Merge branch 'feature/facial-recognition'
This commit is contained in:
watsonb8
@@ -0,0 +1,2 @@
|
||||
REF_IMAGE_DIR=
|
||||
TRAINED_MODEL_DIR=
|
||||
@@ -107,3 +107,7 @@ dist
|
||||
# Stores VSCode versions used for testing VSCode extensions
|
||||
.vscode-test
|
||||
|
||||
images/*
|
||||
bin
|
||||
out
|
||||
trainedModels/*
|
||||
|
||||
Vendored
+29
@@ -0,0 +1,29 @@
|
||||
{
|
||||
// Use IntelliSense to learn about possible attributes.
|
||||
// Hover to view descriptions of existing attributes.
|
||||
// For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387
|
||||
"version": "0.2.0",
|
||||
"configurations": [
|
||||
{
|
||||
"type": "node",
|
||||
"request": "launch",
|
||||
"name": "Launch Program",
|
||||
"program": "${workspaceFolder}/bin/index.js",
|
||||
"preLaunchTask": "build",
|
||||
"console": "internalConsole",
|
||||
"internalConsoleOptions": "openOnSessionStart",
|
||||
"sourceMaps": true,
|
||||
"outFiles": ["${workspaceFolder}/**/*.js"]
|
||||
},
|
||||
{
|
||||
"name": "Current TS File",
|
||||
"type": "node",
|
||||
"request": "launch",
|
||||
"args": ["${relativeFile}"],
|
||||
"runtimeArgs": ["--nolazy", "-r", "ts-node/register"],
|
||||
"sourceMaps": true,
|
||||
"cwd": "${workspaceRoot}",
|
||||
"protocol": "inspector"
|
||||
}
|
||||
]
|
||||
}
|
||||
Vendored
+13
@@ -0,0 +1,13 @@
|
||||
{
|
||||
// See https://go.microsoft.com/fwlink/?LinkId=733558
|
||||
// for the documentation about the tasks.json format
|
||||
"version": "2.0.0",
|
||||
"tasks": [
|
||||
{
|
||||
"label": "build",
|
||||
"type": "typescript",
|
||||
"tsconfig": "tsconfig.json",
|
||||
"problemMatcher": ["$tsc"]
|
||||
}
|
||||
]
|
||||
}
|
||||
@@ -0,0 +1,8 @@
|
||||
{
|
||||
"folders": [
|
||||
{
|
||||
"path": "."
|
||||
}
|
||||
],
|
||||
"settings": {}
|
||||
}
|
||||
Generated
+1305
File diff suppressed because it is too large
Load Diff
@@ -0,0 +1,35 @@
|
||||
{
|
||||
"name": "homebridge-face-location",
|
||||
"version": "1.0.0",
|
||||
"description": "",
|
||||
"main": "index.ts",
|
||||
"scripts": {
|
||||
"test": "echo \"Error: no test specified\" && exit 1",
|
||||
"build": "npm run copy-files && tsc --build",
|
||||
"copy-files": "copyfiles -u 1 -s weights/* bin/weights",
|
||||
"train": "npx ts-node ./scripts/train.ts"
|
||||
},
|
||||
"repository": {
|
||||
"type": "git",
|
||||
"url": "ssh://git@thebword.ddns.net:3122/watsonb8/homebridge-face-location.git"
|
||||
},
|
||||
"keywords": [
|
||||
"homebridge",
|
||||
"typescript"
|
||||
],
|
||||
"author": "Brandon Watson",
|
||||
"license": "ISC",
|
||||
"dependencies": {
|
||||
"@tensorflow/tfjs": "^2.6.0",
|
||||
"@tensorflow/tfjs-node": "^2.6.0",
|
||||
"@types/mime-types": "^2.1.0",
|
||||
"@vladmandic/face-api": "^0.8.8",
|
||||
"canvas": "^2.6.1",
|
||||
"copyfiles": "^2.4.0",
|
||||
"dotenv-extended": "^2.9.0",
|
||||
"mime-types": "^2.1.27",
|
||||
"rtsp-stream": "file:../rtsp-stream",
|
||||
"ts-node": "^9.0.0",
|
||||
"typescript": "^4.0.5"
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,108 @@
|
||||
import * as faceapi from "@vladmandic/face-api";
|
||||
import canvas from "canvas";
|
||||
import fs, { lstatSync } from "fs";
|
||||
import * as path from "path";
|
||||
import { LabeledFaceDescriptors, TNetInput } from "@vladmandic/face-api";
|
||||
import * as mime from "mime-types";
|
||||
import dotenv from "dotenv-extended";
|
||||
require("@tensorflow/tfjs-node");
|
||||
|
||||
const { Canvas, Image, ImageData } = canvas;
|
||||
//@ts-ignore
|
||||
faceapi.env.monkeyPatch({ Canvas, Image, ImageData });
|
||||
|
||||
const main = async () => {
|
||||
dotenv.load({
