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4
Commits
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4fe8f3e0ec
| Author | SHA1 | Date | |
|---|---|---|---|
 watsonb8
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4fe8f3e0ec | ||
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watsonb8
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fda68e7144 | ||
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watsonb8
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e1902a362e | ||
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watsonb8
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cff0229e6f |
No files matched your search
@@ -0,0 +1,2 @@
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REF_IMAGE_DIR=
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TRAINED_MODEL_DIR=
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@@ -107,3 +107,7 @@ dist
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# Stores VSCode versions used for testing VSCode extensions
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# Stores VSCode versions used for testing VSCode extensions
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.vscode-test
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.vscode-test
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images/*
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bin
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out
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trainedModels/*
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||||||
Vendored
+29
@@ -0,0 +1,29 @@
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|||||||
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{
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||||||
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// Use IntelliSense to learn about possible attributes.
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||||||
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// Hover to view descriptions of existing attributes.
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||||||
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// For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387
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||||||
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"version": "0.2.0",
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||||||
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"configurations": [
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||||||
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{
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||||||
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"type": "node",
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||||||
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"request": "launch",
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||||||
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"name": "Launch Program",
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||||||
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"program": "${workspaceFolder}/bin/index.js",
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"preLaunchTask": "build",
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"console": "internalConsole",
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"internalConsoleOptions": "openOnSessionStart",
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||||||
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"sourceMaps": true,
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||||||
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"outFiles": ["${workspaceFolder}/**/*.js"]
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},
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||||||
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{
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"name": "Current TS File",
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||||||
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"type": "node",
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"request": "launch",
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"args": ["${relativeFile}"],
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"runtimeArgs": ["--nolazy", "-r", "ts-node/register"],
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"sourceMaps": true,
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"cwd": "${workspaceRoot}",
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"protocol": "inspector"
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}
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||||||
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]
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||||||
|
}
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||||||
Vendored
+13
@@ -0,0 +1,13 @@
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|||||||
|
{
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||||||
|
// See https://go.microsoft.com/fwlink/?LinkId=733558
|
||||||
|
// for the documentation about the tasks.json format
|
||||||
|
"version": "2.0.0",
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||||||
|
"tasks": [
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{
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"label": "build",
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"type": "typescript",
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"tsconfig": "tsconfig.json",
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"problemMatcher": ["$tsc"]
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}
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]
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}
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@@ -0,0 +1,8 @@
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{
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||||||
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"folders": [
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{
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||||||
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"path": "."
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||||||
|
}
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||||||
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],
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"settings": {}
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}
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Generated
+1305
File diff suppressed because it is too large.
Load diff
@@ -0,0 +1,35 @@
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{
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"name": "homebridge-face-location",
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"version": "1.0.0",
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|
"description": "",
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"main": "index.ts",
