Commit
•
e93eb63
0
Parent(s):
Duplicate from static-templates/transformers.js
Browse filesCo-authored-by: Joshua <[email protected]>
- .gitattributes +35 -0
- README.md +12 -0
- index.html +29 -0
- index.js +79 -0
- style.css +76 -0
.gitattributes
ADDED
@@ -0,0 +1,35 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
*.7z filter=lfs diff=lfs merge=lfs -text
|
2 |
+
*.arrow filter=lfs diff=lfs merge=lfs -text
|
3 |
+
*.bin filter=lfs diff=lfs merge=lfs -text
|
4 |
+
*.bz2 filter=lfs diff=lfs merge=lfs -text
|
5 |
+
*.ckpt filter=lfs diff=lfs merge=lfs -text
|
6 |
+
*.ftz filter=lfs diff=lfs merge=lfs -text
|
7 |
+
*.gz filter=lfs diff=lfs merge=lfs -text
|
8 |
+
*.h5 filter=lfs diff=lfs merge=lfs -text
|
9 |
+
*.joblib filter=lfs diff=lfs merge=lfs -text
|
10 |
+
*.lfs.* filter=lfs diff=lfs merge=lfs -text
|
11 |
+
*.mlmodel filter=lfs diff=lfs merge=lfs -text
|
12 |
+
*.model filter=lfs diff=lfs merge=lfs -text
|
13 |
+
*.msgpack filter=lfs diff=lfs merge=lfs -text
|
14 |
+
*.npy filter=lfs diff=lfs merge=lfs -text
|
15 |
+
*.npz filter=lfs diff=lfs merge=lfs -text
|
16 |
+
*.onnx filter=lfs diff=lfs merge=lfs -text
|
17 |
+
*.ot filter=lfs diff=lfs merge=lfs -text
|
18 |
+
*.parquet filter=lfs diff=lfs merge=lfs -text
|
19 |
+
*.pb filter=lfs diff=lfs merge=lfs -text
|
20 |
+
*.pickle filter=lfs diff=lfs merge=lfs -text
|
21 |
+
*.pkl filter=lfs diff=lfs merge=lfs -text
|
22 |
+
*.pt filter=lfs diff=lfs merge=lfs -text
|
23 |
+
*.pth filter=lfs diff=lfs merge=lfs -text
|
24 |
+
*.rar filter=lfs diff=lfs merge=lfs -text
|
25 |
+
*.safetensors filter=lfs diff=lfs merge=lfs -text
|
26 |
+
saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
27 |
+
*.tar.* filter=lfs diff=lfs merge=lfs -text
|
28 |
+
*.tar filter=lfs diff=lfs merge=lfs -text
|
29 |
+
*.tflite filter=lfs diff=lfs merge=lfs -text
|
30 |
+
*.tgz filter=lfs diff=lfs merge=lfs -text
|
31 |
+
*.wasm filter=lfs diff=lfs merge=lfs -text
|
32 |
+
*.xz filter=lfs diff=lfs merge=lfs -text
|
33 |
+
*.zip filter=lfs diff=lfs merge=lfs -text
|
34 |
+
*.zst filter=lfs diff=lfs merge=lfs -text
|
35 |
+
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
README.md
ADDED
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
title: Transformers.js
|
3 |
+
emoji: 🌐
|
4 |
+
colorFrom: blue
|
5 |
+
colorTo: yellow
|
6 |
+
sdk: static
|
7 |
+
pinned: false
|
8 |
+
models:
|
9 |
+
- Xenova/detr-resnet-50
|
10 |
+
---
|
11 |
+
|
12 |
+
Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
|
index.html
ADDED
@@ -0,0 +1,29 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
<!DOCTYPE html>
|
2 |
+
<html lang="en">
|
3 |
+
|
4 |
+
<head>
|
5 |
+
<meta charset="UTF-8" />
|
6 |
+
<link rel="stylesheet" href="style.css" />
|
7 |
+
|
8 |
+
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
|
9 |
+
<title>Transformers.js - Object Detection</title>
|
10 |
+
</head>
|
11 |
+
|
12 |
+
<body>
|
13 |
+
<h1>Object Detection w/ 🤗 Transformers.js</h1>
|
14 |
+
<label id="container" for="upload">
|
15 |
+
<svg width="25" height="25" viewBox="0 0 25 25" fill="none" xmlns="http://www.w3.org/2000/svg">
|
16 |
+
<path fill="#000"
|
17 |
+
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">
|
18 |
+
</path>
|
19 |
+
</svg>
|
20 |
+
Click to upload image
