0.0.1-security • Published 3 months ago
web-ai-51pwn v0.0.1-security
web ai 51pwn, node 20.4.0
Install
yarn upgrade --latest
yarn add web-ai-51pwn
Usage
Import module
// 安装纯净版 JavaScript。这是性能最慢的选项。
yarn add @tensorflow/tfjs
// 有gpu的时候这样安装最快
npm install @tensorflow/tfjs-node-gpu
import yolo from 'web-ai-51pwn';
Initialize and load model
// <script src="dist/charset.js"></script>
var charset4ai = true;
import yolo from 'web-ai-51pwn';
// Use default models (stored in my GitHub demo repo)
let myYolo = await yolo.v1tiny();
let myYolo = await yolo.v2tiny();
let myYolo = await yolo.v3tiny();
let myYolo = await yolo.v3();
// or specify path or handler, see https://js.tensorflow.org/api/0.13.3/#loadModel
let myYolo = await yolo.v3tiny("https://.../model.json");
// or use frozen model, see https://js.tensorflow.org/api/0.13.3/#loadFrozenModel
let myYolo = await yolo.v3tiny(
"https://.../weights_manifest.json",
"https://.../tensorflowjs_model.pb"
);
Run model
Supported input html element:
- img
- canvas
- video
const boxes = await myYolo.predict(canvas);
// Optional settings
const boxes = await myYolo.predict(
canvas,
{
maxBoxes: 5, // defaults to 20
scoreThreshold: .2, // defaults to .5
iouThreshold: .5, // defaults to .3
numClasses: 80, // defaults to 80 for yolo v3, tiny yolo v2, v3 and 20 for tiny yolo v1
anchors: [...], // See ./src/config.js for examples
classNames: [...], // defaults to coco classes for yolo v3, tiny yolo v2, v3 and voc classes for tiny yolo v1
inputSize: 416, // defaults to 416
}
);
Output box format
{
top, // Float
left, // Float
bottom, // Float
right, // Float
height, // Float
width, // Float
score, // Float
class // String, e.g. person
}
Dispose model
myYolo.dispose();
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