|
||||
silent: false,
|
||||
errorOnMissing: true,
|
||||
});
|
||||
const inputDir = process.env.REF_IMAGE_DIR as string;
|
||||
const outDir = process.env.TRAINED_MODEL_DIR as string;
|
||||
|
||||
const faceDetectionNet = faceapi.nets.ssdMobilenetv1;
|
||||
await faceDetectionNet.loadFromDisk(path.join(__dirname, "../weights"));
|
||||
await faceapi.nets.faceLandmark68Net.loadFromDisk(
|
||||
path.join(__dirname, "../weights")
|
||||
);
|
||||
await faceapi.nets.faceRecognitionNet.loadFromDisk(
|
||||
path.join(__dirname, "../weights")
|
||||
);
|
||||
|
||||
const options = getFaceDetectorOptions(faceDetectionNet);
|
||||
|
||||
const dirs = fs.readdirSync(inputDir);
|
||||
|
||||
for (const dir of dirs) {
|
||||
if (!lstatSync(path.join(inputDir, dir)).isDirectory()) {
|
||||
continue;
|
||||
}
|
||||
const files = fs.readdirSync(path.join(inputDir, dir));
|
||||
let referenceResults = await Promise.all(
|
||||
files.map(async (file: string) => {
|
||||
const mimeType = mime.contentType(
|
||||
path.extname(path.join(inputDir, dir, file))
|
||||
);
|
||||
if (!mimeType || !mimeType.startsWith("image")) {
|
||||
return;
|
||||
}
|
||||
console.log(path.join(inputDir, dir, file));
|
||||
|
||||
try {
|
||||
const referenceImage = (await canvas.loadImage(
|
||||
path.join(inputDir, dir, file)
|
||||
)) as unknown;
|
||||
|
||||
const descriptor = await faceapi
|
||||
.detectAllFaces(referenceImage as TNetInput, options)
|
||||
.withFaceLandmarks()
|
||||
.withFaceDescriptors();
|
||||
|
||||
return descriptor.length > 0 ? descriptor : undefined;
|
||||
} catch (err) {
|
||||
console.log(
|
||||
"An error occurred loading image at path: " +
|
||||
path.join(inputDir, dir, file)
|
||||
);
|
||||
}
|
||||
return undefined;
|
||||
})
|
||||
);
|
||||
|
||||
const items = [];
|
||||
for (const item of referenceResults) {
|
||||
if (item) {
|
||||
items.push(...item);
|
||||
}
|
||||
}
|
||||
const faceMatcher = new faceapi.FaceMatcher(items);
|
||||
fs.writeFile(
|
||||
path.join(outDir, dir + ".json"),
|
||||
JSON.stringify(faceMatcher.toJSON()),
|
||||
"utf8",
|
||||
(err) => {
|
||||
if (err) {
|
||||
console.log(`An error occurred while writing ${dir} model to file`);
|
||||
}
|
||||
|
||||
console.log(`Successfully wrote ${dir} model to file`);
|
||||
}
|
||||
);
|
||||
}
|
||||
};
|
||||
|
||||
// SsdMobilenetv1Options
|
||||
const minConfidence = 0.5;
|
||||
|
||||
// TinyFaceDetectorOptions
|
||||
const inputSize = 408;
|
||||
const scoreThreshold = 0.5;
|
||||
|
||||
function getFaceDetectorOptions(net: faceapi.NeuralNetwork<any>) {
|
||||
return net === faceapi.nets.ssdMobilenetv1
|
||||
? new faceapi.SsdMobilenetv1Options({ minConfidence })
|
||||
: new faceapi.TinyFaceDetectorOptions({ inputSize, scoreThreshold });
|
||||
}
|
||||
|
||||
const baseDir = path.resolve(__dirname, "../out");
|
||||
|
||||
main();
|
||||
@@ -0,0 +1,20 @@
|
||||
import { Rtsp } from "rtsp-stream/lib";
|
||||
|
||||
const main = async () => {
|
||||
const rtsp = new Rtsp("rtsp://brandon:asdf1234@192.168.1.229/live", {
|
||||
rate: 10,
|
||||
});
|
||||
|
||||
rtsp.on("data", async (data: Buffer) => {
|
||||
console.log();
|
||||
process.exit(0);
|
||||
});
|
||||
|
||||
rtsp.on("error", (err) => {
|
||||
console.log(err);
|
||||
});
|
||||
|
||||
rtsp.start();
|
||||
};
|
||||
|
||||
main();
|
||||
@@ -0,0 +1,63 @@
|
||||
{
|
||||
"compilerOptions": {
|
||||
/* Basic Options */
|
||||
// "incremental": true, /* Enable incremental compilation */
|
||||
"target": "es5" /* Specify ECMAScript target version: 'ES3' (default), 'ES5', 'ES2015', 'ES2016', 'ES2017', 'ES2018', 'ES2019' or 'ESNEXT'. */,
