Commit
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e1eec99
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Duplicate from static-templates/transformers.js
Browse files- .gitattributes +35 -0
- README.md +12 -0
- index.html +29 -0
- index.js +79 -0
- style.css +76 -0
.gitattributes
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*.7z filter=lfs diff=lfs merge=lfs -text
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*.arrow filter=lfs diff=lfs merge=lfs -text
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*.bin filter=lfs diff=lfs merge=lfs -text
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*.bz2 filter=lfs diff=lfs merge=lfs -text
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*.ckpt filter=lfs diff=lfs merge=lfs -text
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*.h5 filter=lfs diff=lfs merge=lfs -text
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*.joblib filter=lfs diff=lfs merge=lfs -text
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*.lfs.* filter=lfs diff=lfs merge=lfs -text
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*.mlmodel filter=lfs diff=lfs merge=lfs -text
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*.model filter=lfs diff=lfs merge=lfs -text
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*.msgpack filter=lfs diff=lfs merge=lfs -text
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*.npy filter=lfs diff=lfs merge=lfs -text
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*.npz filter=lfs diff=lfs merge=lfs -text
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*.onnx filter=lfs diff=lfs merge=lfs -text
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*.ot filter=lfs diff=lfs merge=lfs -text
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*.parquet filter=lfs diff=lfs merge=lfs -text
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*.pb filter=lfs diff=lfs merge=lfs -text
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*.pickle filter=lfs diff=lfs merge=lfs -text
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*.pkl filter=lfs diff=lfs merge=lfs -text
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*.pt filter=lfs diff=lfs merge=lfs -text
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*.pth filter=lfs diff=lfs merge=lfs -text
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*.rar filter=lfs diff=lfs merge=lfs -text
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*.safetensors filter=lfs diff=lfs merge=lfs -text
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.tar.* filter=lfs diff=lfs merge=lfs -text
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*.tar filter=lfs diff=lfs merge=lfs -text
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*.tflite filter=lfs diff=lfs merge=lfs -text
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*.tgz filter=lfs diff=lfs merge=lfs -text
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*.wasm filter=lfs diff=lfs merge=lfs -text
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*.xz filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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title: Transformers.js
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emoji: 🌐
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colorFrom: blue
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colorTo: yellow
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sdk: static
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pinned: false
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models:
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- Xenova/detr-resnet-50
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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index.html
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<!DOCTYPE html>
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<html lang="en">
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<head>
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<meta charset="UTF-8" />
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<link rel="stylesheet" href="style.css" />
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<meta name="viewport" content="width=device-width, initial-scale=1.0" />
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<title>Transformers.js - Object Detection</title>
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</head>
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<body>
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<h1>Object Detection w/ 🤗 Transformers.js</h1>
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<label id="container" for="upload">
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<svg width="25" height="25" viewBox="0 0 25 25" fill="none" xmlns="http://www.w3.org/2000/svg">
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<path fill="#000"
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d="M3.5 24.3a3 3 0 0 1-1.9-.8c-.5-.5-.8-1.2-.8-1.9V2.9c0-.7.3-1.3.8-1.9.6-.5 1.2-.7 2-.7h18.6c.7 0 1.3.2 1.9.7.5.6.7 1.2.7 2v18.6c0 .7-.2 1.4-.7 1.9a3 3 0 0 1-2 .8H3.6Zm0-2.7h18.7V2.9H3.5v18.7Zm2.7-2.7h13.3c.3 0 .5 0 .6-.3v-.7l-3.7-5a.6.6 0 0 0-.6-.2c-.2 0-.4 0-.5.3l-3.5 4.6-2.4-3.3a.6.6 0 0 0-.6-.3c-.2 0-.4.1-.5.3l-2.7 3.6c-.1.2-.2.4 0 .7.1.2.3.3.6.3Z">
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</path>
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</svg>
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Click to upload image
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<label id="example">(or try example)</label>
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</label>
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<label id="status">Loading model...</label>
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<input id="upload" type="file" accept="image/*" />
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<script src="index.js" type="module"></script>
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</body>
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</html>
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index.js
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import { pipeline, env } from 'https://cdn.jsdelivr.net/npm/@xenova/transformers@2.10.1';
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// Since we will download the model from the Hugging Face Hub, we can skip the local model check
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env.allowLocalModels = false;
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// Reference the elements that we will need
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const status = document.getElementById('status');
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const fileUpload = document.getElementById('upload');
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const imageContainer = document.getElementById('container');
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const example = document.getElementById('example');
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const EXAMPLE_URL = 'https://huggingface.co/datasets/Xenova/transformers.js-docs/resolve/main/city-streets.jpg';
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// Create a new object detection pipeline
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status.textContent = 'Loading model...';
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const detector = await pipeline('object-detection', 'Xenova/detr-resnet-50');
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status.textContent = 'Ready';
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example.addEventListener('click', (e) => {
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e.preventDefault();
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detect(EXAMPLE_URL);
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});
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fileUpload.addEventListener('change', function (e) {
