loaded":true},{"name":"antispoof","loaded":true}] 
-2022-05-24 07:20:09 INFO:  test-node-gpu.js test: warmup 
-2022-05-24 07:20:09 STATE: test-node-gpu.js passed: create human 
-2022-05-24 07:20:09 INFO:  test-node-gpu.js human version: 2.7.3 
-2022-05-24 07:20:09 INFO:  test-node-gpu.js platform: linux x64 agent: NodeJS v16.15.0 
-2022-05-24 07:20:09 INFO:  test-node-gpu.js tfjs version: 3.18.0 
-2022-05-24 07:20:09 INFO:  test-node-gpu.js tensorflow binding version: 2.7.0-dev20211101 
-2022-05-24 07:20:09 STATE: test-node-gpu.js passed: set backend: tensorflow 
-2022-05-24 07:20:09 STATE: test-node-gpu.js tensors 1919 
-2022-05-24 07:20:09 STATE: test-node-gpu.js passed: load models 
-2022-05-24 07:20:09 STATE: test-node-gpu.js  result: defined models: 22 loaded models: 12 
-2022-05-24 07:20:09 STATE: test-node-gpu.js passed: warmup: none default 
-2022-05-24 07:20:09 DATA:  test-node-gpu.js  result: face: 0 body: 0 hand: 0 gesture: 0 object: 0 person: 0 {} {} {} 
-2022-05-24 07:20:09 DATA:  test-node-gpu.js  result: performance: load: null total: null 
-2022-05-24 07:20:09 STATE: test-node-gpu.js passed: warmup none result match 
-2022-05-24 07:20:09 STATE: test-node-gpu.js event: image 
-2022-05-24 07:20:11 STATE: test-node-gpu.js event: detect 
-2022-05-24 07:20:11 STATE: test-node-gpu.js event: warmup 
-2022-05-24 07:20:11 STATE: test-node-gpu.js passed: warmup: face default 
-2022-05-24 07:20:11 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} 
-2022-05-24 07:20:11 DATA:  test-node-gpu.js  result: performance: load: null total: 1973 
-2022-05-24 07:20:11 STATE: test-node-gpu.js passed: warmup face result match 
-2022-05-24 07:20:11 STATE: test-node-gpu.js event: image 
-2022-05-24 07:20:11 STATE: test-node-gpu.js event: detect 
-2022-05-24 07:20:11 STATE: test-node-gpu.js event: warmup 
-2022-05-24 07:20:11 STATE: test-node-gpu.js passed: warmup: body default 
-2022-05-24 07:20:11 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:11 DATA:  test-node-gpu.js  result: performance: load: null total: 149 
-2022-05-24 07:20:11 STATE: test-node-gpu.js passed: warmup body result match 
-2022-05-24 07:20:11 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"},{"hand":0,"gesture":"pinky forward"},{"hand":0,"gesture":"palm up"},{"hand":0,"gesture":"open palm"},{"iris":0,"gesture":"looking right"},{"iris":0,"gesture":"looking up"}]} 
-2022-05-24 07:20:11 INFO:  test-node-gpu.js test: details verification 
-2022-05-24 07:20:12 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
-2022-05-24 07:20:12 STATE: test-node-gpu.js event: image 
-2022-05-24 07:20:12 STATE: test-node-gpu.js event: detect 
-2022-05-24 07:20:12 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:12 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:12 DATA:  test-node-gpu.js  result: performance: load: null total: 149 
-2022-05-24 07:20:12 STATE: test-node-gpu.js passed: details face length 1 
-2022-05-24 07:20:12 STATE: test-node-gpu.js passed: details face score 1 0.93 1 
-2022-05-24 07:20:12 STATE: test-node-gpu.js passed: details face age/gender 23.7 female 0.97 73.26 
-2022-05-24 07:20:12 STATE: test-node-gpu.js passed: details face arrays 4 478 1024 
-2022-05-24 07:20:12 STATE: test-node-gpu.js passed: details face emotion 2 {"score":0.59,"emotion":"angry"} 
-2022-05-24 07:20:12 STATE: test-node-gpu.js passed: details face anti-spoofing 0.79 
-2022-05-24 07:20:12 STATE: test-node-gpu.js passed: details face liveness 0.83 
-2022-05-24 07:20:12 STATE: test-node-gpu.js passed: details body length 1 
-2022-05-24 07:20:12 STATE: test-node-gpu.js passed: details body 0.92 17 6 
-2022-05-24 07:20:12 STATE: test-node-gpu.js passed: details hand length 1 
-2022-05-24 07:20:12 STATE: test-node-gpu.js passed: details hand 0.51 0.73 point 
-2022-05-24 07:20:12 STATE: test-node-gpu.js passed: details hand arrays 21 5 7 
-2022-05-24 07:20:12 STATE: test-node-gpu.js passed: details gesture length 6 
-2022-05-24 07:20:12 STATE: test-node-gpu.js passed: details gesture first {"face":0,"gesture":"facing right"} 
-2022-05-24 07:20:12 STATE: test-node-gpu.js passed: details object length 1 
-2022-05-24 07:20:12 STATE: test-node-gpu.js passed: details object 0.72 person 
-2022-05-24 07:20:12 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,4] {"checksum":1371996928} 
-2022-05-24 07:20:12 STATE: test-node-gpu.js event: image 
-2022-05-24 07:20:12 STATE: test-node-gpu.js event: detect 
-2022-05-24 07:20:12 STATE: test-node-gpu.js passed: tensor shape: [1,1200,1200,4] dtype: float32 
-2022-05-24 07:20:13 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1200,1200,4] {"checksum":1371996928} 
-2022-05-24 07:20:13 STATE: test-node-gpu.js event: image 
-2022-05-24 07:20:13 STATE: test-node-gpu.js event: detect 
-2022-05-24 07:20:13 STATE: test-node-gpu.js passed: tensor shape: [1200,1200,4] dtype: float32 
-2022-05-24 07:20:13 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
-2022-05-24 07:20:13 STATE: test-node-gpu.js event: image 
-2022-05-24 07:20:13 STATE: test-node-gpu.js event: detect 
-2022-05-24 07:20:13 STATE: test-node-gpu.js passed: tensor shape: [1,1200,1200,3] dtype: float32 
-2022-05-24 07:20:13 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1200,1200,3] {"checksum":1004796928} 
-2022-05-24 07:20:13 STATE: test-node-gpu.js event: image 
-2022-05-24 07:20:13 STATE: test-node-gpu.js event: detect 
-2022-05-24 07:20:13 STATE: test-node-gpu.js passed: tensor shape: [1200,1200,3] dtype: float32 
-2022-05-24 07:20:14 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,4] {"checksum":1371996871} 
-2022-05-24 07:20:14 STATE: test-node-gpu.js event: image 
-2022-05-24 07:20:14 STATE: test-node-gpu.js event: detect 
-2022-05-24 07:20:14 STATE: test-node-gpu.js passed: tensor shape: [1,1200,1200,4] dtype: int32 
-2022-05-24 07:20:14 INFO:  test-node-gpu.js test default 
-2022-05-24 07:20:14 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
-2022-05-24 07:20:14 STATE: test-node-gpu.js event: image 
-2022-05-24 07:20:14 STATE: test-node-gpu.js event: detect 
-2022-05-24 07:20:14 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:14 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:14 DATA:  test-node-gpu.js  result: performance: load: null total: 117 
-2022-05-24 07:20:14 STATE: test-node-gpu.js passed: default result face match 1 female 0.97 
-2022-05-24 07:20:14 INFO:  test-node-gpu.js test sync 
-2022-05-24 07:20:14 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
-2022-05-24 07:20:14 STATE: test-node-gpu.js event: image 
-2022-05-24 07:20:14 STATE: test-node-gpu.js event: detect 
-2022-05-24 07:20:14 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:14 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:14 DATA:  test-node-gpu.js  result: performance: load: null total: 132 
-2022-05-24 07:20:14 STATE: test-node-gpu.js passed: default sync 1 female 0.97 
-2022-05-24 07:20:14 INFO:  test-node-gpu.js test: image process 
-2022-05-24 07:20:14 STATE: test-node-gpu.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
-2022-05-24 07:20:14 STATE: test-node-gpu.js passed: image input null [1,256,256,3] 
-2022-05-24 07:20:14 INFO:  test-node-gpu.js test: image null 
-2022-05-24 07:20:14 STATE: test-node-gpu.js passed: invalid input could not convert input to tensor 
-2022-05-24 07:20:14 INFO:  test-node-gpu.js test face similarity 
-2022-05-24 07:20:14 STATE: test-node-gpu.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
-2022-05-24 07:20:14 STATE: test-node-gpu.js event: image 
-2022-05-24 07:20:14 STATE: test-node-gpu.js event: detect 
-2022-05-24 07:20:14 STATE: test-node-gpu.js passed: detect: samples/in/ai-face.jpg default 
-2022-05-24 07:20:14 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} 
-2022-05-24 07:20:14 DATA:  test-node-gpu.js  result: performance: load: null total: 129 
-2022-05-24 07:20:15 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
-2022-05-24 07:20:15 STATE: test-node-gpu.js event: image 
-2022-05-24 07:20:15 STATE: test-node-gpu.js event: detect 
-2022-05-24 07:20:15 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:15 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:15 DATA:  test-node-gpu.js  result: performance: load: null total: 151 
-2022-05-24 07:20:15 STATE: test-node-gpu.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289056} 
-2022-05-24 07:20:15 STATE: test-node-gpu.js event: image 
-2022-05-24 07:20:15 STATE: test-node-gpu.js event: detect 
-2022-05-24 07:20:15 STATE: test-node-gpu.js passed: detect: samples/in/ai-upper.jpg default 
-2022-05-24 07:20:15 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 0 gesture: 3 object: 1 person: 1 {"score":1,"age":23.5,"gender":"female"} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":7} 
-2022-05-24 07:20:15 DATA:  test-node-gpu.js  result: performance: load: null total: 109 
-2022-05-24 07:20:15 STATE: test-node-gpu.js passed: face descriptor 
-2022-05-24 07:20:15 STATE: test-node-gpu.js passed: face similarity {"similarity":[1,0.447238756461232,0.556914029877052],"descriptors":[1024,1024,1024]} 
-2022-05-24 07:20:15 INFO:  test-node-gpu.js test face matching 
-2022-05-24 07:20:15 STATE: test-node-gpu.js passed: face database 40 
-2022-05-24 07:20:15 STATE: test-node-gpu.js passed: face match {"first":{"index":4,"similarity":0.7828184453007331}} {"second":{"index":4,"similarity":0.5001334216773398}} {"third":{"index":4,"similarity":0.5403054967489764}} 
-2022-05-24 07:20:15 INFO:  test-node-gpu.js test object 
-2022-05-24 07:20:15 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
-2022-05-24 07:20:15 STATE: test-node-gpu.js event: image 
-2022-05-24 07:20:15 STATE: test-node-gpu.js event: detect 
-2022-05-24 07:20:15 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:15 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:15 DATA:  test-node-gpu.js  result: performance: load: null total: 169 
-2022-05-24 07:20:15 STATE: test-node-gpu.js passed: object result match 
-2022-05-24 07:20:15 INFO:  test-node-gpu.js test sensitive 
-2022-05-24 07:20:16 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
-2022-05-24 07:20:16 STATE: test-node-gpu.js event: image 
-2022-05-24 07:20:16 STATE: test-node-gpu.js event: detect 
-2022-05-24 07:20:16 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:16 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 2 gesture: 8 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:16 DATA:  test-node-gpu.js  result: performance: load: null total: 167 
-2022-05-24 07:20:16 STATE: test-node-gpu.js passed: sensitive result match 
-2022-05-24 07:20:16 STATE: test-node-gpu.js passed: sensitive face result match 
-2022-05-24 07:20:16 STATE: test-node-gpu.js passed: sensitive face emotion result [{"score":0.59,"emotion":"angry"},{"score":0.29,"emotion":"fear"}] 
-2022-05-24 07:20:16 STATE: test-node-gpu.js passed: sensitive body result match 
-2022-05-24 07:20:16 STATE: test-node-gpu.js passed: sensitive hand result match 
-2022-05-24 07:20:16 INFO:  test-node-gpu.js test detectors 
-2022-05-24 07:20:16 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
-2022-05-24 07:20:16 STATE: test-node-gpu.js event: image 
-2022-05-24 07:20:16 STATE: test-node-gpu.js event: detect 
-2022-05-24 07:20:16 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:16 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:16 DATA:  test-node-gpu.js  result: performance: load: null total: 60 
-2022-05-24 07:20:16 STATE: test-node-gpu.js passed: detector result face match 
-2022-05-24 07:20:16 STATE: test-node-gpu.js passed: detector result hand match 
-2022-05-24 07:20:16 INFO:  test-node-gpu.js test: multi-instance 
-2022-05-24 07:20:16 STATE: test-node-gpu.js event: image 
-2022-05-24 07:20:16 STATE: test-node-gpu.js event: detect 
-2022-05-24 07:20:16 STATE: test-node-gpu.js passed: detect: random default 
-2022-05-24 07:20:16 DATA:  test-node-gpu.js  result: face: 0 body: 1 hand: 0 gesture: 0 object: 0 person: 0 {} {} {"score":0.07,"keypoints":15} 