|
||||
"module": "commonjs" /* Specify module code generation: 'none', 'commonjs', 'amd', 'system', 'umd', 'es2015', or 'ESNext'. */,
|
||||
// "lib": [], /* Specify library files to be included in the compilation. */
|
||||
// "allowJs": true, /* Allow javascript files to be compiled. */
|
||||
// "checkJs": true, /* Report errors in .js files. */
|
||||
// "jsx": "preserve", /* Specify JSX code generation: 'preserve', 'react-native', or 'react'. */
|
||||
// "declaration": true, /* Generates corresponding '.d.ts' file. */
|
||||
// "declarationMap": true, /* Generates a sourcemap for each corresponding '.d.ts' file. */
|
||||
"sourceMap": true /* Generates corresponding '.map' file. */,
|
||||
// "outFile": "./", /* Concatenate and emit output to single file. */
|
||||
"outDir": "./bin" /* Redirect output structure to the directory. */,
|
||||
"rootDir": "./src" /* Specify the root directory of input files. Use to control the output directory structure with --outDir. */,
|
||||
"composite": true /* Enable project compilation */,
|
||||
// "tsBuildInfoFile": "./", /* Specify file to store incremental compilation information */
|
||||
// "removeComments": true, /* Do not emit comments to output. */
|
||||
// "noEmit": true, /* Do not emit outputs. */
|
||||
// "importHelpers": true, /* Import emit helpers from 'tslib'. */
|
||||
// "downlevelIteration": true, /* Provide full support for iterables in 'for-of', spread, and destructuring when targeting 'ES5' or 'ES3'. */
|
||||
// "isolatedModules": true, /* Transpile each file as a separate module (similar to 'ts.transpileModule'). */
|
||||
/* Strict Type-Checking Options */
|
||||
"strict": true /* Enable all strict type-checking options. */,
|
||||
"noImplicitAny": true /* Raise error on expressions and declarations with an implied 'any' type. */,
|
||||
// "strictNullChecks": true, /* Enable strict null checks. */
|
||||
"strictFunctionTypes": true /* Enable strict checking of function types. */,
|
||||
// "strictBindCallApply": true, /* Enable strict 'bind', 'call', and 'apply' methods on functions. */
|
||||
// "strictPropertyInitialization": true, /* Enable strict checking of property initialization in classes. */
|
||||
// "noImplicitThis": true, /* Raise error on 'this' expressions with an implied 'any' type. */
|
||||
// "alwaysStrict": true, /* Parse in strict mode and emit "use strict" for each source file. */
|
||||
/* Additional Checks */
|
||||
// "noUnusedLocals": true, /* Report errors on unused locals. */
|
||||
// "noUnusedParameters": true, /* Report errors on unused parameters. */
|
||||
"noImplicitReturns": true /* Report error when not all code paths in function return a value. */,
|
||||
"noFallthroughCasesInSwitch": true /* Report errors for fallthrough cases in switch statement. */,
|
||||
/* Module Resolution Options */
|
||||
// "moduleResolution": "node", /* Specify module resolution strategy: 'node' (Node.js) or 'classic' (TypeScript pre-1.6). */
|
||||
"baseUrl": "./" /* Base directory to resolve non-absolute module names. */,
|
||||
"paths": {
|
||||
"rtsp/*": ["./node_modules/rtsp-stream/lib/*"]
|
||||
} /* A series of entries which re-map imports to lookup locations relative to the 'baseUrl'. */,
|
||||
// "rootDirs": [], /* List of root folders whose combined content represents the structure of the project at runtime. */
|
||||
// "typeRoots": [], /* List of folders to include type definitions from. */
|
||||
// "types": [], /* Type declaration files to be included in compilation. */
|
||||