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"scripts": {
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"test": "echo \"Error: no test specified\" && exit 1",
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"build": "npm run copy-files && tsc --build",
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"copy-files": "copyfiles -u 1 -s weights/* bin/weights",
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"train": "npx ts-node ./scripts/train.ts"
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|
},
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"repository": {
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||||||
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"type": "git",
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||||||
|
"url": "ssh://git@thebword.ddns.net:3122/watsonb8/homebridge-face-location.git"
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|
},
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|
"keywords": [
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"homebridge",
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|
"typescript"
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|
],
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|
"author": "Brandon Watson",
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|
"license": "ISC",
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|
"dependencies": {
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||||||
|
"@tensorflow/tfjs": "^2.6.0",
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|
"@tensorflow/tfjs-node": "^2.6.0",
|
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|
"@types/mime-types": "^2.1.0",
|
||||||
|
"@vladmandic/face-api": "^0.8.8",
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|
"canvas": "^2.6.1",
|
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|
"copyfiles": "^2.4.0",
|
||||||
|
"dotenv-extended": "^2.9.0",
|
||||||
|
"mime-types": "^2.1.27",
|
||||||
|
"rtsp-stream": "file:../rtsp-stream",
|
||||||
|
"ts-node": "^9.0.0",
|
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|
"typescript": "^4.0.5"
|
||||||
|
}
|
||||||
|
}
|
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@@ -0,0 +1,108 @@
|
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|
import * as faceapi from "@vladmandic/face-api";
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|
import canvas from "canvas";
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|
import fs, { lstatSync } from "fs";
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||||||
|
import * as path from "path";
|
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|
import { LabeledFaceDescriptors, TNetInput } from "@vladmandic/face-api";
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|
import * as mime from "mime-types";
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|
import dotenv from "dotenv-extended";
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|
require("@tensorflow/tfjs-node");
|
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|
|
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|
const { Canvas, Image, ImageData } = canvas;
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|
//@ts-ignore
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|
faceapi.env.monkeyPatch({ Canvas, Image, ImageData });
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|
|
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|
const main = async () => {
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|
dotenv.load({
|
||||||
|
silent: false,
|
||||||
|
errorOnMissing: true,
|
||||||
|
});
|
||||||
|
const inputDir = process.env.REF_IMAGE_DIR as string;
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|
const outDir = process.env.TRAINED_MODEL_DIR as string;
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||||||
|
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|
const faceDetectionNet = faceapi.nets.ssdMobilenetv1;
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await faceDetectionNet.loadFromDisk(path.join(__dirname, "../weights"));
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|
await faceapi.nets.faceLandmark68Net.loadFromDisk(
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path.join(__dirname, "../weights")
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|
);
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await faceapi.nets.faceRecognitionNet.loadFromDisk(
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|
path.join(__dirname, "../weights")
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|
);
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||||||
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||||||
|
const options = getFaceDetectorOptions(faceDetectionNet);
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||||||
|
|
||||||
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const dirs = fs.readdirSync(inputDir);
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|
|
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|
for (const dir of dirs) {
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|
if (!lstatSync(path.join(inputDir, dir)).isDirectory()) {
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|
continue;
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||||||
|
}
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|
const files = fs.readdirSync(path.join(inputDir, dir));
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||||||
|
let referenceResults = await Promise.all(
|
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|
files.map(async (file: string) => {
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|
const mimeType = mime.contentType(
|
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|
path.extname(path.join(inputDir, dir, file))
|
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|
);
|
||||||
|
if (!mimeType || !mimeType.startsWith("image")) {
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|
return;
|
||||||
|
}
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||||||
|
console.log(path.join(inputDir, dir, file));
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|
|
||||||
|
try {
|
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|
const referenceImage = (await canvas.loadImage(
|
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|
path.join(inputDir, dir, file)
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|
)) as unknown;
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||||||
|
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||||||
|
const descriptor = await faceapi
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||||||
|
.detectAllFaces(referenceImage as TNetInput, options)
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.withFaceLandmarks()
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|
.withFaceDescriptors();
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|
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return descriptor.length > 0 ? descriptor : undefined;