-2022-05-24 07:20:16 DATA:  test-node-gpu.js  result: performance: load: null total: 64 
-2022-05-24 07:20:16 INFO:  test-node-gpu.js test: first instance 
-2022-05-24 07:20:16 STATE: test-node-gpu.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289056} 
-2022-05-24 07:20:16 STATE: test-node-gpu.js passed: detect: samples/in/ai-upper.jpg default 
-2022-05-24 07:20:16 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
-2022-05-24 07:20:16 DATA:  test-node-gpu.js  result: performance: load: null total: 71 
-2022-05-24 07:20:16 INFO:  test-node-gpu.js test: second instance 
-2022-05-24 07:20:16 STATE: test-node-gpu.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289056} 
-2022-05-24 07:20:16 STATE: test-node-gpu.js passed: detect: samples/in/ai-upper.jpg default 
-2022-05-24 07:20:16 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
-2022-05-24 07:20:16 DATA:  test-node-gpu.js  result: performance: load: null total: 57 
-2022-05-24 07:20:16 INFO:  test-node-gpu.js test: concurrent 
-2022-05-24 07:20:16 STATE: test-node-gpu.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
-2022-05-24 07:20:16 STATE: test-node-gpu.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
-2022-05-24 07:20:17 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
-2022-05-24 07:20:17 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
-2022-05-24 07:20:17 STATE: test-node-gpu.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289056} 
-2022-05-24 07:20:17 STATE: test-node-gpu.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289056} 
-2022-05-24 07:20:17 STATE: test-node-gpu.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
-2022-05-24 07:20:17 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
-2022-05-24 07:20:17 STATE: test-node-gpu.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289056} 
-2022-05-24 07:20:17 STATE: test-node-gpu.js event: image 
-2022-05-24 07:20:17 STATE: test-node-gpu.js event: image 
-2022-05-24 07:20:17 STATE: test-node-gpu.js event: image 
-2022-05-24 07:20:18 STATE: test-node-gpu.js passed: detect: samples/in/ai-upper.jpg default 
-2022-05-24 07:20:18 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
-2022-05-24 07:20:18 DATA:  test-node-gpu.js  result: performance: load: null total: 884 
-2022-05-24 07:20:18 STATE: test-node-gpu.js passed: detect: samples/in/ai-upper.jpg default 
-2022-05-24 07:20:18 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
-2022-05-24 07:20:18 DATA:  test-node-gpu.js  result: performance: load: null total: 884 
-2022-05-24 07:20:18 STATE: test-node-gpu.js passed: detect: samples/in/ai-face.jpg default 
-2022-05-24 07:20:18 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 2 object: 1 person: 1 {"score":0.91} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":17} 
-2022-05-24 07:20:18 DATA:  test-node-gpu.js  result: performance: load: null total: 931 
-2022-05-24 07:20:18 STATE: test-node-gpu.js passed: detect: samples/in/ai-face.jpg default 
-2022-05-24 07:20:18 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 2 object: 1 person: 1 {"score":0.91} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":17} 
-2022-05-24 07:20:18 DATA:  test-node-gpu.js  result: performance: load: null total: 931 
-2022-05-24 07:20:18 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:18 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:18 DATA:  test-node-gpu.js  result: performance: load: null total: 931 
-2022-05-24 07:20:18 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:18 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:18 DATA:  test-node-gpu.js  result: performance: load: null total: 931 
-2022-05-24 07:20:18 STATE: test-node-gpu.js event: detect 
-2022-05-24 07:20:18 STATE: test-node-gpu.js passed: detect: samples/in/ai-upper.jpg default 
-2022-05-24 07:20:18 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
-2022-05-24 07:20:18 DATA:  test-node-gpu.js  result: performance: load: null total: 680 
-2022-05-24 07:20:18 STATE: test-node-gpu.js event: detect 
-2022-05-24 07:20:18 STATE: test-node-gpu.js event: detect 
-2022-05-24 07:20:18 STATE: test-node-gpu.js passed: detect: samples/in/ai-face.jpg default 
-2022-05-24 07:20:18 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 2 object: 1 person: 1 {"score":0.91} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":17} 
-2022-05-24 07:20:18 DATA:  test-node-gpu.js  result: performance: load: null total: 680 
-2022-05-24 07:20:18 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:18 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:18 DATA:  test-node-gpu.js  result: performance: load: null total: 680 
-2022-05-24 07:20:18 INFO:  test-node-gpu.js test: monkey-patch 
-2022-05-24 07:20:18 STATE: test-node-gpu.js event: image 
-2022-05-24 07:20:18 STATE: test-node-gpu.js event: detect 
-2022-05-24 07:20:18 STATE: test-node-gpu.js passed: monkey patch 
-2022-05-24 07:20:18 STATE: test-node-gpu.js passed: segmentation [65536] 
-2022-05-24 07:20:18 STATE: test-node-gpu.js passeed: equal usage 
-2022-05-24 07:20:18 INFO:  test-node-gpu.js test: input compare 
-2022-05-24 07:20:18 STATE: test-node-gpu.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
-2022-05-24 07:20:19 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
-2022-05-24 07:20:19 STATE: test-node-gpu.js passed: image compare 0 23.275441687091504 
-2022-05-24 07:20:19 INFO:  test-node-gpu.js events: {"image":21,"detect":21,"warmup":2} 
-2022-05-24 07:20:19 INFO:  test-node-gpu.js tensors 1925 
-2022-05-24 07:20:19 INFO:  test-node-gpu.js test complete: 10019 ms 
-2022-05-24 07:20:20 INFO:  
-2022-05-24 07:20:20 INFO:  test-node-wasm.js start 
-2022-05-24 07:20:20 STATE: test-node-wasm.js passed: model server: https://vladmandic.github.io/human/models/ 
-2022-05-24 07:20:20 INFO:  test-node-wasm.js test: configuration validation 
-2022-05-24 07:20:20 STATE: test-node-wasm.js passed: configuration default validation [] 
-2022-05-24 07:20:20 STATE: test-node-wasm.js passed: configuration invalid validation [{"reason":"unknown property","where":"config.invalid = true"}] 
-2022-05-24 07:20:20 INFO:  test-node-wasm.js test: model load 
-2022-05-24 07:20:21 STATE: test-node-wasm.js passed: models loaded 22 12 [{"name":"ssrnetage","loaded":false},{"name":"gear","loaded":false},{"name":"blazeposedetect","loaded":false},{"name":"blazepose","loaded":false},{"name":"centernet","loaded":true},{"name":"efficientpose","loaded":false},{"name":"mobilefacenet","loaded":false},{"name":"emotion","loaded":true},{"name":"facedetect","loaded":true},{"name":"faceiris","loaded":true},{"name":"facemesh","loaded":true},{"name":"faceres","loaded":true},{"name":"ssrnetgender","loaded":false},{"name":"handpose","loaded":false},{"name":"handskeleton","loaded":true},{"name":"handtrack","loaded":true},{"name":"liveness","loaded":true},{"name":"movenet","loaded":true},{"name":"nanodet","loaded":false},{"name":"posenet","loaded":false},{"name":"segmentation","loaded":true},{"name":"antispoof","loaded":true}] 
-2022-05-24 07:20:21 INFO:  test-node-wasm.js test: warmup 
-2022-05-24 07:20:21 STATE: test-node-wasm.js passed: create human 
-2022-05-24 07:20:21 INFO:  test-node-wasm.js human version: 2.7.3 
-2022-05-24 07:20:21 INFO:  test-node-wasm.js platform: linux x64 agent: NodeJS v16.15.0 
-2022-05-24 07:20:21 INFO:  test-node-wasm.js tfjs version: 3.18.0 
-2022-05-24 07:20:21 STATE: test-node-wasm.js passed: set backend: wasm 
-2022-05-24 07:20:21 STATE: test-node-wasm.js tensors 1919 
-2022-05-24 07:20:21 STATE: test-node-wasm.js passed: load models 
-2022-05-24 07:20:21 STATE: test-node-wasm.js  result: defined models: 22 loaded models: 12 
-2022-05-24 07:20:21 STATE: test-node-wasm.js passed: warmup: none default 
-2022-05-24 07:20:21 DATA:  test-node-wasm.js  result: face: 0 body: 0 hand: 0 gesture: 0 object: 0 person: 0 {} {} {} 
-2022-05-24 07:20:21 DATA:  test-node-wasm.js  result: performance: load: null total: null 
-2022-05-24 07:20:21 STATE: test-node-wasm.js passed: warmup none result match 
-2022-05-24 07:20:21 STATE: test-node-wasm.js event: image 
-2022-05-24 07:20:22 STATE: test-node-wasm.js event: detect 
-2022-05-24 07:20:22 STATE: test-node-wasm.js event: warmup 
-2022-05-24 07:20:22 STATE: test-node-wasm.js passed: warmup: face default 
-2022-05-24 07:20:22 DATA:  test-node-wasm.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} 
-2022-05-24 07:20:22 DATA:  test-node-wasm.js  result: performance: load: null total: 493 
-2022-05-24 07:20:22 STATE: test-node-wasm.js passed: warmup face result match 
-2022-05-24 07:20:22 STATE: test-node-wasm.js event: image 
-2022-05-24 07:20:22 STATE: test-node-wasm.js event: detect 
-2022-05-24 07:20:22 STATE: test-node-wasm.js event: warmup 
-2022-05-24 07:20:22 STATE: test-node-wasm.js passed: warmup: body default 
-2022-05-24 07:20:22 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:22 DATA:  test-node-wasm.js  result: performance: load: null total: 432 
-2022-05-24 07:20:22 STATE: test-node-wasm.js passed: warmup body result match 
-2022-05-24 07:20:22 STATE: test-node-wasm.js details: {"face":{"boxScore":0.93,"faceScore":1,"age":23.7,"gender":"female","genderScore":0.97},"emotion":[{"score":0.59,"emotion":"angry"},{"score":0.29,"emotion":"fear"}],"body":{"score":0.92,"keypoints":17},"hand":{"boxScore":0.51,"fingerScore":0.73,"keypoints":21},"gestures":[{"face":0,"gesture":"facing right"},{"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"}]} 
-2022-05-24 07:20:22 INFO:  test-node-wasm.js test: details verification 
-2022-05-24 07:20:23 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
-2022-05-24 07:20:23 STATE: test-node-wasm.js event: image 
-2022-05-24 07:20:23 STATE: test-node-wasm.js event: detect 
-2022-05-24 07:20:23 STATE: test-node-wasm.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:23 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:23 DATA:  test-node-wasm.js  result: performance: load: null total: 349 
-2022-05-24 07:20:23 STATE: test-node-wasm.js passed: details face length 1 
-2022-05-24 07:20:23 STATE: test-node-wasm.js passed: details face score 1 0.93 1 
-2022-05-24 07:20:23 STATE: test-node-wasm.js passed: details face age/gender 23.7 female 0.97 73.26 
-2022-05-24 07:20:23 STATE: test-node-wasm.js passed: details face arrays 4 478 1024 
-2022-05-24 07:20:23 STATE: test-node-wasm.js passed: details face emotion 2 {"score":0.59,"emotion":"angry"} 
-2022-05-24 07:20:23 STATE: test-node-wasm.js passed: details face anti-spoofing 0.79 
-2022-05-24 07:20:23 STATE: test-node-wasm.js passed: details face liveness 0.83 
-2022-05-24 07:20:23 STATE: test-node-wasm.js passed: details body length 1 
-2022-05-24 07:20:23 STATE: test-node-wasm.js passed: details body 0.92 17 6 
-2022-05-24 07:20:23 STATE: test-node-wasm.js passed: details hand length 1 
-2022-05-24 07:20:23 STATE: test-node-wasm.js passed: details hand 0.51 0.73 point 
-2022-05-24 07:20:23 STATE: test-node-wasm.js passed: details hand arrays 21 5 7 
-2022-05-24 07:20:23 STATE: test-node-wasm.js passed: details gesture length 6 
-2022-05-24 07:20:23 STATE: test-node-wasm.js passed: details gesture first {"face":0,"gesture":"facing right"} 
-2022-05-24 07:20:23 STATE: test-node-wasm.js passed: details object length 1 
-2022-05-24 07:20:23 STATE: test-node-wasm.js passed: details object 0.72 person 
-2022-05-24 07:20:23 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,4] {"checksum":1413675264} 
-2022-05-24 07:20:23 STATE: test-node-wasm.js event: image 
-2022-05-24 07:20:24 STATE: test-node-wasm.js event: detect 
-2022-05-24 07:20:24 STATE: test-node-wasm.js passed: tensor shape: [1,1200,1200,4] dtype: float32 
-2022-05-24 07:20:24 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1200,1200,4] {"checksum":1413675264} 
-2022-05-24 07:20:24 STATE: test-node-wasm.js event: image 