// "allowSyntheticDefaultImports": true, /* Allow default imports from modules with no default export. This does not affect code emit, just typechecking. */
|
||||
"esModuleInterop": true /* Enables emit interoperability between CommonJS and ES Modules via creation of namespace objects for all imports. Implies 'allowSyntheticDefaultImports'. */,
|
||||
// "preserveSymlinks": true, /* Do not resolve the real path of symlinks. */
|
||||
// "allowUmdGlobalAccess": true, /* Allow accessing UMD globals from modules. */
|
||||
/* Source Map Options */
|
||||
// "sourceRoot": "", /* Specify the location where debugger should locate TypeScript files instead of source locations. */
|
||||
// "mapRoot": "", /* Specify the location where debugger should locate map files instead of generated locations. */
|
||||
// "inlineSourceMap": true, /* Emit a single file with source maps instead of having a separate file. */
|
||||
// "inlineSources": true, /* Emit the source alongside the sourcemaps within a single file; requires '--inlineSourceMap' or '--sourceMap' to be set. */
|
||||
/* Experimental Options */
|
||||
// "experimentalDecorators": true, /* Enables experimental support for ES7 decorators. */
|
||||
// "emitDecoratorMetadata": true, /* Enables experimental support for emitting type metadata for decorators. */
|
||||
/* Advanced Options */
|
||||
"skipLibCheck": true,
|
||||
"forceConsistentCasingInFileNames": true /* Disallow inconsistently-cased references to the same file. */
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,73 @@
|
||||
{
|
||||
"references": [
|
||||
{
|
||||
"path": "./node_modules/rtsp-stream/tsconfig.json"
|
||||
},
|
||||
{
|
||||
"path": "./tsconfig.face-location.json"
|
||||
}
|
||||
],
|
||||
"files": [],
|
||||
"exclude": ["node_modules/*"],
|
||||
"compilerOptions": {
|
||||
/* Basic Options */
|
||||
// "incremental": true, /* Enable incremental compilation */
|
||||
"target": "es5" /* Specify ECMAScript target version: 'ES3' (default), 'ES5', 'ES2015', 'ES2016', 'ES2017', 'ES2018', 'ES2019' or 'ESNEXT'. */,
|
||||
"module": "commonjs" /* Specify module code generation: 'none', 'commonjs', 'amd', 'system', 'umd', 'es2015', or 'ESNext'. */,
|
||||
// "lib": [], /* Specify library files to be included in the compilation. */
|
||||
// "allowJs": true, /* Allow javascript files to be compiled. */
|
||||
// "checkJs": true, /* Report errors in .js files. */
|
||||
// "jsx": "preserve", /* Specify JSX code generation: 'preserve', 'react-native', or 'react'. */
|
||||
// "declaration": true, /* Generates corresponding '.d.ts' file. */
|
||||
// "declarationMap": true, /* Generates a sourcemap for each corresponding '.d.ts' file. */
|
||||
"sourceMap": true /* Generates corresponding '.map' file. */,
|
||||
// "outFile": "./", /* Concatenate and emit output to single file. */
|
||||
"outDir": "./bin" /* Redirect output structure to the directory. */,
|
||||
"rootDir": "./src" /* Specify the root directory of input files. Use to control the output directory structure with --outDir. */,
|
||||
"composite": true /* Enable project compilation */,
|
||||
// "tsBuildInfoFile": "./", /* Specify file to store incremental compilation information */
|
||||
// "removeComments": true, /* Do not emit comments to output. */
|
||||
// "noEmit": true, /* Do not emit outputs. */
|
||||
// "importHelpers": true, /* Import emit helpers from 'tslib'. */
|
||||
// "downlevelIteration": true, /* Provide full support for iterables in 'for-of', spread, and destructuring when targeting 'ES5' or 'ES3'. */
|
||||
// "isolatedModules": true, /* Transpile each file as a separate module (similar to 'ts.transpileModule'). */
