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human
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add gear-e models

pull/356/head
Vladimir Mandic 2023-02-01 09:19:15 -05:00
parent 6fb4d04df3
commit eb53988f90
16 changed files with 160 additions and 100 deletions
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3
CHANGELOG.md
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@ -9,8 +9,9 @@
## Changelog
### **HEAD -> main** 2023/01/29 mandic00@live.com
### **HEAD -> main** 2023/01/31 mandic00@live.com
- redo blazeface annotations
### **3.0.4** 2023/01/29 mandic00@live.com

2
README.md
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@ -444,7 +444,7 @@ For more info, see [**Configuration Details**](https://github.com/vladmandic/hum
<br><hr><br>
`Human` library is written in [TypeScript](https://www.typescriptlang.org/docs/handbook/intro.html) **4.9** using [TensorFlow/JS](https://www.tensorflow.org/js/) **4.1** and conforming to latest `JavaScript` [ECMAScript version 2022](https://262.ecma-international.org/) standard
`Human` library is written in [TypeScript](https://www.typescriptlang.org/docs/handbook/intro.html) **4.9** using [TensorFlow/JS](https://www.tensorflow.org/js/) **4.2** and conforming to latest `JavaScript` [ECMAScript version 2022](https://262.ecma-international.org/) standard
Build target for distributables is `JavaScript` [EMCAScript version 2018](https://262.ecma-international.org/9.0/)

12
dist/human.esm-nobundle.js vendored
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7
dist/human.esm.js vendored
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@ -32621,6 +32621,8 @@ __export(models_exports, {
faceres: () => faceres,
"faceres-deep": () => faceres_deep,
gear: () => gear,
"gear-e1": () => gear_e1,
"gear-e2": () => gear_e2,
gender: () => gender,
"gender-ssrnet-imdb": () => gender_ssrnet_imdb,
handdetect: () => handdetect,
@ -32678,6 +32680,8 @@ var facemesh_attention = 2382414;
var facemesh_detection_full = 1026192;
var facemesh_detection_short = 201268;
var faceres_deep = 13957620;
var gear_e1 = 112438;
var gear_e2 = 112438;
var gear = 1498916;
var gender_ssrnet_imdb = 161236;
var gender = 201808;
@ -32734,6 +32738,8 @@ var models_default = {
"facemesh-detection-full": facemesh_detection_full,
"facemesh-detection-short": facemesh_detection_short,
"faceres-deep": faceres_deep,
"gear-e1": gear_e1,
"gear-e2": gear_e2,
gear,
"gender-ssrnet-imdb": gender_ssrnet_imdb,
gender,
@ -33158,7 +33164,6 @@ async function check(instance, force = false) {
instance.config.backend = Rie();
await env.updateBackend();
registerCustomOps(instance.config);
env.initial = false;
}
return true;
}

6
dist/human.esm.js.map vendored
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20
dist/human.js vendored
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12
dist/human.node-gpu.js vendored
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12
dist/human.node-wasm.js vendored
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12
dist/human.node.js vendored
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2
models/models.json
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@ -25,6 +25,8 @@
"facemesh-detection-full": 1026192,
"facemesh-detection-short": 201268,
"faceres-deep": 13957620,
"gear-e1": 112438,
"gear-e2": 112438,
"gear": 1498916,
"gender-ssrnet-imdb": 161236,
"gender": 201808,

1
src/human.ts
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@ -288,7 +288,6 @@ export class Human {
const timeStamp = now();
const count = Object.values(this.models.models).filter((model) => model).length;
if (userConfig) this.config = mergeDeep(this.config, userConfig) as Config;