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||||||
|
} catch (err) {
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||||||
|
console.log(
|
||||||
|
"An error occurred loading image at path: " +
|
||||||
|
path.join(inputDir, dir, file)
|
||||||
|
);
|
||||||
|
}
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||||||
|
return undefined;
|
||||||
|
})
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||||||
|
);
|
||||||
|
|
||||||
|
const items = [];
|
||||||
|
for (const item of referenceResults) {
|
||||||
|
if (item) {
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||||||
|
items.push(...item);
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||||||
|
}
|
||||||
|
}
|
||||||
|
const faceMatcher = new faceapi.FaceMatcher(items);
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||||||
|
fs.writeFile(
|
||||||
|
path.join(outDir, dir + ".json"),
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||||||
|
JSON.stringify(faceMatcher.toJSON()),
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||||||
|
"utf8",
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||||||
|
(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
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||||||
|
? 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. */
|
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// "noUnusedParameters": true, /* Report errors on unused parameters. */
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"noImplicitReturns": true /* Report error when not all code paths in function return a value. */,
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"noFallthroughCasesInSwitch": true /* Report errors for fallthrough cases in switch statement. */,
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/* Module Resolution Options */
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// "moduleResolution": "node", /* Specify module resolution strategy: 'node' (Node.js) or 'classic' (TypeScript pre-1.6). */
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"baseUrl": "./" /* Base directory to resolve non-absolute module names. */,
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"paths": {
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"rtsp/*": ["./node_modules/rtsp-stream/lib/*"]
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} /* A series of entries which re-map imports to lookup locations relative to the 'baseUrl'. */,
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// "rootDirs": [], /* List of root folders whose combined content represents the structure of the project at runtime. */
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// "typeRoots": [], /* List of folders to include type definitions from. */
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// "types": [], /* Type declaration files to be included in compilation. */
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// "allowSyntheticDefaultImports": true, /* Allow default imports from modules with no default export. This does not affect code emit, just typechecking. */
|
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"esModuleInterop": true /* Enables emit interoperability between CommonJS and ES Modules via creation of namespace objects for all imports. Implies 'allowSyntheticDefaultImports'. */,
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// "preserveSymlinks": true, /* Do not resolve the real path of symlinks. */
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// "allowUmdGlobalAccess": true, /* Allow accessing UMD globals from modules. */
|
||||||
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/* Source Map Options */
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||||||
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// "sourceRoot": "", /* Specify the location where debugger should locate TypeScript files instead of source locations. */
|
||||||
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// "mapRoot": "", /* Specify the location where debugger should locate map files instead of generated locations. */
|
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// "inlineSourceMap": true, /* Emit a single file with source maps instead of having a separate file. */
|
||||||
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// "inlineSources": true, /* Emit the source alongside the sourcemaps within a single file; requires '--inlineSourceMap' or '--sourceMap' to be set. */
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/* Experimental Options */
|
||||||
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// "experimentalDecorators": true, /* Enables experimental support for ES7 decorators. */
|
||||||
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// "emitDecoratorMetadata": true, /* Enables experimental support for emitting type metadata for decorators. */
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/* Advanced Options */
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"skipLibCheck": true,
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"forceConsistentCasingInFileNames": true /* Disallow inconsistently-cased references to the same file. */
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}
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}
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[{"weights":[{"name":"dense0/conv0/filters","shape":[3,3,3,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0057930146946626555,"min":-0.7125408074435067}},{"name":"dense0/conv0/bias","shape":[32],"dtype":"float32"},{"name":"dense0/conv1/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.006473719839956246,"min":-0.6408982641556684}},{"name":"dense0/conv1/pointwise_filter","shape":[1,1,32,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010509579321917366,"min":-1.408283629136927}},{"name":"dense0/conv1/bias","shape":[32],"dtype":"float32"},{"name":"dense0/conv2/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005666389652326995,"min":-0.7252978754978554}},{"name":"dense0/conv2/pointwise_filter","shape":[1,1,32,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010316079270605948,"min":-1.1760330368490781}},{"name":"dense0/conv2/bias","shape":[32],"dtype":"float32"},{"name":"dense0/conv3/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0063220320963392074,"min":-0.853474333005793}},{"name":"dense0/conv3/pointwise_filter","shape":[1,1,32,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010322785377502442,"min":-1.4658355236053466}},{"name":"dense0/conv3/bias","shape":[32],"dtype":"float32"},{"name":"dense1/conv0/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0042531527724920535,"min":-0.5741756242864272}},{"name":"dense1/conv0/pointwise_filter","shape":[1,1,32,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010653339647779278,"min":-1.1825207009035}},{"name":"dense1/conv0/bias","shape":[64],"dtype":"float32"},{"name":"dense1/conv1/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005166931012097527,"min":