|
||||
/* Strict Type-Checking Options */
|
||||
"strict": true /* Enable all strict type-checking options. */,
|
||||
"noImplicitAny": true /* Raise error on expressions and declarations with an implied 'any' type. */,
|
||||
// "strictNullChecks": true, /* Enable strict null checks. */
|
||||
"strictFunctionTypes": true /* Enable strict checking of function types. */,
|
||||
// "strictBindCallApply": true, /* Enable strict 'bind', 'call', and 'apply' methods on functions. */
|
||||
// "strictPropertyInitialization": true, /* Enable strict checking of property initialization in classes. */
|
||||
// "noImplicitThis": true, /* Raise error on 'this' expressions with an implied 'any' type. */
|
||||
// "alwaysStrict": true, /* Parse in strict mode and emit "use strict" for each source file. */
|
||||
/* Additional Checks */
|
||||
// "noUnusedLocals": true, /* Report errors on unused locals. */
|
||||
// "noUnusedParameters": true, /* Report errors on unused parameters. */
|
||||
"noImplicitReturns": true /* Report error when not all code paths in function return a value. */,
|
||||
"noFallthroughCasesInSwitch": true /* Report errors for fallthrough cases in switch statement. */,
|
||||
/* Module Resolution Options */
|
||||
// "moduleResolution": "node", /* Specify module resolution strategy: 'node' (Node.js) or 'classic' (TypeScript pre-1.6). */
|
||||
"baseUrl": "./" /* Base directory to resolve non-absolute module names. */,
|
||||
"paths": {
|
||||
"rtsp/*": ["./node_modules/rtsp-stream/lib/*"]
|
||||
} /* A series of entries which re-map imports to lookup locations relative to the 'baseUrl'. */,
|
||||
// "rootDirs": [], /* List of root folders whose combined content represents the structure of the project at runtime. */
|
||||
// "typeRoots": [], /* List of folders to include type definitions from. */
|
||||
// "types": [], /* Type declaration files to be included in compilation. */
|
||||
// "allowSyntheticDefaultImports": true, /* Allow default imports from modules with no default export. This does not affect code emit, just typechecking. */
|
||||
"esModuleInterop": true /* Enables emit interoperability between CommonJS and ES Modules via creation of namespace objects for all imports. Implies 'allowSyntheticDefaultImports'. */,
|
||||
// "preserveSymlinks": true, /* Do not resolve the real path of symlinks. */
|
||||
// "allowUmdGlobalAccess": true, /* Allow accessing UMD globals from modules. */
|
||||
/* Source Map Options */
|
||||
// "sourceRoot": "", /* Specify the location where debugger should locate TypeScript files instead of source locations. */
|
||||
// "mapRoot": "", /* Specify the location where debugger should locate map files instead of generated locations. */
|
||||
// "inlineSourceMap": true, /* Emit a single file with source maps instead of having a separate file. */
|
||||
// "inlineSources": true, /* Emit the source alongside the sourcemaps within a single file; requires '--inlineSourceMap' or '--sourceMap' to be set. */
|
||||
/* Experimental Options */
|
||||
// "experimentalDecorators": true, /* Enables experimental support for ES7 decorators. */
|
||||
// "emitDecoratorMetadata": true, /* Enables experimental support for emitting type metadata for decorators. */
|
||||
/* Advanced Options */
|
||||
"skipLibCheck": true,
|
||||
"forceConsistentCasingInFileNames": true /* Disallow inconsistently-cased references to the same file. */
|
||||
}
|
||||
}
|
||||
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@@ -0,0 +1 @@
|
||||
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