if (this.env.initial) { // print version info on first run and check for correct backend setup
if (!await backend.check(this, false)) log('error: backend check failed');
await tf.ready();

2
src/tfjs/backend.ts
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@ -217,7 +217,7 @@ export async function check(instance: Human, force = false) {
await env.updateBackend(); // update env on backend init
registerCustomOps(instance.config);
// await env.updateBackend(); // update env on backend init
env.initial = false;
// env.initial = false;
}
return true;
}

100
test/build.log
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@ -1,50 +1,50 @@
2023-01-31 08:51:47 DATA:  Build {"name":"@vladmandic/human","version":"3.0.4"}
2023-01-31 08:51:47 INFO:  Application: {"name":"@vladmandic/human","version":"3.0.4"}
2023-01-31 08:51:47 INFO:  Environment: {"profile":"production","config":".build.json","package":"package.json","tsconfig":true,"eslintrc":true,"git":true}
2023-01-31 08:51:47 INFO:  Toolchain: {"build":"0.7.15","esbuild":"0.16.17","typescript":"4.9.5","typedoc":"0.23.24","eslint":"8.33.0"}
2023-01-31 08:51:47 INFO:  Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]}
2023-01-31 08:51:47 STATE: Clean: {"locations":["dist/*","types/*","typedoc/*"]}
2023-01-31 08:51:47 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1289,"outputBytes":361}
2023-01-31 08:51:47 STATE: Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":569,"outputBytes":924}
2023-01-31 08:51:47 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":80,"inputBytes":672712,"outputBytes":318340}
2023-01-31 08:51:47 STATE: Compile: {"name":"tfjs/nodejs/gpu","format":"cjs","platform":"node","input":"tfjs/tf-node-gpu.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":577,"outputBytes":928}
2023-01-31 08:51:47 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":80,"inputBytes":672716,"outputBytes":318344}
2023-01-31 08:51:47 STATE: Compile: {"name":"tfjs/nodejs/wasm","format":"cjs","platform":"node","input":"tfjs/tf-node-wasm.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":665,"outputBytes":1876}
2023-01-31 08:51:47 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":80,"inputBytes":673664,"outputBytes":318455}
2023-01-31 08:51:47 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":1375,"outputBytes":670}
2023-01-31 08:51:47 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":80,"inputBytes":672458,"outputBytes":316915}
2023-01-31 08:51:47 STATE: Compile: {"name":"tfjs/browser/esm/bundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":10,"inputBytes":1375,"outputBytes":1151306}
2023-01-31 08:51:47 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":80,"inputBytes":1823094,"outputBytes":1464164}
2023-01-31 08:51:47 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":80,"inputBytes":1823094,"outputBytes":1930337}
2023-01-31 08:51:51 STATE: Typings: {"input":"src/human.ts","output":"types/lib","files":15}
2023-01-31 08:51:53 STATE: TypeDoc: {"input":"src/human.ts","output":"typedoc","objects":77,"generated":true}
2023-01-31 08:51:53 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":6117,"outputBytes":2901}
2023-01-31 08:51:53 STATE: Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":17503,"outputBytes":9403}
2023-01-31 08:52:02 STATE: Lint: {"locations":["**/*.json","src/**/*.ts","test/**/*.js","demo/**/*.js","**/*.md"],"files":169,"errors":0,"warnings":0}
2023-01-31 08:52:02 STATE: ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"}
2023-01-31 08:52:02 STATE: Copy: {"input":"node_modules/@vladmandic/tfjs/types/tfjs-core.d.ts","output":"types/tfjs-core.d.ts"}
2023-01-31 08:52:02 INFO:  Done...