-2022-05-24 07:20:24 STATE: test-node-wasm.js event: detect 
-2022-05-24 07:20:24 STATE: test-node-wasm.js passed: tensor shape: [1200,1200,4] dtype: float32 
-2022-05-24 07:20:24 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
-2022-05-24 07:20:24 STATE: test-node-wasm.js event: image 
-2022-05-24 07:20:25 STATE: test-node-wasm.js event: detect 
-2022-05-24 07:20:25 STATE: test-node-wasm.js passed: tensor shape: [1,1200,1200,3] dtype: float32 
-2022-05-24 07:20:25 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1200,1200,3] {"checksum":1038921856} 
-2022-05-24 07:20:25 STATE: test-node-wasm.js event: image 
-2022-05-24 07:20:25 STATE: test-node-wasm.js event: detect 
-2022-05-24 07:20:25 STATE: test-node-wasm.js passed: tensor shape: [1200,1200,3] dtype: float32 
-2022-05-24 07:20:25 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,4] {"checksum":1371996871} 
-2022-05-24 07:20:25 STATE: test-node-wasm.js event: image 
-2022-05-24 07:20:26 STATE: test-node-wasm.js event: detect 
-2022-05-24 07:20:26 STATE: test-node-wasm.js passed: tensor shape: [1,1200,1200,4] dtype: int32 
-2022-05-24 07:20:26 INFO:  test-node-wasm.js test default 
-2022-05-24 07:20:26 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
-2022-05-24 07:20:26 STATE: test-node-wasm.js event: image 
-2022-05-24 07:20:26 STATE: test-node-wasm.js event: detect 
-2022-05-24 07:20:26 STATE: test-node-wasm.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:26 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":29.6,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:26 DATA:  test-node-wasm.js  result: performance: load: null total: 311 
-2022-05-24 07:20:26 STATE: test-node-wasm.js passed: default result face match 1 female 0.97 
-2022-05-24 07:20:26 INFO:  test-node-wasm.js test sync 
-2022-05-24 07:20:26 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
-2022-05-24 07:20:26 STATE: test-node-wasm.js event: image 
-2022-05-24 07:20:27 STATE: test-node-wasm.js event: detect 
-2022-05-24 07:20:27 STATE: test-node-wasm.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:27 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":29.6,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:27 DATA:  test-node-wasm.js  result: performance: load: null total: 310 
-2022-05-24 07:20:27 STATE: test-node-wasm.js passed: default sync 1 female 0.97 
-2022-05-24 07:20:27 INFO:  test-node-wasm.js test: image process 
-2022-05-24 07:20:27 STATE: test-node-wasm.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34697856} 
-2022-05-24 07:20:27 STATE: test-node-wasm.js passed: image input null [1,256,256,3] 
-2022-05-24 07:20:27 INFO:  test-node-wasm.js test: image null 
-2022-05-24 07:20:27 STATE: test-node-wasm.js passed: invalid input could not convert input to tensor 
-2022-05-24 07:20:27 INFO:  test-node-wasm.js test face similarity 
-2022-05-24 07:20:27 STATE: test-node-wasm.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34697856} 
-2022-05-24 07:20:27 STATE: test-node-wasm.js event: image 
-2022-05-24 07:20:27 STATE: test-node-wasm.js event: detect 
-2022-05-24 07:20:27 STATE: test-node-wasm.js passed: detect: samples/in/ai-face.jpg default 
-2022-05-24 07:20:27 DATA:  test-node-wasm.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} 
-2022-05-24 07:20:27 DATA:  test-node-wasm.js  result: performance: load: null total: 289 
-2022-05-24 07:20:27 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
-2022-05-24 07:20:27 STATE: test-node-wasm.js event: image 
-2022-05-24 07:20:28 STATE: test-node-wasm.js event: detect 
-2022-05-24 07:20:28 STATE: test-node-wasm.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:28 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":29.6,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:28 DATA:  test-node-wasm.js  result: performance: load: null total: 338 
-2022-05-24 07:20:28 STATE: test-node-wasm.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151155104} 
-2022-05-24 07:20:28 STATE: test-node-wasm.js event: image 
-2022-05-24 07:20:28 STATE: test-node-wasm.js event: detect 
-2022-05-24 07:20:28 STATE: test-node-wasm.js passed: detect: samples/in/ai-upper.jpg default 
-2022-05-24 07:20:28 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 0 gesture: 3 object: 1 person: 1 {"score":1,"age":23.5,"gender":"female"} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":7} 
-2022-05-24 07:20:28 DATA:  test-node-wasm.js  result: performance: load: null total: 286 
-2022-05-24 07:20:28 STATE: test-node-wasm.js passed: face descriptor 
-2022-05-24 07:20:28 STATE: test-node-wasm.js passed: face similarity {"similarity":[1,0.5266119940661309,0.4858842904087851],"descriptors":[1024,1024,1024]} 
-2022-05-24 07:20:28 INFO:  test-node-wasm.js test face matching 
-2022-05-24 07:20:28 STATE: test-node-wasm.js passed: face database 40 
-2022-05-24 07:20:28 STATE: test-node-wasm.js passed: face match {"first":{"index":4,"similarity":0.7827852754786533}} {"second":{"index":4,"similarity":0.5660821189104794}} {"third":{"index":4,"similarity":0.45074189882665594}} 
-2022-05-24 07:20:28 INFO:  test-node-wasm.js test object 
-2022-05-24 07:20:28 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
-2022-05-24 07:20:28 STATE: test-node-wasm.js event: image 
-2022-05-24 07:20:29 STATE: test-node-wasm.js event: detect 
-2022-05-24 07:20:29 STATE: test-node-wasm.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:29 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":29.6,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:29 DATA:  test-node-wasm.js  result: performance: load: null total: 316 
-2022-05-24 07:20:29 STATE: test-node-wasm.js passed: object result match 
-2022-05-24 07:20:29 INFO:  test-node-wasm.js test sensitive 
-2022-05-24 07:20:29 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
-2022-05-24 07:20:29 STATE: test-node-wasm.js event: image 
-2022-05-24 07:20:29 STATE: test-node-wasm.js event: detect 
-2022-05-24 07:20:29 STATE: test-node-wasm.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:29 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 2 gesture: 8 object: 1 person: 1 {"score":1,"age":29.6,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:29 DATA:  test-node-wasm.js  result: performance: load: null total: 366 
-2022-05-24 07:20:29 STATE: test-node-wasm.js passed: sensitive result match 
-2022-05-24 07:20:29 STATE: test-node-wasm.js passed: sensitive face result match 
-2022-05-24 07:20:29 STATE: test-node-wasm.js passed: sensitive face emotion result [{"score":0.46,"emotion":"neutral"},{"score":0.24,"emotion":"fear"},{"score":0.17,"emotion":"sad"}] 
-2022-05-24 07:20:29 STATE: test-node-wasm.js passed: sensitive body result match 
-2022-05-24 07:20:29 STATE: test-node-wasm.js passed: sensitive hand result match 
-2022-05-24 07:20:29 INFO:  test-node-wasm.js test detectors 
-2022-05-24 07:20:29 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
-2022-05-24 07:20:29 STATE: test-node-wasm.js event: image 
-2022-05-24 07:20:30 STATE: test-node-wasm.js event: detect 
-2022-05-24 07:20:30 STATE: test-node-wasm.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:30 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:30 DATA:  test-node-wasm.js  result: performance: load: null total: 244 
-2022-05-24 07:20:30 STATE: test-node-wasm.js passed: detector result face match 
-2022-05-24 07:20:30 STATE: test-node-wasm.js passed: detector result hand match 
-2022-05-24 07:20:30 INFO:  test-node-wasm.js test: multi-instance 
-2022-05-24 07:20:30 STATE: test-node-wasm.js event: image 
-2022-05-24 07:20:30 STATE: test-node-wasm.js event: detect 
-2022-05-24 07:20:30 STATE: test-node-wasm.js passed: detect: random default 
-2022-05-24 07:20:30 DATA:  test-node-wasm.js  result: face: 0 body: 1 hand: 0 gesture: 0 object: 0 person: 0 {} {} {"score":0.07,"keypoints":15} 
-2022-05-24 07:20:30 DATA:  test-node-wasm.js  result: performance: load: null total: 222 
-2022-05-24 07:20:30 INFO:  test-node-wasm.js test: first instance 
-2022-05-24 07:20:30 STATE: test-node-wasm.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151155104} 
-2022-05-24 07:20:30 STATE: test-node-wasm.js passed: detect: samples/in/ai-upper.jpg default 
-2022-05-24 07:20:30 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
-2022-05-24 07:20:30 DATA:  test-node-wasm.js  result: performance: load: null total: 223 
-2022-05-24 07:20:30 INFO:  test-node-wasm.js test: second instance 
-2022-05-24 07:20:30 STATE: test-node-wasm.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151155104} 
-2022-05-24 07:20:31 STATE: test-node-wasm.js passed: detect: samples/in/ai-upper.jpg default 
-2022-05-24 07:20:31 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
-2022-05-24 07:20:31 DATA:  test-node-wasm.js  result: performance: load: null total: 238 
-2022-05-24 07:20:31 INFO:  test-node-wasm.js test: concurrent 
-2022-05-24 07:20:31 STATE: test-node-wasm.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34697856} 
-2022-05-24 07:20:31 STATE: test-node-wasm.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34697856} 
-2022-05-24 07:20:31 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
-2022-05-24 07:20:31 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
-2022-05-24 07:20:31 STATE: test-node-wasm.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151155104} 
-2022-05-24 07:20:31 STATE: test-node-wasm.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151155104} 
-2022-05-24 07:20:31 STATE: test-node-wasm.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34697856} 
-2022-05-24 07:20:31 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
-2022-05-24 07:20:31 STATE: test-node-wasm.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151155104} 
-2022-05-24 07:20:32 STATE: test-node-wasm.js event: image 
-2022-05-24 07:20:32 STATE: test-node-wasm.js event: image 
-2022-05-24 07:20:32 STATE: test-node-wasm.js event: image 
-2022-05-24 07:20:33 STATE: test-node-wasm.js passed: detect: samples/in/ai-upper.jpg default 
-2022-05-24 07:20:33 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
-2022-05-24 07:20:33 DATA:  test-node-wasm.js  result: performance: load: null total: 2044 
-2022-05-24 07:20:33 STATE: test-node-wasm.js passed: detect: samples/in/ai-upper.jpg default 
-2022-05-24 07:20:33 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
-2022-05-24 07:20:33 DATA:  test-node-wasm.js  result: performance: load: null total: 2044 
-2022-05-24 07:20:33 STATE: test-node-wasm.js passed: detect: samples/in/ai-face.jpg default 
-2022-05-24 07:20:33 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 2 object: 1 person: 1 {"score":0.91} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":17} 
-2022-05-24 07:20:33 DATA:  test-node-wasm.js  result: performance: load: null total: 2255 
-2022-05-24 07:20:33 STATE: test-node-wasm.js passed: detect: samples/in/ai-face.jpg default 
-2022-05-24 07:20:33 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 2 object: 1 person: 1 {"score":0.91} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":17} 
-2022-05-24 07:20:33 DATA:  test-node-wasm.js  result: performance: load: null total: 2255 
-2022-05-24 07:20:33 STATE: test-node-wasm.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:33 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:33 DATA:  test-node-wasm.js  result: performance: load: null total: 2255 
-2022-05-24 07:20:33 STATE: test-node-wasm.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:33 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:33 DATA:  test-node-wasm.js  result: performance: load: null total: 2255 
-2022-05-24 07:20:33 STATE: test-node-wasm.js event: detect 
-2022-05-24 07:20:33 STATE: test-node-wasm.js passed: detect: samples/in/ai-upper.jpg default 
-2022-05-24 07:20:33 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
-2022-05-24 07:20:33 DATA:  test-node-wasm.js  result: performance: load: null total: 1955 