-0.6355325144879957}},{"name":"dense1/conv1/pointwise_filter","shape":[1,1,64,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.011478300188101974,"min":-1.3888743227603388}},{"name":"dense1/conv1/bias","shape":[64],"dtype":"float32"},{"name":"dense1/conv2/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.006144821410085641,"min":-0.8479853545918185}},{"name":"dense1/conv2/pointwise_filter","shape":[1,1,64,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010541967317169788,"min":-1.3809977185492421}},{"name":"dense1/conv2/bias","shape":[64],"dtype":"float32"},{"name":"dense1/conv3/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005769844849904378,"min":-0.686611537138621}},{"name":"dense1/conv3/pointwise_filter","shape":[1,1,64,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010939095534530341,"min":-1.2689350820055196}},{"name":"dense1/conv3/bias","shape":[64],"dtype":"float32"},{"name":"dense2/conv0/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0037769308277204924,"min":-0.40790852939381317}},{"name":"dense2/conv0/pointwise_filter","shape":[1,1,64,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.01188667194516051,"min":-1.4382873053644218}},{"name":"dense2/conv0/bias","shape":[128],"dtype":"float32"},{"name":"dense2/conv1/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.006497045825509464,"min":-0.8381189114907208}},{"name":"dense2/conv1/pointwise_filter","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.011632198913424622,"min":-1.3377028750438316}},{"name":"dense2/conv1/bias","shape":[128],"dtype":"float32"},{"name":"dense2/conv2/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005947182225246056,"min":-0.7969224181829715}},{"name":"dense2/conv2/pointwise_filter","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.011436844339557722,"min":-1.4524792311238306}},{"name":"dense2/conv2/bias","shape":[128],"dtype":"float32"},{"name":"dense2/conv3/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.006665432686899222,"min":-0.8998334127313949}},{"name":"dense2/conv3/pointwise_filter","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.01283421422920975,"min":-1.642779421338848}},{"name":"dense2/conv3/bias","shape":[128],"dtype":"float32"},{"name":"dense3/conv0/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.004711699953266218,"min":-0.6737730933170692}},{"name":"dense3/conv0/pointwise_filter","shape":[1,1,128,256],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010955964817720302,"min":-1.3914075318504784}},{"name":"dense3/conv0/bias","shape":[256],"dtype":"float32"},{"name":"dense3/conv1/depthwise_filter"L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[{"weights":[{"name":"dense0/conv0/filters","shape":[3,3,3,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.004853619781194949,"min":-0.5872879935245888}},{"name":"dense0/conv0/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.004396426443960153,"min":-0.7298067896973853}},{"name":"dense0/conv1/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00635151559231328,"min":-0.5589333721235686}},{"name":"dense0/conv1/pointwise_filter","shape":[1,1,32,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.009354315552057004,"min":-1.2628325995276957}},{"name":"dense0/conv1/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0029380727048013726,"min":-0.5846764682554731}},{"name":"dense0/conv2/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0049374802439820535,"min":-0.6171850304977566}},{"name":"dense0/conv2/pointwise_filter","shape":[1,1,32,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.009941946758943446,"min":-1.3421628124573652}},{"name":"dense0/conv2/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0030300481062309416,"min":-0.5272283704841838}},{"name":"dense0/conv3/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005672684837790097,"min":-0.7431217137505026}},{"name":"dense0/conv3/pointwise_filter","shape":[1,1,32,32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010712201455060173,"min":-1.5639814124387852}},{"name":"dense0/conv3/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0030966934035806097,"min":-0.3839899820439956}},{"name":"dense1/conv0/depthwise_filter","shape":[3,3,32,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0039155554537679636,"min":-0.48161332081345953}},{"name":"dense1/conv0/pointwise_filter","shape":[1,1,32,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.01023082966898002,"min":-1.094698774580862}},{"name":"dense1/conv0/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0027264176630506327,"min":-0.3871513081531898}},{"name":"dense1/conv1/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.004583378632863362,"min":-0.5454220573107401}},{"name":"dense1/conv1/pointwise_filter","shape":[1,1,64,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00915846403907327,"min":-1.117332612766939}},{"name":"dense1/conv1/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.003091680419211294,"min":-0.5966943209077797}},{"name":"dense1/conv2/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.005407439727409214,"min":-0.708374604290607}},{"name":"dense1/conv2/pointwise_filter","shape":[1,1,64,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00946493943532308,"min":-1.2399070660273235}},{"name":"dense1/conv2/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.004409168514550901,"min":-0.9788354102303}},{"name":"dense1/conv3/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.004478132958505668,"min":-0.6493292789833219}},{"name":"dense1/conv3/pointwise_filter","shape":[1,1,64,64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.011063695888893277,"min":-1.2501976354449402}},{"name":"dense1/conv3/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.003909627596537272,"min":-0.6646366914113363}},{"name":"dense2/conv0/depthwise_filter","shape":[3,3,64,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.003213915404151468,"min":-0.3374611174359041}},{"name":"dense2/conv0/pointwise_filter","shape":[1,1,64,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.010917326048308728,"min":-1.4520043644250609}},{"name":"dense2/conv0/bias","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.002800439152063108,"min":-0.38085972468058266}},{"name":"dense2/conv1/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0050568851770139206,"min":-0.6927932692509071}},{"name":"dense2/conv1/pointwise_filter","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.01074961213504567,"min":-1.3222022926106174}},{"name":"dense2/conv1/bias","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.0030654204242369708,"min":-0.5487102559384177}},{"name":"dense2/conv2/depthwise_filter","shape":[3,3,128,1],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.00591809165244009,"min":-0.917304206128214}},{"name":"dense2/conv2/pointwise_filter","shape":[1,1,128,128],"dtype":"float32","quantization":{"dtype":"uint8","scale":0.01092823346455892,"min":-1.366029183069865}},{"name":"dense2L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