2023-01-31 08:52:02 STATE: Copy: {"input":"node_modules/@vladmandic/tfjs/types/tfjs.d.ts","output":"types/tfjs.esm.d.ts"}
2023-01-31 08:52:02 STATE: Copy: {"input":"src/types/tsconfig.json","output":"types/tsconfig.json"}
2023-01-31 08:52:02 STATE: Copy: {"input":"src/types/eslint.json","output":"types/.eslintrc.json"}
2023-01-31 08:52:02 STATE: Copy: {"input":"src/types/tfjs.esm.d.ts","output":"dist/tfjs.esm.d.ts"}
2023-01-31 08:52:02 STATE: Filter: {"input":"types/tfjs-core.d.ts"}
2023-01-31 08:52:04 STATE: API-Extractor: {"succeeeded":true,"errors":0,"warnings":204}
2023-01-31 08:52:04 STATE: Filter: {"input":"types/human.d.ts"}
2023-01-31 08:52:04 STATE: Write: {"output":"dist/human.esm-nobundle.d.ts"}
2023-01-31 08:52:04 STATE: Write: {"output":"dist/human.esm.d.ts"}
2023-01-31 08:52:04 STATE: Write: {"output":"dist/human.d.ts"}
2023-01-31 08:52:04 STATE: Write: {"output":"dist/human.node-gpu.d.ts"}
2023-01-31 08:52:04 STATE: Write: {"output":"dist/human.node.d.ts"}
2023-01-31 08:52:04 STATE: Write: {"output":"dist/human.node-wasm.d.ts"}
2023-01-31 08:52:04 INFO:  Analyze models: {"folders":8,"result":"models/models.json"}
2023-01-31 08:52:04 STATE: Models {"folder":"./models","models":12}
2023-01-31 08:52:04 STATE: Models {"folder":"../human-models/models","models":41}
2023-01-31 08:52:04 STATE: Models {"folder":"../blazepose/model/","models":4}
2023-01-31 08:52:04 STATE: Models {"folder":"../anti-spoofing/model","models":1}
2023-01-31 08:52:04 STATE: Models {"folder":"../efficientpose/models","models":3}
2023-01-31 08:52:04 STATE: Models {"folder":"../insightface/models","models":5}
2023-01-31 08:52:04 STATE: Models {"folder":"../movenet/models","models":3}
2023-01-31 08:52:04 STATE: Models {"folder":"../nanodet/models","models":4}
2023-01-31 08:52:04 STATE: Models: {"count":55,"totalSize":372917743}
2023-01-31 08:52:04 INFO:  Human Build complete... {"logFile":"test/build.log"}
2023-02-01 09:17:59 DATA:  Build {"name":"@vladmandic/human","version":"3.0.4"}
2023-02-01 09:17:59 INFO:  Application: {"name":"@vladmandic/human","version":"3.0.4"}
2023-02-01 09:17:59 INFO:  Environment: {"profile":"production","config":".build.json","package":"package.json","tsconfig":true,"eslintrc":true,"git":true}
2023-02-01 09:17:59 INFO:  Toolchain: {"build":"0.7.15","esbuild":"0.16.17","typescript":"4.9.5","typedoc":"0.23.24","eslint":"8.33.0"}
2023-02-01 09:17:59 INFO:  Build: {"profile":"production","steps":["clean","compile","typings","typedoc","lint","changelog"]}
2023-02-01 09:17:59 STATE: Clean: {"locations":["dist/*","types/*","typedoc/*"]}
2023-02-01 09:17:59 STATE: Compile: {"name":"tfjs/browser/version","format":"esm","platform":"browser","input":"tfjs/tf-version.ts","output":"dist/tfjs.version.js","files":1,"inputBytes":1289,"outputBytes":361}
2023-02-01 09:17:59 STATE: Compile: {"name":"tfjs/nodejs/cpu","format":"cjs","platform":"node","input":"tfjs/tf-node.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":569,"outputBytes":924}
2023-02-01 09:17:59 STATE: Compile: {"name":"human/nodejs/cpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node.js","files":80,"inputBytes":672756,"outputBytes":318407}
2023-02-01 09:17:59 STATE: Compile: {"name":"tfjs/nodejs/gpu","format":"cjs","platform":"node","input":"tfjs/tf-node-gpu.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":577,"outputBytes":928}
2023-02-01 09:17:59 STATE: Compile: {"name":"human/nodejs/gpu","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-gpu.js","files":80,"inputBytes":672760,"outputBytes":318411}
2023-02-01 09:17:59 STATE: Compile: {"name":"tfjs/nodejs/wasm","format":"cjs","platform":"node","input":"tfjs/tf-node-wasm.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":665,"outputBytes":1876}
2023-02-01 09:17:59 STATE: Compile: {"name":"human/nodejs/wasm","format":"cjs","platform":"node","input":"src/human.ts","output":"dist/human.node-wasm.js","files":80,"inputBytes":673708,"outputBytes":318522}
2023-02-01 09:17:59 STATE: Compile: {"name":"tfjs/browser/esm/nobundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":2,"inputBytes":1375,"outputBytes":670}