-2022-05-24 07:20:33 STATE: test-node-wasm.js event: detect 
-2022-05-24 07:20:33 STATE: test-node-wasm.js event: detect 
-2022-05-24 07:20:33 STATE: test-node-wasm.js passed: detect: samples/in/ai-face.jpg default 
-2022-05-24 07:20:33 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 2 object: 1 person: 1 {"score":0.91} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":17} 
-2022-05-24 07:20:33 DATA:  test-node-wasm.js  result: performance: load: null total: 1955 
-2022-05-24 07:20:33 STATE: test-node-wasm.js passed: detect: samples/in/ai-body.jpg default 
-2022-05-24 07:20:33 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
-2022-05-24 07:20:33 DATA:  test-node-wasm.js  result: performance: load: null total: 1955 
-2022-05-24 07:20:33 INFO:  test-node-wasm.js test: monkey-patch 
-2022-05-24 07:20:33 STATE: test-node-wasm.js event: image 
-2022-05-24 07:20:34 STATE: test-node-wasm.js event: detect 
-2022-05-24 07:20:34 STATE: test-node-wasm.js passed: monkey patch 
-2022-05-24 07:20:34 STATE: test-node-wasm.js passed: segmentation [65536] 
-2022-05-24 07:20:34 STATE: test-node-wasm.js passeed: equal usage 
-2022-05-24 07:20:34 INFO:  test-node-wasm.js test: input compare 
-2022-05-24 07:20:34 STATE: test-node-wasm.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34697856} 
-2022-05-24 07:20:34 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
-2022-05-24 07:20:34 STATE: test-node-wasm.js passed: image compare 0 23.280073018790848 
-2022-05-24 07:20:34 INFO:  test-node-wasm.js events: {"image":21,"detect":21,"warmup":2} 
-2022-05-24 07:20:34 INFO:  test-node-wasm.js tensors 1927 
-2022-05-24 07:20:34 INFO:  test-node-wasm.js test complete: 14107 ms 
-2022-05-24 07:20:34 INFO:  all tests complete 
-2022-05-24 07:20:34 INFO:  failed: {"count":0,"messages":[]} 
-2022-05-24 07:20:34 INFO:  status: {"test":"test-node.js","passed":101,"failed":0} 
-2022-05-24 07:20:34 INFO:  status: {"test":"test-node-gpu.js","passed":101,"failed":0} 
-2022-05-24 07:20:34 INFO:  status: {"test":"test-node-wasm.js","passed":102,"failed":0} 
+2022-05-29 21:08:56 INFO:  @vladmandic/human version 2.8.0 
+2022-05-29 21:08:56 INFO:  User: vlado Platform: linux Arch: x64 Node: v16.15.0 
+2022-05-29 21:08:56 INFO:  tests: ["test-node.js","test-node-gpu.js","test-node-wasm.js"] 
+2022-05-29 21:08:56 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"] 
+2022-05-29 21:08:56 INFO:  
+2022-05-29 21:08:56 INFO:  test-node.js start 
+2022-05-29 21:08:56 INFO:  test-node.js test: configuration validation 
+2022-05-29 21:08:56 STATE: test-node.js passed: configuration default validation [] 
+2022-05-29 21:08:56 STATE: test-node.js passed: configuration invalid validation [{"reason":"unknown property","where":"config.invalid = true"}] 
+2022-05-29 21:08:56 INFO:  test-node.js test: model load 
+2022-05-29 21:08:56 STATE: test-node.js passed: models loaded 22 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":"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"}] 
+2022-05-29 21:08:56 INFO:  test-node.js test: warmup 
+2022-05-29 21:08:56 STATE: test-node.js passed: create human 
+2022-05-29 21:08:56 INFO:  test-node.js human version: 2.8.0 
+2022-05-29 21:08:56 INFO:  test-node.js platform: linux x64 agent: NodeJS v16.15.0 
+2022-05-29 21:08:56 INFO:  test-node.js tfjs version: 3.18.0 
+2022-05-29 21:08:56 INFO:  test-node.js tensorflow binding version: 2.7.0-dev20211101 
+2022-05-29 21:08:56 STATE: test-node.js passed: set backend: tensorflow 
+2022-05-29 21:08:56 STATE: test-node.js tensors 1921 
+2022-05-29 21:08:56 STATE: test-node.js passed: load models 
+2022-05-29 21:08:56 STATE: test-node.js  result: defined models: 22 loaded models: 12 
+2022-05-29 21:08:56 STATE: test-node.js passed: warmup: none default 
+2022-05-29 21:08:56 DATA:  test-node.js  result: face: 0 body: 0 hand: 0 gesture: 0 object: 0 person: 0 {} {} {} 
+2022-05-29 21:08:56 DATA:  test-node.js  result: performance: load: null total: null 
+2022-05-29 21:08:56 STATE: test-node.js passed: warmup none result match 
+2022-05-29 21:08:56 STATE: test-node.js event: image 
+2022-05-29 21:08:56 STATE: test-node.js event: detect 
+2022-05-29 21:08:56 STATE: test-node.js event: warmup 
+2022-05-29 21:08:56 STATE: test-node.js passed: warmup: face default 
+2022-05-29 21:08:56 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} 
+2022-05-29 21:08:56 DATA:  test-node.js  result: performance: load: null total: 343 
+2022-05-29 21:08:56 STATE: test-node.js passed: warmup face result match 
+2022-05-29 21:08:56 STATE: test-node.js event: image 
+2022-05-29 21:08:57 STATE: test-node.js event: detect 
+2022-05-29 21:08:57 STATE: test-node.js event: warmup 
+2022-05-29 21:08:57 STATE: test-node.js passed: warmup: body default 
+2022-05-29 21:08:57 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} 
+2022-05-29 21:08:57 DATA:  test-node.js  result: performance: load: null total: 259 
+2022-05-29 21:08:57 STATE: test-node.js passed: warmup body result match 
+2022-05-29 21:08:57 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"}]} 
+2022-05-29 21:08:57 INFO:  test-node.js test: details verification 
+2022-05-29 21:08:57 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-05-29 21:08:57 STATE: test-node.js event: image 
+2022-05-29 21:08:57 STATE: test-node.js event: detect 
+2022-05-29 21:08:57 STATE: test-node.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:08:57 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} 
+2022-05-29 21:08:57 DATA:  test-node.js  result: performance: load: null total: 242 
+2022-05-29 21:08:57 STATE: test-node.js passed: details face length 1 
+2022-05-29 21:08:57 STATE: test-node.js passed: details face score 1 0.93 1 
+2022-05-29 21:08:57 STATE: test-node.js passed: details face age/gender 23.7 female 0.97 85.47 
+2022-05-29 21:08:57 STATE: test-node.js passed: details face arrays 4 478 1024 
+2022-05-29 21:08:57 STATE: test-node.js passed: details face emotion 2 {"score":0.59,"emotion":"angry"} 
+2022-05-29 21:08:57 STATE: test-node.js passed: details face anti-spoofing 0.79 
+2022-05-29 21:08:57 STATE: test-node.js passed: details face liveness 0.83 
+2022-05-29 21:08:57 STATE: test-node.js passed: details body length 1 
+2022-05-29 21:08:57 STATE: test-node.js passed: details body 0.92 17 6 
+2022-05-29 21:08:57 STATE: test-node.js passed: details hand length 1 
+2022-05-29 21:08:57 STATE: test-node.js passed: details hand 0.51 0.73 point 
+2022-05-29 21:08:57 STATE: test-node.js passed: details hand arrays 21 5 7 
+2022-05-29 21:08:57 STATE: test-node.js passed: details gesture length 7 
+2022-05-29 21:08:57 STATE: test-node.js passed: details gesture first {"face":0,"gesture":"facing right"} 
+2022-05-29 21:08:57 STATE: test-node.js passed: details object length 1 
+2022-05-29 21:08:57 STATE: test-node.js passed: details object 0.72 person 
+2022-05-29 21:08:57 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,4] {"checksum":1371996928} 
+2022-05-29 21:08:57 STATE: test-node.js event: image 
+2022-05-29 21:08:58 STATE: test-node.js event: detect 
+2022-05-29 21:08:58 STATE: test-node.js passed: tensor shape: [1,1200,1200,4] dtype: float32 
+2022-05-29 21:08:58 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1200,1200,4] {"checksum":1371996928} 
+2022-05-29 21:08:58 STATE: test-node.js event: image 
+2022-05-29 21:08:58 STATE: test-node.js event: detect 
+2022-05-29 21:08:58 STATE: test-node.js passed: tensor shape: [1200,1200,4] dtype: float32 
+2022-05-29 21:08:58 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-05-29 21:08:58 STATE: test-node.js event: image 
+2022-05-29 21:08:58 STATE: test-node.js event: detect 
+2022-05-29 21:08:58 STATE: test-node.js passed: tensor shape: [1,1200,1200,3] dtype: float32 
+2022-05-29 21:08:59 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1200,1200,3] {"checksum":1004796864} 
+2022-05-29 21:08:59 STATE: test-node.js event: image 
+2022-05-29 21:08:59 STATE: test-node.js event: detect 
+2022-05-29 21:08:59 STATE: test-node.js passed: tensor shape: [1200,1200,3] dtype: float32 
+2022-05-29 21:08:59 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,4] {"checksum":1371996871} 
+2022-05-29 21:08:59 STATE: test-node.js event: image 
+2022-05-29 21:08:59 STATE: test-node.js event: detect 
+2022-05-29 21:08:59 STATE: test-node.js passed: tensor shape: [1,1200,1200,4] dtype: int32 
+2022-05-29 21:08:59 INFO:  test-node.js test default 
+2022-05-29 21:08:59 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-05-29 21:08:59 STATE: test-node.js event: image 
+2022-05-29 21:09:00 STATE: test-node.js event: detect 
+2022-05-29 21:09:00 STATE: test-node.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:00 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} 
+2022-05-29 21:09:00 DATA:  test-node.js  result: performance: load: null total: 216 
+2022-05-29 21:09:00 STATE: test-node.js passed: default result face match 1 female 0.97 
+2022-05-29 21:09:00 INFO:  test-node.js test sync 
+2022-05-29 21:09:00 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-05-29 21:09:00 STATE: test-node.js event: image 
+2022-05-29 21:09:00 STATE: test-node.js event: detect 
+2022-05-29 21:09:00 STATE: test-node.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:00 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} 
+2022-05-29 21:09:00 DATA:  test-node.js  result: performance: load: null total: 205 
+2022-05-29 21:09:00 STATE: test-node.js passed: default sync 1 female 0.97 
+2022-05-29 21:09:00 INFO:  test-node.js test: image process 
+2022-05-29 21:09:00 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
+2022-05-29 21:09:00 STATE: test-node.js passed: image input null [1,256,256,3] 
+2022-05-29 21:09:00 INFO:  test-node.js test: image null 
+2022-05-29 21:09:00 STATE: test-node.js passed: invalid input could not convert input to tensor 
+2022-05-29 21:09:00 INFO:  test-node.js test face similarity 
+2022-05-29 21:09:00 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
+2022-05-29 21:09:00 STATE: test-node.js event: image 
+2022-05-29 21:09:00 STATE: test-node.js event: detect 
+2022-05-29 21:09:00 STATE: test-node.js passed: detect: samples/in/ai-face.jpg default 
+2022-05-29 21:09:00 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} 
+2022-05-29 21:09:00 DATA:  test-node.js  result: performance: load: null total: 210 
+2022-05-29 21:09:00 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-05-29 21:09:00 STATE: test-node.js event: image 
+2022-05-29 21:09:01 STATE: test-node.js event: detect 
+2022-05-29 21:09:01 STATE: test-node.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:01 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} 
+2022-05-29 21:09:01 DATA:  test-node.js  result: performance: load: null total: 215 
+2022-05-29 21:09:01 STATE: test-node.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289024} 
+2022-05-29 21:09:01 STATE: test-node.js event: image 
+2022-05-29 21:09:01 STATE: test-node.js event: detect 
+2022-05-29 21:09:01 STATE: test-node.js passed: detect: samples/in/ai-upper.jpg default 
+2022-05-29 21:09:01 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} 
+2022-05-29 21:09:01 DATA:  test-node.js  result: performance: load: null total: 191 
+2022-05-29 21:09:01 STATE: test-node.js passed: face descriptor 
+2022-05-29 21:09:01 STATE: test-node.js passed: face similarity {"similarity":[1,0.44727452329649126,0.5567935850640406],"descriptors":[1024,1024,1024]} 
+2022-05-29 21:09:01 INFO:  test-node.js test face matching 
+2022-05-29 21:09:01 STATE: test-node.js passed: face database 40 
+2022-05-29 21:09:01 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}} 
+2022-05-29 21:09:01 INFO:  test-node.js test object 
+2022-05-29 21:09:01 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-05-29 21:09:01 STATE: test-node.js event: image 
+2022-05-29 21:09:01 STATE: test-node.js event: detect 