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const file = e.target.files[0];
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if (!file) {
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return;
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}
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const reader = new FileReader();
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// Set up a callback when the file is loaded
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reader.onload = e2 => detect(e2.target.result);
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reader.readAsDataURL(file);
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});
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// Detect objects in the image
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async function detect(img) {
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imageContainer.innerHTML = '';
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imageContainer.style.backgroundImage = `url(${img})`;
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status.textContent = 'Analysing...';
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const output = await detector(img, {
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threshold: 0.5,
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percentage: true,
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});
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status.textContent = '';
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output.forEach(renderBox);
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}
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// Render a bounding box and label on the image
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function renderBox({ box, label }) {
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const { xmax, xmin, ymax, ymin } = box;
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// Generate a random color for the box
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const color = '#' + Math.floor(Math.random() * 0xFFFFFF).toString(16).padStart(6, 0);
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// Draw the box
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const boxElement = document.createElement('div');
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boxElement.className = 'bounding-box';
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Object.assign(boxElement.style, {
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borderColor: color,
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left: 100 * xmin + '%',
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top: 100 * ymin + '%',
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width: 100 * (xmax - xmin) + '%',
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height: 100 * (ymax - ymin) + '%',
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})
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// Draw label
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const labelElement = document.createElement('span');
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labelElement.textContent = label;
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labelElement.className = 'bounding-box-label';
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labelElement.style.backgroundColor = color;
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boxElement.appendChild(labelElement);
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imageContainer.appendChild(boxElement);
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}
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style.css
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* {
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box-sizing: border-box;
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padding: 0;
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margin: 0;
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font-family: sans-serif;
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}
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html,
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body {
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height: 100%;
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}
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body {
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padding: 32px;
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}
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body,
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#container {
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display: flex;
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flex-direction: column;
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justify-content: center;
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align-items: center;
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}
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#container {
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position: relative;
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gap: 0.4rem;
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width: 640px;
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height: 640px;
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max-width: 100%;
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max-height: 100%;
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border: 2px dashed #D1D5DB;
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border-radius: 0.75rem;
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overflow: hidden;
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cursor: pointer;
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margin: 1rem;
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background-size: 100% 100%;
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background-position: center;
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background-repeat: no-repeat;
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font-size: 18px;
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}
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#upload {
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display: none;
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}
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svg {
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pointer-events: none;
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}
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#example {
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font-size: 14px;
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text-decoration: underline;
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cursor: pointer;
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}
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#example:hover {
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color: #2563EB;
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}
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.bounding-box {
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position: absolute;
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box-sizing: border-box;
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border: solid 2px;
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}
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.bounding-box-label {
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color: white;
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position: absolute;
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font-size: 12px;
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margin: -16px 0 0 -2px;
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padding: 1px;
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}
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