2023-02-01 09:17:59 STATE: Compile: {"name":"human/browser/esm/nobundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm-nobundle.js","files":80,"inputBytes":672502,"outputBytes":316982}
2023-02-01 09:17:59 STATE: Compile: {"name":"tfjs/browser/esm/bundle","format":"esm","platform":"browser","input":"tfjs/tf-browser.ts","output":"dist/tfjs.esm.js","files":10,"inputBytes":1375,"outputBytes":1151306}
2023-02-01 09:17:59 STATE: Compile: {"name":"human/browser/iife/bundle","format":"iife","platform":"browser","input":"src/human.ts","output":"dist/human.js","files":80,"inputBytes":1823138,"outputBytes":1464236}
2023-02-01 09:17:59 STATE: Compile: {"name":"human/browser/esm/bundle","format":"esm","platform":"browser","input":"src/human.ts","output":"dist/human.esm.js","files":80,"inputBytes":1823138,"outputBytes":1930456}
2023-02-01 09:18:03 STATE: Typings: {"input":"src/human.ts","output":"types/lib","files":15}
2023-02-01 09:18:05 STATE: TypeDoc: {"input":"src/human.ts","output":"typedoc","objects":77,"generated":true}
2023-02-01 09:18:05 STATE: Compile: {"name":"demo/typescript","format":"esm","platform":"browser","input":"demo/typescript/index.ts","output":"demo/typescript/index.js","files":1,"inputBytes":6117,"outputBytes":2901}
2023-02-01 09:18:05 STATE: Compile: {"name":"demo/faceid","format":"esm","platform":"browser","input":"demo/faceid/index.ts","output":"demo/faceid/index.js","files":2,"inputBytes":17503,"outputBytes":9403}
2023-02-01 09:18:15 STATE: Lint: {"locations":["**/*.json","src/**/*.ts","test/**/*.js","demo/**/*.js","**/*.md"],"files":170,"errors":0,"warnings":0}
2023-02-01 09:18:15 STATE: ChangeLog: {"repository":"https://github.com/vladmandic/human","branch":"main","output":"CHANGELOG.md"}
2023-02-01 09:18:15 STATE: Copy: {"input":"node_modules/@vladmandic/tfjs/types/tfjs-core.d.ts","output":"types/tfjs-core.d.ts"}
2023-02-01 09:18:15 INFO:  Done...
2023-02-01 09:18:15 STATE: Copy: {"input":"node_modules/@vladmandic/tfjs/types/tfjs.d.ts","output":"types/tfjs.esm.d.ts"}
2023-02-01 09:18:15 STATE: Copy: {"input":"src/types/tsconfig.json","output":"types/tsconfig.json"}
2023-02-01 09:18:15 STATE: Copy: {"input":"src/types/eslint.json","output":"types/.eslintrc.json"}
2023-02-01 09:18:15 STATE: Copy: {"input":"src/types/tfjs.esm.d.ts","output":"dist/tfjs.esm.d.ts"}
2023-02-01 09:18:15 STATE: Filter: {"input":"types/tfjs-core.d.ts"}
2023-02-01 09:18:16 STATE: API-Extractor: {"succeeeded":true,"errors":0,"warnings":204}
2023-02-01 09:18:16 STATE: Filter: {"input":"types/human.d.ts"}
2023-02-01 09:18:16 STATE: Write: {"output":"dist/human.esm-nobundle.d.ts"}
2023-02-01 09:18:16 STATE: Write: {"output":"dist/human.esm.d.ts"}
2023-02-01 09:18:16 STATE: Write: {"output":"dist/human.d.ts"}
2023-02-01 09:18:16 STATE: Write: {"output":"dist/human.node-gpu.d.ts"}
2023-02-01 09:18:16 STATE: Write: {"output":"dist/human.node.d.ts"}
2023-02-01 09:18:16 STATE: Write: {"output":"dist/human.node-wasm.d.ts"}
2023-02-01 09:18:16 INFO:  Analyze models: {"folders":8,"result":"models/models.json"}
2023-02-01 09:18:16 STATE: Models {"folder":"./models","models":12}
2023-02-01 09:18:16 STATE: Models {"folder":"../human-models/models","models":43}
2023-02-01 09:18:16 STATE: Models {"folder":"../blazepose/model/","models":4}
2023-02-01 09:18:16 STATE: Models {"folder":"../anti-spoofing/model","models":1}
2023-02-01 09:18:16 STATE: Models {"folder":"../efficientpose/models","models":3}
2023-02-01 09:18:16 STATE: Models {"folder":"../insightface/models","models":5}
2023-02-01 09:18:16 STATE: Models {"folder":"../movenet/models","models":3}
2023-02-01 09:18:16 STATE: Models {"folder":"../nanodet/models","models":4}
2023-02-01 09:18:16 STATE: Models: {"count":57,"totalSize":373142619}
2023-02-01 09:18:16 INFO:  Human Build complete... {"logFile":"test/build.log"}

53
test/test-node-emotion.js Normal file
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@ -0,0 +1,53 @@
const fs = require('fs');
const path = require('path');
const log = require('@vladmandic/pilogger');
const H = require('../dist/human.node.js');
const models = ['emotion.json', 'gear-e1.json', 'gear-e2.json'];
const humanConfig = {
cacheSensitivity: 0,