+2022-05-29 21:09:01 STATE: test-node.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:01 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} 
+2022-05-29 21:09:01 DATA:  test-node.js  result: performance: load: null total: 209 
+2022-05-29 21:09:01 STATE: test-node.js passed: object result match 
+2022-05-29 21:09:01 INFO:  test-node.js test sensitive 
+2022-05-29 21:09:01 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-05-29 21:09:01 STATE: test-node.js event: image 
+2022-05-29 21:09:02 STATE: test-node.js event: detect 
+2022-05-29 21:09:02 STATE: test-node.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:02 DATA:  test-node.js  result: face: 1 body: 1 hand: 2 gesture: 9 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-05-29 21:09:02 DATA:  test-node.js  result: performance: load: null total: 226 
+2022-05-29 21:09:02 STATE: test-node.js passed: sensitive result match 
+2022-05-29 21:09:02 STATE: test-node.js passed: sensitive face result match 
+2022-05-29 21:09:02 STATE: test-node.js passed: sensitive face emotion result [{"score":0.59,"emotion":"angry"},{"score":0.29,"emotion":"fear"}] 
+2022-05-29 21:09:02 STATE: test-node.js passed: sensitive body result match 
+2022-05-29 21:09:02 STATE: test-node.js passed: sensitive hand result match 
+2022-05-29 21:09:02 INFO:  test-node.js test detectors 
+2022-05-29 21:09:02 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-05-29 21:09:02 STATE: test-node.js event: image 
+2022-05-29 21:09:02 STATE: test-node.js event: detect 
+2022-05-29 21:09:02 STATE: test-node.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:02 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-05-29 21:09:02 DATA:  test-node.js  result: performance: load: null total: 151 
+2022-05-29 21:09:02 STATE: test-node.js passed: detector result face match 
+2022-05-29 21:09:02 STATE: test-node.js passed: detector result hand match 
+2022-05-29 21:09:02 INFO:  test-node.js test: multi-instance 
+2022-05-29 21:09:02 STATE: test-node.js event: image 
+2022-05-29 21:09:02 STATE: test-node.js event: detect 
+2022-05-29 21:09:02 STATE: test-node.js passed: detect: random default 
+2022-05-29 21:09:02 DATA:  test-node.js  result: face: 0 body: 1 hand: 0 gesture: 0 object: 0 person: 0 {} {} {"score":0.07,"keypoints":15} 
+2022-05-29 21:09:02 DATA:  test-node.js  result: performance: load: null total: 140 
+2022-05-29 21:09:02 INFO:  test-node.js test: first instance 
+2022-05-29 21:09:02 STATE: test-node.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289024} 
+2022-05-29 21:09:02 STATE: test-node.js passed: detect: samples/in/ai-upper.jpg default 
+2022-05-29 21:09:02 DATA:  test-node.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
+2022-05-29 21:09:02 DATA:  test-node.js  result: performance: load: null total: 135 
+2022-05-29 21:09:02 INFO:  test-node.js test: second instance 
+2022-05-29 21:09:02 STATE: test-node.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289024} 
+2022-05-29 21:09:03 STATE: test-node.js passed: detect: samples/in/ai-upper.jpg default 
+2022-05-29 21:09:03 DATA:  test-node.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
+2022-05-29 21:09:03 DATA:  test-node.js  result: performance: load: null total: 144 
+2022-05-29 21:09:03 INFO:  test-node.js test: concurrent 
+2022-05-29 21:09:03 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
+2022-05-29 21:09:03 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
+2022-05-29 21:09:03 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-05-29 21:09:03 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-05-29 21:09:03 STATE: test-node.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289024} 
+2022-05-29 21:09:03 STATE: test-node.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289024} 
+2022-05-29 21:09:03 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
+2022-05-29 21:09:03 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-05-29 21:09:03 STATE: test-node.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289024} 
+2022-05-29 21:09:03 STATE: test-node.js event: image 
+2022-05-29 21:09:03 STATE: test-node.js event: image 
+2022-05-29 21:09:03 STATE: test-node.js event: image 
+2022-05-29 21:09:04 STATE: test-node.js passed: detect: samples/in/ai-upper.jpg default 
+2022-05-29 21:09:04 DATA:  test-node.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
+2022-05-29 21:09:04 DATA:  test-node.js  result: performance: load: null total: 1349 
+2022-05-29 21:09:04 STATE: test-node.js passed: detect: samples/in/ai-upper.jpg default 
+2022-05-29 21:09:04 DATA:  test-node.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
+2022-05-29 21:09:04 DATA:  test-node.js  result: performance: load: null total: 1349 
+2022-05-29 21:09:05 STATE: test-node.js passed: detect: samples/in/ai-face.jpg default 
+2022-05-29 21:09:05 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 2 object: 1 person: 1 {"score":0.91} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":17} 
+2022-05-29 21:09:05 DATA:  test-node.js  result: performance: load: null total: 1465 
+2022-05-29 21:09:05 STATE: test-node.js passed: detect: samples/in/ai-face.jpg default 
+2022-05-29 21:09:05 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 2 object: 1 person: 1 {"score":0.91} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":17} 
+2022-05-29 21:09:05 DATA:  test-node.js  result: performance: load: null total: 1465 
+2022-05-29 21:09:05 STATE: test-node.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:05 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-05-29 21:09:05 DATA:  test-node.js  result: performance: load: null total: 1465 
+2022-05-29 21:09:05 STATE: test-node.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:05 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-05-29 21:09:05 DATA:  test-node.js  result: performance: load: null total: 1465 
+2022-05-29 21:09:05 STATE: test-node.js event: detect 
+2022-05-29 21:09:05 STATE: test-node.js passed: detect: samples/in/ai-upper.jpg default 
+2022-05-29 21:09:05 DATA:  test-node.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
+2022-05-29 21:09:05 DATA:  test-node.js  result: performance: load: null total: 1230 
+2022-05-29 21:09:05 STATE: test-node.js event: detect 
+2022-05-29 21:09:05 STATE: test-node.js event: detect 
+2022-05-29 21:09:05 STATE: test-node.js passed: detect: samples/in/ai-face.jpg default 
+2022-05-29 21:09:05 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 2 object: 1 person: 1 {"score":0.91} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":17} 
+2022-05-29 21:09:05 DATA:  test-node.js  result: performance: load: null total: 1230 
+2022-05-29 21:09:05 STATE: test-node.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:05 DATA:  test-node.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-05-29 21:09:05 DATA:  test-node.js  result: performance: load: null total: 1230 
+2022-05-29 21:09:05 INFO:  test-node.js test: monkey-patch 
+2022-05-29 21:09:05 STATE: test-node.js event: image 
+2022-05-29 21:09:05 STATE: test-node.js event: detect 
+2022-05-29 21:09:05 STATE: test-node.js passed: monkey patch 
+2022-05-29 21:09:05 STATE: test-node.js passed: segmentation [65536] 
+2022-05-29 21:09:05 STATE: test-node.js passeed: equal usage 
+2022-05-29 21:09:05 INFO:  test-node.js test: input compare 
+2022-05-29 21:09:05 STATE: test-node.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
+2022-05-29 21:09:05 STATE: test-node.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796864} 
+2022-05-29 21:09:05 STATE: test-node.js passed: image compare 0 23.275441687091504 
+2022-05-29 21:09:05 INFO:  test-node.js events: {"image":21,"detect":21,"warmup":2} 
+2022-05-29 21:09:05 INFO:  test-node.js tensors 1927 
+2022-05-29 21:09:05 INFO:  test-node.js test complete: 8956 ms 
+2022-05-29 21:09:05 INFO:  
+2022-05-29 21:09:05 INFO:  test-node-gpu.js start 
+2022-05-29 21:09:06 INFO:  test-node-gpu.js test: configuration validation 
+2022-05-29 21:09:06 STATE: test-node-gpu.js passed: configuration default validation [] 
+2022-05-29 21:09:06 STATE: test-node-gpu.js passed: configuration invalid validation [{"reason":"unknown property","where":"config.invalid = true"}] 
+2022-05-29 21:09:06 INFO:  test-node-gpu.js test: model load 
+2022-05-29 21:09:06 STATE: test-node-gpu.js passed: models loaded 22 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":"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"}] 
+2022-05-29 21:09:06 INFO:  test-node-gpu.js test: warmup 
+2022-05-29 21:09:06 STATE: test-node-gpu.js passed: create human 
+2022-05-29 21:09:06 INFO:  test-node-gpu.js human version: 2.8.0 
+2022-05-29 21:09:06 INFO:  test-node-gpu.js platform: linux x64 agent: NodeJS v16.15.0 
+2022-05-29 21:09:06 INFO:  test-node-gpu.js tfjs version: 3.18.0 
+2022-05-29 21:09:06 INFO:  test-node-gpu.js tensorflow binding version: 2.7.0-dev20211101 
+2022-05-29 21:09:06 STATE: test-node-gpu.js passed: set backend: tensorflow 
+2022-05-29 21:09:06 STATE: test-node-gpu.js tensors 1921 
+2022-05-29 21:09:06 STATE: test-node-gpu.js passed: load models 
+2022-05-29 21:09:06 STATE: test-node-gpu.js  result: defined models: 22 loaded models: 12 
+2022-05-29 21:09:06 STATE: test-node-gpu.js passed: warmup: none default 
+2022-05-29 21:09:06 DATA:  test-node-gpu.js  result: face: 0 body: 0 hand: 0 gesture: 0 object: 0 person: 0 {} {} {} 
+2022-05-29 21:09:06 DATA:  test-node-gpu.js  result: performance: load: null total: null 
+2022-05-29 21:09:06 STATE: test-node-gpu.js passed: warmup none result match 
+2022-05-29 21:09:06 STATE: test-node-gpu.js event: image 
+2022-05-29 21:09:09 STATE: test-node-gpu.js event: detect 
+2022-05-29 21:09:09 STATE: test-node-gpu.js event: warmup 
+2022-05-29 21:09:09 STATE: test-node-gpu.js passed: warmup: face default 
+2022-05-29 21:09:09 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} 
+2022-05-29 21:09:09 DATA:  test-node-gpu.js  result: performance: load: null total: 3049 
+2022-05-29 21:09:09 STATE: test-node-gpu.js passed: warmup face result match 
+2022-05-29 21:09:09 STATE: test-node-gpu.js event: image 
+2022-05-29 21:09:09 STATE: test-node-gpu.js event: detect 
+2022-05-29 21:09:09 STATE: test-node-gpu.js event: warmup 
+2022-05-29 21:09:09 STATE: test-node-gpu.js passed: warmup: body default 
+2022-05-29 21:09:09 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} 
+2022-05-29 21:09:09 DATA:  test-node-gpu.js  result: performance: load: null total: 174 
+2022-05-29 21:09:09 STATE: test-node-gpu.js passed: warmup body result match 
+2022-05-29 21:09:09 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"}]} 
+2022-05-29 21:09:09 INFO:  test-node-gpu.js test: details verification 
+2022-05-29 21:09:10 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
+2022-05-29 21:09:10 STATE: test-node-gpu.js event: image 
+2022-05-29 21:09:10 STATE: test-node-gpu.js event: detect 
+2022-05-29 21:09:10 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:10 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} 
+2022-05-29 21:09:10 DATA:  test-node-gpu.js  result: performance: load: null total: 167 
+2022-05-29 21:09:10 STATE: test-node-gpu.js passed: details face length 1 
+2022-05-29 21:09:10 STATE: test-node-gpu.js passed: details face score 1 0.93 1 
+2022-05-29 21:09:10 STATE: test-node-gpu.js passed: details face age/gender 23.7 female 0.97 85.47 
+2022-05-29 21:09:10 STATE: test-node-gpu.js passed: details face arrays 4 478 1024 
+2022-05-29 21:09:10 STATE: test-node-gpu.js passed: details face emotion 2 {"score":0.59,"emotion":"angry"} 
+2022-05-29 21:09:10 STATE: test-node-gpu.js passed: details face anti-spoofing 0.79 
+2022-05-29 21:09:10 STATE: test-node-gpu.js passed: details face liveness 0.83 
+2022-05-29 21:09:10 STATE: test-node-gpu.js passed: details body length 1 
+2022-05-29 21:09:10 STATE: test-node-gpu.js passed: details body 0.92 17 6 