modelBasePath: 'https://vladmandic.github.io/human-models/models/',
face: {
scale: 1.4,
detector: { enabled: true, maxDetected: 1 },
mesh: { enabled: true },
iris: { enabled: false },
description: { enabled: false },
emotion: { enabled: true },
},
body: { enabled: false },
hand: { enabled: false },
object: { enabled: false },
gestures: { enabled: false },
};
function samples() {
const dir = path.join(__dirname, '../samples/in');
return fs.readdirSync(dir).filter((f) => f.includes('emotions')).map((i) => path.join(dir, i));
}
async function main() {
log.configure({ inspect: { breakLength: 350 } });
const inputs = process.argv.length > 2 ? process.argv.slice(2, -1) : samples();
const human = new H.Human(humanConfig);
for (const model of models) {
human.env.initial = true; // reset to allow model change instead of using cached model
humanConfig.face.emotion.modelPath = model;
await human.load(humanConfig);
for (const input of inputs) {
const stat = fs.statSync(input);
const files = [];
if (stat.isFile()) files.push(input);
else if (stat.isDirectory()) fs.readdirSync(input).forEach((f) => files.push(path.join(input, f)));
for (const f of files) {
const buffer = fs.readFileSync(f);
const tensor = human.tf.node.decodeImage(buffer, 3);
const res = await human.detect(tensor);
res.face.forEach((face) => log.info({ model, image: f, emotion: face.emotion }));
human.tf.dispose(tensor);
}
}
}
}
main();

2
test/test-node-gear.js
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@ -43,7 +43,7 @@ function getImageTensor(imageFile) {
function printResult(obj) {
if (!obj || !obj.res || !obj.res.face || obj.res.face.length === 0) log('warn', 'failed: no faces detected');
else obj.res.face.forEach((face, i) => log('data', 'results', { face: i, model: obj.model, image: obj.image, age: face.age, gender: face.gender, genderScore: face.genderScore, race: face.race }));
else obj.res.face.forEach((face, i) => log('data', 'results', { face: i, model: obj.model, image: obj.image, age: face.age, gender: face.gender, genderScore: face.genderScore, race: face.race, emotion: face.emotion }));
}
async function main() {

14
typedoc/classes/Human.html
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@ -307,7 +307,7 @@ Possible events:</p>
</div></li></ul></div>
<h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol">&lt;</span><a href="../interfaces/Result.html" class="tsd-signature-type" data-tsd-kind="Interface">Result</a><span class="tsd-signature-symbol">&gt;</span></h4><aside class="tsd-sources">
<ul>
<li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L380">src/human.ts:380</a></li></ul></aside></li></ul></section>
<li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L379">src/human.ts:379</a></li></ul></aside></li></ul></section>
<section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="emit" class="tsd-anchor"></a>
<h3 class="tsd-anchor-link"><span>emit</span><a href="#emit" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
<ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class">
@ -322,7 +322,7 @@ Possible events:</p>
<h5>event: <span class="tsd-signature-type">string</span></h5></li></ul></div>
<h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">void</span></h4><aside class="tsd-sources">
<ul>
<li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L316">src/human.ts:316</a></li></ul></aside></li></ul></section>
<li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L315">src/human.ts:315</a></li></ul></aside></li></ul></section>
<section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="image" class="tsd-anchor"></a>
<h3 class="tsd-anchor-link"><span>image</span><a href="#image" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
<ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class">
@ -399,7 +399,7 @@ Interpolation is based on time since last known result so can be called independ
</div></li></ul></div>
<h4 class="tsd-returns-title">Returns <a href="../interfaces/Result.html" class="tsd-signature-type" data-tsd-kind="Interface">Result</a></h4><aside class="tsd-sources">
<ul>
<li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L326">src/human.ts:326</a></li></ul></aside></li></ul></section>