+2022-05-29 21:09:10 STATE: test-node-gpu.js passed: details hand length 1 
+2022-05-29 21:09:10 STATE: test-node-gpu.js passed: details hand 0.51 0.73 point 
+2022-05-29 21:09:10 STATE: test-node-gpu.js passed: details hand arrays 21 5 7 
+2022-05-29 21:09:10 STATE: test-node-gpu.js passed: details gesture length 7 
+2022-05-29 21:09:10 STATE: test-node-gpu.js passed: details gesture first {"face":0,"gesture":"facing right"} 
+2022-05-29 21:09:10 STATE: test-node-gpu.js passed: details object length 1 
+2022-05-29 21:09:10 STATE: test-node-gpu.js passed: details object 0.72 person 
+2022-05-29 21:09:10 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,4] {"checksum":1371996928} 
+2022-05-29 21:09:10 STATE: test-node-gpu.js event: image 
+2022-05-29 21:09:10 STATE: test-node-gpu.js event: detect 
+2022-05-29 21:09:10 STATE: test-node-gpu.js passed: tensor shape: [1,1200,1200,4] dtype: float32 
+2022-05-29 21:09:11 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1200,1200,4] {"checksum":1371996928} 
+2022-05-29 21:09:11 STATE: test-node-gpu.js event: image 
+2022-05-29 21:09:11 STATE: test-node-gpu.js event: detect 
+2022-05-29 21:09:11 STATE: test-node-gpu.js passed: tensor shape: [1200,1200,4] dtype: float32 
+2022-05-29 21:09:11 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
+2022-05-29 21:09:11 STATE: test-node-gpu.js event: image 
+2022-05-29 21:09:11 STATE: test-node-gpu.js event: detect 
+2022-05-29 21:09:11 STATE: test-node-gpu.js passed: tensor shape: [1,1200,1200,3] dtype: float32 
+2022-05-29 21:09:11 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1200,1200,3] {"checksum":1004796928} 
+2022-05-29 21:09:11 STATE: test-node-gpu.js event: image 
+2022-05-29 21:09:12 STATE: test-node-gpu.js event: detect 
+2022-05-29 21:09:12 STATE: test-node-gpu.js passed: tensor shape: [1200,1200,3] dtype: float32 
+2022-05-29 21:09:12 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,4] {"checksum":1371996871} 
+2022-05-29 21:09:12 STATE: test-node-gpu.js event: image 
+2022-05-29 21:09:12 STATE: test-node-gpu.js event: detect 
+2022-05-29 21:09:12 STATE: test-node-gpu.js passed: tensor shape: [1,1200,1200,4] dtype: int32 
+2022-05-29 21:09:12 INFO:  test-node-gpu.js test default 
+2022-05-29 21:09:12 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
+2022-05-29 21:09:12 STATE: test-node-gpu.js event: image 
+2022-05-29 21:09:12 STATE: test-node-gpu.js event: detect 
+2022-05-29 21:09:12 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:12 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} 
+2022-05-29 21:09:12 DATA:  test-node-gpu.js  result: performance: load: null total: 155 
+2022-05-29 21:09:12 STATE: test-node-gpu.js passed: default result face match 1 female 0.97 
+2022-05-29 21:09:12 INFO:  test-node-gpu.js test sync 
+2022-05-29 21:09:13 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
+2022-05-29 21:09:13 STATE: test-node-gpu.js event: image 
+2022-05-29 21:09:13 STATE: test-node-gpu.js event: detect 
+2022-05-29 21:09:13 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:13 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} 
+2022-05-29 21:09:13 DATA:  test-node-gpu.js  result: performance: load: null total: 159 
+2022-05-29 21:09:13 STATE: test-node-gpu.js passed: default sync 1 female 0.97 
+2022-05-29 21:09:13 INFO:  test-node-gpu.js test: image process 
+2022-05-29 21:09:13 STATE: test-node-gpu.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
+2022-05-29 21:09:13 STATE: test-node-gpu.js passed: image input null [1,256,256,3] 
+2022-05-29 21:09:13 INFO:  test-node-gpu.js test: image null 
+2022-05-29 21:09:13 STATE: test-node-gpu.js passed: invalid input could not convert input to tensor 
+2022-05-29 21:09:13 INFO:  test-node-gpu.js test face similarity 
+2022-05-29 21:09:13 STATE: test-node-gpu.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
+2022-05-29 21:09:13 STATE: test-node-gpu.js event: image 
+2022-05-29 21:09:13 STATE: test-node-gpu.js event: detect 
+2022-05-29 21:09:13 STATE: test-node-gpu.js passed: detect: samples/in/ai-face.jpg default 
+2022-05-29 21:09:13 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} 
+2022-05-29 21:09:13 DATA:  test-node-gpu.js  result: performance: load: null total: 146 
+2022-05-29 21:09:13 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
+2022-05-29 21:09:13 STATE: test-node-gpu.js event: image 
+2022-05-29 21:09:13 STATE: test-node-gpu.js event: detect 
+2022-05-29 21:09:13 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:13 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} 
+2022-05-29 21:09:13 DATA:  test-node-gpu.js  result: performance: load: null total: 209 
+2022-05-29 21:09:13 STATE: test-node-gpu.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289056} 
+2022-05-29 21:09:13 STATE: test-node-gpu.js event: image 
+2022-05-29 21:09:14 STATE: test-node-gpu.js event: detect 
+2022-05-29 21:09:14 STATE: test-node-gpu.js passed: detect: samples/in/ai-upper.jpg default 
+2022-05-29 21:09:14 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} 
+2022-05-29 21:09:14 DATA:  test-node-gpu.js  result: performance: load: null total: 181 
+2022-05-29 21:09:14 STATE: test-node-gpu.js passed: face descriptor 
+2022-05-29 21:09:14 STATE: test-node-gpu.js passed: face similarity {"similarity":[1,0.447238756461232,0.556914029877052],"descriptors":[1024,1024,1024]} 
+2022-05-29 21:09:14 INFO:  test-node-gpu.js test face matching 
+2022-05-29 21:09:14 STATE: test-node-gpu.js passed: face database 40 
+2022-05-29 21:09:14 STATE: test-node-gpu.js passed: face match {"first":{"index":4,"similarity":0.7828184453007331}} {"second":{"index":4,"similarity":0.5001334216773398}} {"third":{"index":4,"similarity":0.5403054967489764}} 
+2022-05-29 21:09:14 INFO:  test-node-gpu.js test object 
+2022-05-29 21:09:14 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
+2022-05-29 21:09:14 STATE: test-node-gpu.js event: image 
+2022-05-29 21:09:14 STATE: test-node-gpu.js event: detect 
+2022-05-29 21:09:14 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:14 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} 
+2022-05-29 21:09:14 DATA:  test-node-gpu.js  result: performance: load: null total: 149 
+2022-05-29 21:09:14 STATE: test-node-gpu.js passed: object result match 
+2022-05-29 21:09:14 INFO:  test-node-gpu.js test sensitive 
+2022-05-29 21:09:14 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
+2022-05-29 21:09:14 STATE: test-node-gpu.js event: image 
+2022-05-29 21:09:15 STATE: test-node-gpu.js event: detect 
+2022-05-29 21:09:15 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:15 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 2 gesture: 9 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-05-29 21:09:15 DATA:  test-node-gpu.js  result: performance: load: null total: 158 
+2022-05-29 21:09:15 STATE: test-node-gpu.js passed: sensitive result match 
+2022-05-29 21:09:15 STATE: test-node-gpu.js passed: sensitive face result match 
+2022-05-29 21:09:15 STATE: test-node-gpu.js passed: sensitive face emotion result [{"score":0.59,"emotion":"angry"},{"score":0.29,"emotion":"fear"}] 
+2022-05-29 21:09:15 STATE: test-node-gpu.js passed: sensitive body result match 
+2022-05-29 21:09:15 STATE: test-node-gpu.js passed: sensitive hand result match 
+2022-05-29 21:09:15 INFO:  test-node-gpu.js test detectors 
+2022-05-29 21:09:16 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
+2022-05-29 21:09:16 STATE: test-node-gpu.js event: image 
+2022-05-29 21:09:16 STATE: test-node-gpu.js event: detect 
+2022-05-29 21:09:16 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:16 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-05-29 21:09:16 DATA:  test-node-gpu.js  result: performance: load: null total: 155 
+2022-05-29 21:09:16 STATE: test-node-gpu.js passed: detector result face match 
+2022-05-29 21:09:16 STATE: test-node-gpu.js passed: detector result hand match 
+2022-05-29 21:09:16 INFO:  test-node-gpu.js test: multi-instance 
+2022-05-29 21:09:16 STATE: test-node-gpu.js event: image 
+2022-05-29 21:09:16 STATE: test-node-gpu.js event: detect 
+2022-05-29 21:09:16 STATE: test-node-gpu.js passed: detect: random default 
+2022-05-29 21:09:16 DATA:  test-node-gpu.js  result: face: 0 body: 1 hand: 0 gesture: 0 object: 0 person: 0 {} {} {"score":0.07,"keypoints":15} 
+2022-05-29 21:09:16 DATA:  test-node-gpu.js  result: performance: load: null total: 133 
+2022-05-29 21:09:16 INFO:  test-node-gpu.js test: first instance 
+2022-05-29 21:09:16 STATE: test-node-gpu.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289056} 
+2022-05-29 21:09:16 STATE: test-node-gpu.js passed: detect: samples/in/ai-upper.jpg default 
+2022-05-29 21:09:16 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
+2022-05-29 21:09:16 DATA:  test-node-gpu.js  result: performance: load: null total: 108 
+2022-05-29 21:09:16 INFO:  test-node-gpu.js test: second instance 
+2022-05-29 21:09:16 STATE: test-node-gpu.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289056} 
+2022-05-29 21:09:16 STATE: test-node-gpu.js passed: detect: samples/in/ai-upper.jpg default 
+2022-05-29 21:09:16 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
+2022-05-29 21:09:16 DATA:  test-node-gpu.js  result: performance: load: null total: 67 
+2022-05-29 21:09:16 INFO:  test-node-gpu.js test: concurrent 
+2022-05-29 21:09:16 STATE: test-node-gpu.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
+2022-05-29 21:09:16 STATE: test-node-gpu.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
+2022-05-29 21:09:17 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
+2022-05-29 21:09:17 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
+2022-05-29 21:09:17 STATE: test-node-gpu.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289056} 
+2022-05-29 21:09:17 STATE: test-node-gpu.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289056} 
+2022-05-29 21:09:17 STATE: test-node-gpu.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
+2022-05-29 21:09:17 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
+2022-05-29 21:09:17 STATE: test-node-gpu.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151289056} 
+2022-05-29 21:09:17 STATE: test-node-gpu.js event: image 
+2022-05-29 21:09:17 STATE: test-node-gpu.js event: image 
+2022-05-29 21:09:17 STATE: test-node-gpu.js event: image 
+2022-05-29 21:09:18 STATE: test-node-gpu.js passed: detect: samples/in/ai-upper.jpg default 
+2022-05-29 21:09:18 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
+2022-05-29 21:09:18 DATA:  test-node-gpu.js  result: performance: load: null total: 866 
+2022-05-29 21:09:18 STATE: test-node-gpu.js passed: detect: samples/in/ai-upper.jpg default 
+2022-05-29 21:09:18 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
+2022-05-29 21:09:18 DATA:  test-node-gpu.js  result: performance: load: null total: 866 
+2022-05-29 21:09:18 STATE: test-node-gpu.js passed: detect: samples/in/ai-face.jpg default 
+2022-05-29 21:09:18 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 2 object: 1 person: 1 {"score":0.91} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":17} 
+2022-05-29 21:09:18 DATA:  test-node-gpu.js  result: performance: load: null total: 915 
+2022-05-29 21:09:18 STATE: test-node-gpu.js passed: detect: samples/in/ai-face.jpg default 
+2022-05-29 21:09:18 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 2 object: 1 person: 1 {"score":0.91} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":17} 
+2022-05-29 21:09:18 DATA:  test-node-gpu.js  result: performance: load: null total: 915 
+2022-05-29 21:09:18 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:18 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-05-29 21:09:18 DATA:  test-node-gpu.js  result: performance: load: null total: 915 
+2022-05-29 21:09:18 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:18 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-05-29 21:09:18 DATA:  test-node-gpu.js  result: performance: load: null total: 915 