<li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L325">src/human.ts:325</a></li></ul></aside></li></ul></section>
<section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="now" class="tsd-anchor"></a>
<h3 class="tsd-anchor-link"><span>now</span><a href="#now" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
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@ -430,7 +430,7 @@ Interpolation is based on time since last known result so can be called independ
<h5><code class="tsd-tag ts-flagOptional">Optional</code> userConfig: <span class="tsd-signature-type">Partial</span><span class="tsd-signature-symbol">&lt;</span><a href="../interfaces/Config.html" class="tsd-signature-type" data-tsd-kind="Interface">Config</a><span class="tsd-signature-symbol">&gt;</span></h5></li></ul></div>
<h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-symbol">{ </span><br/><span>    </span>kernel<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">; </span><br/><span>    </span>perc<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span><br/><span>    </span>time<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span><br/><span class="tsd-signature-symbol">}</span><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol">&gt;</span></h4><aside class="tsd-sources">
<ul>
<li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L348">src/human.ts:348</a></li></ul></aside></li></ul></section>
<li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L347">src/human.ts:347</a></li></ul></aside></li></ul></section>
<section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="reset" class="tsd-anchor"></a>
<h3 class="tsd-anchor-link"><span>reset</span><a href="#reset" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
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@ -478,7 +478,7 @@ Returns tensor which contains image data in RGBA format</p>
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<h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">void</span><span class="tsd-signature-symbol">&gt;</span></h4><aside class="tsd-sources">
<ul>
<li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L544">src/human.ts:544</a></li></ul></aside></li></ul></section>
<li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L543">src/human.ts:543</a></li></ul></aside></li></ul></section>
<section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="validate" class="tsd-anchor"></a>
<h3 class="tsd-anchor-link"><span>validate</span><a href="#validate" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
<ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class">
@ -518,7 +518,7 @@ Returns tensor which contains image data in RGBA format</p>
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<h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">void</span><span class="tsd-signature-symbol">&gt;</span></h4><aside class="tsd-sources">
<ul>
<li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L555">src/human.ts:555</a></li></ul></aside></li></ul></section>
<li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L554">src/human.ts:554</a></li></ul></aside></li></ul></section>
<section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="warmup" class="tsd-anchor"></a>
<h3 class="tsd-anchor-link"><span>warmup</span><a href="#warmup" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
<ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class">
@ -541,7 +541,7 @@ Returns tensor which contains image data in RGBA format</p>
</div></li></ul></div>
<h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">undefined</span><span class="tsd-signature-symbol"> | </span><a href="../interfaces/Result.html" class="tsd-signature-type" data-tsd-kind="Interface">Result</a><span class="tsd-signature-symbol">&gt;</span></h4><aside class="tsd-sources">
<ul>
<li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L336">src/human.ts:336</a></li></ul></aside></li></ul></section></section></div>
<li>Defined in <a href="https://github.com/vladmandic/human/blob/main/src/human.ts#L335">src/human.ts:335</a></li></ul></aside></li></ul></section></section></div>
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