+2022-05-29 21:09:18 STATE: test-node-gpu.js event: detect 
+2022-05-29 21:09:18 STATE: test-node-gpu.js passed: detect: samples/in/ai-upper.jpg default 
+2022-05-29 21:09:18 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
+2022-05-29 21:09:18 DATA:  test-node-gpu.js  result: performance: load: null total: 654 
+2022-05-29 21:09:18 STATE: test-node-gpu.js event: detect 
+2022-05-29 21:09:18 STATE: test-node-gpu.js event: detect 
+2022-05-29 21:09:18 STATE: test-node-gpu.js passed: detect: samples/in/ai-face.jpg default 
+2022-05-29 21:09:18 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 2 object: 1 person: 1 {"score":0.91} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":17} 
+2022-05-29 21:09:18 DATA:  test-node-gpu.js  result: performance: load: null total: 654 
+2022-05-29 21:09:18 STATE: test-node-gpu.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:18 DATA:  test-node-gpu.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-05-29 21:09:18 DATA:  test-node-gpu.js  result: performance: load: null total: 654 
+2022-05-29 21:09:18 INFO:  test-node-gpu.js test: monkey-patch 
+2022-05-29 21:09:18 STATE: test-node-gpu.js event: image 
+2022-05-29 21:09:18 STATE: test-node-gpu.js event: detect 
+2022-05-29 21:09:18 STATE: test-node-gpu.js passed: monkey patch 
+2022-05-29 21:09:18 STATE: test-node-gpu.js passed: segmentation [65536] 
+2022-05-29 21:09:18 STATE: test-node-gpu.js passeed: equal usage 
+2022-05-29 21:09:18 INFO:  test-node-gpu.js test: input compare 
+2022-05-29 21:09:18 STATE: test-node-gpu.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34696120} 
+2022-05-29 21:09:18 STATE: test-node-gpu.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1004796928} 
+2022-05-29 21:09:18 STATE: test-node-gpu.js passed: image compare 0 23.275441687091504 
+2022-05-29 21:09:18 INFO:  test-node-gpu.js events: {"image":21,"detect":21,"warmup":2} 
+2022-05-29 21:09:18 INFO:  test-node-gpu.js tensors 1927 
+2022-05-29 21:09:18 INFO:  test-node-gpu.js test complete: 12643 ms 
+2022-05-29 21:09:19 INFO:  
+2022-05-29 21:09:19 INFO:  test-node-wasm.js start 
+2022-05-29 21:09:19 STATE: test-node-wasm.js passed: model server: https://vladmandic.github.io/human/models/ 
+2022-05-29 21:09:19 INFO:  test-node-wasm.js test: configuration validation 
+2022-05-29 21:09:19 STATE: test-node-wasm.js passed: configuration default validation [] 
+2022-05-29 21:09:19 STATE: test-node-wasm.js passed: configuration invalid validation [{"reason":"unknown property","where":"config.invalid = true"}] 
+2022-05-29 21:09:19 INFO:  test-node-wasm.js test: model load 
+2022-05-29 21:09:21 STATE: test-node-wasm.js passed: models loaded 22 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":"https://vladmandic.github.io/human/models/mb3-centernet.json"},{"name":"efficientpose","loaded":false,"url":null},{"name":"mobilefacenet","loaded":false,"url":null},{"name":"emotion","loaded":true,"url":"https://vladmandic.github.io/human/models/emotion.json"},{"name":"facedetect","loaded":true,"url":"https://vladmandic.github.io/human/models/blazeface.json"},{"name":"faceiris","loaded":true,"url":"https://vladmandic.github.io/human/models/iris.json"},{"name":"facemesh","loaded":true,"url":"https://vladmandic.github.io/human/models/facemesh.json"},{"name":"faceres","loaded":true,"url":"https://vladmandic.github.io/human/models/faceres.json"},{"name":"ssrnetgender","loaded":false,"url":null},{"name":"handpose","loaded":false,"url":null},{"name":"handskeleton","loaded":true,"url":"https://vladmandic.github.io/human/models/handlandmark-full.json"},{"name":"handtrack","loaded":true,"url":"https://vladmandic.github.io/human/models/handtrack.json"},{"name":"liveness","loaded":true,"url":"https://vladmandic.github.io/human/models/liveness.json"},{"name":"movenet","loaded":true,"url":"https://vladmandic.github.io/human/models/movenet-lightning.json"},{"name":"nanodet","loaded":false,"url":null},{"name":"posenet","loaded":false,"url":null},{"name":"segmentation","loaded":true,"url":"https://vladmandic.github.io/human/models/selfie.json"},{"name":"antispoof","loaded":true,"url":"https://vladmandic.github.io/human/models/antispoof.json"}] 
+2022-05-29 21:09:21 INFO:  test-node-wasm.js test: warmup 
+2022-05-29 21:09:21 STATE: test-node-wasm.js passed: create human 
+2022-05-29 21:09:21 INFO:  test-node-wasm.js human version: 2.8.0 
+2022-05-29 21:09:21 INFO:  test-node-wasm.js platform: linux x64 agent: NodeJS v16.15.0 
+2022-05-29 21:09:21 INFO:  test-node-wasm.js tfjs version: 3.18.0 
+2022-05-29 21:09:21 STATE: test-node-wasm.js passed: set backend: wasm 
+2022-05-29 21:09:21 STATE: test-node-wasm.js tensors 1919 
+2022-05-29 21:09:21 STATE: test-node-wasm.js passed: load models 
+2022-05-29 21:09:21 STATE: test-node-wasm.js  result: defined models: 22 loaded models: 12 
+2022-05-29 21:09:21 STATE: test-node-wasm.js passed: warmup: none default 
+2022-05-29 21:09:21 DATA:  test-node-wasm.js  result: face: 0 body: 0 hand: 0 gesture: 0 object: 0 person: 0 {} {} {} 
+2022-05-29 21:09:21 DATA:  test-node-wasm.js  result: performance: load: null total: null 
+2022-05-29 21:09:21 STATE: test-node-wasm.js passed: warmup none result match 
+2022-05-29 21:09:21 STATE: test-node-wasm.js event: image 
+2022-05-29 21:09:21 STATE: test-node-wasm.js event: detect 
+2022-05-29 21:09:21 STATE: test-node-wasm.js event: warmup 
+2022-05-29 21:09:21 STATE: test-node-wasm.js passed: warmup: face default 
+2022-05-29 21:09:21 DATA:  test-node-wasm.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} 
+2022-05-29 21:09:21 DATA:  test-node-wasm.js  result: performance: load: null total: 494 
+2022-05-29 21:09:21 STATE: test-node-wasm.js passed: warmup face result match 
+2022-05-29 21:09:21 STATE: test-node-wasm.js event: image 
+2022-05-29 21:09:22 STATE: test-node-wasm.js event: detect 
+2022-05-29 21:09:22 STATE: test-node-wasm.js event: warmup 
+2022-05-29 21:09:22 STATE: test-node-wasm.js passed: warmup: body default 
+2022-05-29 21:09:22 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-05-29 21:09:22 DATA:  test-node-wasm.js  result: performance: load: null total: 368 
+2022-05-29 21:09:22 STATE: test-node-wasm.js passed: warmup body result match 
+2022-05-29 21:09:22 STATE: test-node-wasm.js details: {"face":{"boxScore":0.93,"faceScore":1,"age":23.7,"gender":"female","genderScore":0.97},"emotion":[{"score":0.59,"emotion":"angry"},{"score":0.29,"emotion":"fear"}],"body":{"score":0.92,"keypoints":17},"hand":{"boxScore":0.51,"fingerScore":0.73,"keypoints":21},"gestures":[{"face":0,"gesture":"facing right"},{"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"}]} 
+2022-05-29 21:09:22 INFO:  test-node-wasm.js test: details verification 
+2022-05-29 21:09:22 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
+2022-05-29 21:09:22 STATE: test-node-wasm.js event: image 
+2022-05-29 21:09:22 STATE: test-node-wasm.js event: detect 
+2022-05-29 21:09:22 STATE: test-node-wasm.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:22 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":23.7,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-05-29 21:09:22 DATA:  test-node-wasm.js  result: performance: load: null total: 335 
+2022-05-29 21:09:22 STATE: test-node-wasm.js passed: details face length 1 
+2022-05-29 21:09:22 STATE: test-node-wasm.js passed: details face score 1 0.93 1 
+2022-05-29 21:09:22 STATE: test-node-wasm.js passed: details face age/gender 23.7 female 0.97 73.26 
+2022-05-29 21:09:22 STATE: test-node-wasm.js passed: details face arrays 4 478 1024 
+2022-05-29 21:09:22 STATE: test-node-wasm.js passed: details face emotion 2 {"score":0.59,"emotion":"angry"} 
+2022-05-29 21:09:22 STATE: test-node-wasm.js passed: details face anti-spoofing 0.79 
+2022-05-29 21:09:22 STATE: test-node-wasm.js passed: details face liveness 0.83 
+2022-05-29 21:09:22 STATE: test-node-wasm.js passed: details body length 1 
+2022-05-29 21:09:22 STATE: test-node-wasm.js passed: details body 0.92 17 6 
+2022-05-29 21:09:22 STATE: test-node-wasm.js passed: details hand length 1 
+2022-05-29 21:09:22 STATE: test-node-wasm.js passed: details hand 0.51 0.73 point 
+2022-05-29 21:09:22 STATE: test-node-wasm.js passed: details hand arrays 21 5 7 
+2022-05-29 21:09:22 STATE: test-node-wasm.js passed: details gesture length 6 
+2022-05-29 21:09:22 STATE: test-node-wasm.js passed: details gesture first {"face":0,"gesture":"facing right"} 
+2022-05-29 21:09:22 STATE: test-node-wasm.js passed: details object length 1 
+2022-05-29 21:09:22 STATE: test-node-wasm.js passed: details object 0.72 person 
+2022-05-29 21:09:22 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,4] {"checksum":1413675264} 
+2022-05-29 21:09:22 STATE: test-node-wasm.js event: image 
+2022-05-29 21:09:23 STATE: test-node-wasm.js event: detect 
+2022-05-29 21:09:23 STATE: test-node-wasm.js passed: tensor shape: [1,1200,1200,4] dtype: float32 
+2022-05-29 21:09:23 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1200,1200,4] {"checksum":1413675264} 
+2022-05-29 21:09:23 STATE: test-node-wasm.js event: image 
+2022-05-29 21:09:23 STATE: test-node-wasm.js event: detect 
+2022-05-29 21:09:23 STATE: test-node-wasm.js passed: tensor shape: [1200,1200,4] dtype: float32 
+2022-05-29 21:09:24 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
+2022-05-29 21:09:24 STATE: test-node-wasm.js event: image 
+2022-05-29 21:09:24 STATE: test-node-wasm.js event: detect 
+2022-05-29 21:09:24 STATE: test-node-wasm.js passed: tensor shape: [1,1200,1200,3] dtype: float32 
+2022-05-29 21:09:24 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1200,1200,3] {"checksum":1038921856} 
+2022-05-29 21:09:24 STATE: test-node-wasm.js event: image 
+2022-05-29 21:09:24 STATE: test-node-wasm.js event: detect 
+2022-05-29 21:09:24 STATE: test-node-wasm.js passed: tensor shape: [1200,1200,3] dtype: float32 
+2022-05-29 21:09:25 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,4] {"checksum":1371996871} 
+2022-05-29 21:09:25 STATE: test-node-wasm.js event: image 
+2022-05-29 21:09:25 STATE: test-node-wasm.js event: detect 
+2022-05-29 21:09:25 STATE: test-node-wasm.js passed: tensor shape: [1,1200,1200,4] dtype: int32 
+2022-05-29 21:09:25 INFO:  test-node-wasm.js test default 
+2022-05-29 21:09:25 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
+2022-05-29 21:09:25 STATE: test-node-wasm.js event: image 
+2022-05-29 21:09:25 STATE: test-node-wasm.js event: detect 
+2022-05-29 21:09:25 STATE: test-node-wasm.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:25 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":29.6,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-05-29 21:09:25 DATA:  test-node-wasm.js  result: performance: load: null total: 324 
+2022-05-29 21:09:25 STATE: test-node-wasm.js passed: default result face match 1 female 0.97 
+2022-05-29 21:09:25 INFO:  test-node-wasm.js test sync 
+2022-05-29 21:09:26 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
+2022-05-29 21:09:26 STATE: test-node-wasm.js event: image 
+2022-05-29 21:09:26 STATE: test-node-wasm.js event: detect 
+2022-05-29 21:09:26 STATE: test-node-wasm.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:26 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":29.6,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-05-29 21:09:26 DATA:  test-node-wasm.js  result: performance: load: null total: 317 
+2022-05-29 21:09:26 STATE: test-node-wasm.js passed: default sync 1 female 0.97 
+2022-05-29 21:09:26 INFO:  test-node-wasm.js test: image process 
+2022-05-29 21:09:26 STATE: test-node-wasm.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34697856} 
+2022-05-29 21:09:26 STATE: test-node-wasm.js passed: image input null [1,256,256,3] 
+2022-05-29 21:09:26 INFO:  test-node-wasm.js test: image null 
+2022-05-29 21:09:26 STATE: test-node-wasm.js passed: invalid input could not convert input to tensor 
+2022-05-29 21:09:26 INFO:  test-node-wasm.js test face similarity 
+2022-05-29 21:09:26 STATE: test-node-wasm.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34697856} 
+2022-05-29 21:09:26 STATE: test-node-wasm.js event: image 
+2022-05-29 21:09:26 STATE: test-node-wasm.js event: detect 
+2022-05-29 21:09:26 STATE: test-node-wasm.js passed: detect: samples/in/ai-face.jpg default 
+2022-05-29 21:09:26 DATA:  test-node-wasm.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} 
+2022-05-29 21:09:26 DATA:  test-node-wasm.js  result: performance: load: null total: 301 
+2022-05-29 21:09:27 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
+2022-05-29 21:09:27 STATE: test-node-wasm.js event: image 
+2022-05-29 21:09:27 STATE: test-node-wasm.js event: detect 
+2022-05-29 21:09:27 STATE: test-node-wasm.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:27 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":29.6,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-05-29 21:09:27 DATA:  test-node-wasm.js  result: performance: load: null total: 320 
+2022-05-29 21:09:27 STATE: test-node-wasm.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151155104} 
+2022-05-29 21:09:27 STATE: test-node-wasm.js event: image 
+2022-05-29 21:09:27 STATE: test-node-wasm.js event: detect 
+2022-05-29 21:09:27 STATE: test-node-wasm.js passed: detect: samples/in/ai-upper.jpg default 
+2022-05-29 21:09:27 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 0 gesture: 3 object: 1 person: 1 {"score":1,"age":23.5,"gender":"female"} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":7} 
+2022-05-29 21:09:27 DATA:  test-node-wasm.js  result: performance: load: null total: 291 
+2022-05-29 21:09:27 STATE: test-node-wasm.js passed: face descriptor 
+2022-05-29 21:09:27 STATE: test-node-wasm.js passed: face similarity {"similarity":[1,0.5266119940661309,0.4858842904087851],"descriptors":[1024,1024,1024]} 
+2022-05-29 21:09:27 INFO:  test-node-wasm.js test face matching 
+2022-05-29 21:09:27 STATE: test-node-wasm.js passed: face database 40 
+2022-05-29 21:09:27 STATE: test-node-wasm.js passed: face match {"first":{"index":4,"similarity":0.7827852754786533}} {"second":{"index":4,"similarity":0.5660821189104794}} {"third":{"index":4,"similarity":0.45074189882665594}} 
+2022-05-29 21:09:27 INFO:  test-node-wasm.js test object 
+2022-05-29 21:09:28 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
+2022-05-29 21:09:28 STATE: test-node-wasm.js event: image 
+2022-05-29 21:09:28 STATE: test-node-wasm.js event: detect 
+2022-05-29 21:09:28 STATE: test-node-wasm.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:28 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 6 object: 1 person: 1 {"score":1,"age":29.6,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-05-29 21:09:28 DATA:  test-node-wasm.js  result: performance: load: null total: 329 
+2022-05-29 21:09:28 STATE: test-node-wasm.js passed: object result match 
+2022-05-29 21:09:28 INFO:  test-node-wasm.js test sensitive 
+2022-05-29 21:09:28 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
+2022-05-29 21:09:28 STATE: test-node-wasm.js event: image 
+2022-05-29 21:09:28 STATE: test-node-wasm.js event: detect 
+2022-05-29 21:09:28 STATE: test-node-wasm.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:28 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 2 gesture: 8 object: 1 person: 1 {"score":1,"age":29.6,"gender":"female"} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-05-29 21:09:28 DATA:  test-node-wasm.js  result: performance: load: null total: 354 
+2022-05-29 21:09:28 STATE: test-node-wasm.js passed: sensitive result match 
+2022-05-29 21:09:28 STATE: test-node-wasm.js passed: sensitive face result match 
+2022-05-29 21:09:28 STATE: test-node-wasm.js passed: sensitive face emotion result [{"score":0.46,"emotion":"neutral"},{"score":0.24,"emotion":"fear"},{"score":0.17,"emotion":"sad"}] 
+2022-05-29 21:09:28 STATE: test-node-wasm.js passed: sensitive body result match 
+2022-05-29 21:09:28 STATE: test-node-wasm.js passed: sensitive hand result match 
+2022-05-29 21:09:28 INFO:  test-node-wasm.js test detectors 
+2022-05-29 21:09:29 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
+2022-05-29 21:09:29 STATE: test-node-wasm.js event: image 
+2022-05-29 21:09:29 STATE: test-node-wasm.js event: detect 
+2022-05-29 21:09:29 STATE: test-node-wasm.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:29 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-05-29 21:09:29 DATA:  test-node-wasm.js  result: performance: load: null total: 234 
+2022-05-29 21:09:29 STATE: test-node-wasm.js passed: detector result face match 
+2022-05-29 21:09:29 STATE: test-node-wasm.js passed: detector result hand match 
+2022-05-29 21:09:29 INFO:  test-node-wasm.js test: multi-instance 
+2022-05-29 21:09:29 STATE: test-node-wasm.js event: image 
+2022-05-29 21:09:29 STATE: test-node-wasm.js event: detect 
+2022-05-29 21:09:29 STATE: test-node-wasm.js passed: detect: random default 
+2022-05-29 21:09:29 DATA:  test-node-wasm.js  result: face: 0 body: 1 hand: 0 gesture: 0 object: 0 person: 0 {} {} {"score":0.05,"keypoints":15} 
+2022-05-29 21:09:29 DATA:  test-node-wasm.js  result: performance: load: null total: 206 
+2022-05-29 21:09:29 INFO:  test-node-wasm.js test: first instance 
+2022-05-29 21:09:29 STATE: test-node-wasm.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151155104} 
+2022-05-29 21:09:30 STATE: test-node-wasm.js passed: detect: samples/in/ai-upper.jpg default 
+2022-05-29 21:09:30 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
+2022-05-29 21:09:30 DATA:  test-node-wasm.js  result: performance: load: null total: 226 
+2022-05-29 21:09:30 INFO:  test-node-wasm.js test: second instance 
+2022-05-29 21:09:30 STATE: test-node-wasm.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151155104} 
+2022-05-29 21:09:30 STATE: test-node-wasm.js passed: detect: samples/in/ai-upper.jpg default 
+2022-05-29 21:09:30 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
+2022-05-29 21:09:30 DATA:  test-node-wasm.js  result: performance: load: null total: 222 
+2022-05-29 21:09:30 INFO:  test-node-wasm.js test: concurrent 
+2022-05-29 21:09:30 STATE: test-node-wasm.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34697856} 
+2022-05-29 21:09:30 STATE: test-node-wasm.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34697856} 
+2022-05-29 21:09:30 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
+2022-05-29 21:09:30 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
+2022-05-29 21:09:30 STATE: test-node-wasm.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151155104} 
+2022-05-29 21:09:30 STATE: test-node-wasm.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151155104} 
+2022-05-29 21:09:30 STATE: test-node-wasm.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34697856} 
+2022-05-29 21:09:31 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
+2022-05-29 21:09:31 STATE: test-node-wasm.js passed: load image: samples/in/ai-upper.jpg [1,720,688,3] {"checksum":151155104} 
+2022-05-29 21:09:31 STATE: test-node-wasm.js event: image 
+2022-05-29 21:09:31 STATE: test-node-wasm.js event: image 
+2022-05-29 21:09:31 STATE: test-node-wasm.js event: image 
+2022-05-29 21:09:32 STATE: test-node-wasm.js passed: detect: samples/in/ai-upper.jpg default 
+2022-05-29 21:09:32 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
+2022-05-29 21:09:32 DATA:  test-node-wasm.js  result: performance: load: null total: 2026 
+2022-05-29 21:09:32 STATE: test-node-wasm.js passed: detect: samples/in/ai-upper.jpg default 
+2022-05-29 21:09:32 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
+2022-05-29 21:09:32 DATA:  test-node-wasm.js  result: performance: load: null total: 2026 
+2022-05-29 21:09:33 STATE: test-node-wasm.js passed: detect: samples/in/ai-face.jpg default 
+2022-05-29 21:09:33 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 2 object: 1 person: 1 {"score":0.91} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":17} 
+2022-05-29 21:09:33 DATA:  test-node-wasm.js  result: performance: load: null total: 2241 
+2022-05-29 21:09:33 STATE: test-node-wasm.js passed: detect: samples/in/ai-face.jpg default 
+2022-05-29 21:09:33 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 2 object: 1 person: 1 {"score":0.91} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":17} 
+2022-05-29 21:09:33 DATA:  test-node-wasm.js  result: performance: load: null total: 2241 
+2022-05-29 21:09:33 STATE: test-node-wasm.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:33 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-05-29 21:09:33 DATA:  test-node-wasm.js  result: performance: load: null total: 2241 
+2022-05-29 21:09:33 STATE: test-node-wasm.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:33 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-05-29 21:09:33 DATA:  test-node-wasm.js  result: performance: load: null total: 2241 
+2022-05-29 21:09:33 STATE: test-node-wasm.js event: detect 
+2022-05-29 21:09:33 STATE: test-node-wasm.js passed: detect: samples/in/ai-upper.jpg default 
+2022-05-29 21:09:33 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 0 gesture: 0 object: 1 person: 1 {"score":0.96} {"score":0.71,"class":"person"} {"score":0.75,"keypoints":16} 
+2022-05-29 21:09:33 DATA:  test-node-wasm.js  result: performance: load: null total: 1927 
+2022-05-29 21:09:33 STATE: test-node-wasm.js event: detect 
+2022-05-29 21:09:33 STATE: test-node-wasm.js event: detect 
+2022-05-29 21:09:33 STATE: test-node-wasm.js passed: detect: samples/in/ai-face.jpg default 
+2022-05-29 21:09:33 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 2 object: 1 person: 1 {"score":0.91} {"score":0.82,"class":"person"} {"score":0.47,"keypoints":17} 
+2022-05-29 21:09:33 DATA:  test-node-wasm.js  result: performance: load: null total: 1927 
+2022-05-29 21:09:33 STATE: test-node-wasm.js passed: detect: samples/in/ai-body.jpg default 
+2022-05-29 21:09:33 DATA:  test-node-wasm.js  result: face: 1 body: 1 hand: 1 gesture: 0 object: 1 person: 1 {"score":0.93} {"score":0.72,"class":"person"} {"score":0.92,"keypoints":17} 
+2022-05-29 21:09:33 DATA:  test-node-wasm.js  result: performance: load: null total: 1927 
+2022-05-29 21:09:33 INFO:  test-node-wasm.js test: monkey-patch 
+2022-05-29 21:09:33 STATE: test-node-wasm.js event: image 
+2022-05-29 21:09:33 STATE: test-node-wasm.js event: detect 
+2022-05-29 21:09:33 STATE: test-node-wasm.js passed: monkey patch 
+2022-05-29 21:09:33 STATE: test-node-wasm.js passed: segmentation [65536] 
+2022-05-29 21:09:33 STATE: test-node-wasm.js passeed: equal usage 
+2022-05-29 21:09:33 INFO:  test-node-wasm.js test: input compare 
+2022-05-29 21:09:33 STATE: test-node-wasm.js passed: load image: samples/in/ai-face.jpg [1,256,256,3] {"checksum":34697856} 
+2022-05-29 21:09:33 STATE: test-node-wasm.js passed: load image: samples/in/ai-body.jpg [1,1200,1200,3] {"checksum":1038921856} 
+2022-05-29 21:09:33 STATE: test-node-wasm.js passed: image compare 0 23.280073018790848 
+2022-05-29 21:09:33 INFO:  test-node-wasm.js events: {"image":21,"detect":21,"warmup":2} 
+2022-05-29 21:09:33 INFO:  test-node-wasm.js tensors 1927 
+2022-05-29 21:09:33 INFO:  test-node-wasm.js test complete: 13734 ms 
+2022-05-29 21:09:33 INFO:  all tests complete 
+2022-05-29 21:09:33 INFO:  failed: {"count":0,"messages":[]} 
+2022-05-29 21:09:33 INFO:  status: {"test":"test-node.js","passed":101,"failed":0} 
+2022-05-29 21:09:33 INFO:  status: {"test":"test-node-gpu.js","passed":101,"failed":0} 
+2022-05-29 21:09:33 INFO:  status: {"test":"test-node-wasm.js","passed":102,"failed":0} 
diff --git a/wiki b/wiki
index 4d4e5fac..c67743e0 160000
--- a/wiki
+++ b/wiki
@@ -1 +1 @@
-Subproject commit 4d4e5fac7d062b0855a820e1fb79a01f618f7e61
+Subproject commit c67743e033d29f9f1c96ba596b48c70fea6e5a1e