|
21 |
+
<label id="example">(or try example)</label>
|
22 |
+
</label>
|
23 |
+
<label id="status">Loading model...</label>
|
24 |
+
<input id="upload" type="file" accept="image/*" />
|
25 |
+
|
26 |
+
<script src="index.js" type="module"></script>
|
27 |
+
</body>
|
28 |
+
|
29 |
+
</html>
|
index.js
ADDED
@@ -0,0 +1,79 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import { pipeline, env } from 'https://cdn.jsdelivr.net/npm/@xenova/[email protected]';
|
2 |
+
|
3 |
+
// Since we will download the model from the Hugging Face Hub, we can skip the local model check
|
4 |
+
env.allowLocalModels = false;
|
5 |
+
|
6 |
+
// Reference the elements that we will need
|
7 |
+
const status = document.getElementById('status');
|
8 |
+
const fileUpload = document.getElementById('upload');
|
9 |
+
const imageContainer = document.getElementById('container');
|
10 |
+
const example = document.getElementById('example');
|
11 |
+
|
12 |
+
const EXAMPLE_URL = 'https://huggingface.co/datasets/Xenova/transformers.js-docs/resolve/main/city-streets.jpg';
|
13 |
+
|
14 |
+
// Create a new object detection pipeline
|
15 |
+
status.textContent = 'Loading model...';
|
16 |
+
const detector = await pipeline('object-detection', 'Xenova/detr-resnet-50');
|
17 |
+
status.textContent = 'Ready';
|
18 |
+
|
19 |
+
example.addEventListener('click', (e) => {
|
20 |
+
e.preventDefault();
|
21 |
+
detect(EXAMPLE_URL);
|
22 |
+
});
|
23 |
+
|
24 |
+
fileUpload.addEventListener('change', function (e) {
|
25 |
+
const file = e.target.files[0];
|
26 |
+
if (!file) {
|
27 |
+
return;
|
28 |
+
}
|
29 |
+
|
30 |
+
const reader = new FileReader();
|
31 |
+
|
32 |
+
// Set up a callback when the file is loaded
|
33 |
+
reader.onload = e2 => detect(e2.target.result);
|
34 |
+
|
35 |
+
reader.readAsDataURL(file);
|
36 |
+
});
|
37 |
+
|
38 |
+
|
39 |
+
// Detect objects in the image
|
40 |
+
async function detect(img) {
|
41 |
+
imageContainer.innerHTML = '';
|
42 |
+
imageContainer.style.backgroundImage = `url(${img})`;
|
43 |
+
|
44 |
+
status.textContent = 'Analysing...';
|
45 |
+
const output = await detector(img, {
|
46 |
+
threshold: 0.5,
|
47 |
+
percentage: true,
|
48 |
+
});
|
49 |
+
status.textContent = '';
|
50 |
+
output.forEach(renderBox);
|
51 |
+
}
|
52 |
+
|
53 |
+
// Render a bounding box and label on the image
|
54 |
+
function renderBox({ box, label }) {
|
55 |
+
const { xmax, xmin, ymax, ymin } = box;
|
56 |
+
|
57 |
+
// Generate a random color for the box
|
58 |
+
const color = '#' + Math.floor(Math.random() * 0xFFFFFF).toString(16).padStart(6, 0);
|
59 |
+
|
60 |
+
// Draw the box
|
61 |
+
const boxElement = document.createElement('div');
|
62 |
+
boxElement.className = 'bounding-box';
|
63 |
+
Object.assign(boxElement.style, {
|
64 |
+
borderColor: color,
|
65 |
+
left: 100 * xmin + '%',
|
66 |
+
top: 100 * ymin + '%',
|
67 |
+
width: 100 * (xmax - xmin) + '%',
|
68 |
+
height: 100 * (ymax - ymin) + '%',
|
69 |
+
})
|
70 |
+
|
71 |
+
// Draw label
|
72 |
+
const labelElement = document.createElement('span');
|
73 |
+
labelElement.textContent = label;
|
74 |
+
labelElement.className = 'bounding-box-label';
|
75 |
+
labelElement.style.backgroundColor = color;
|
76 |
+
|
77 |
+
boxElement.appendChild(labelElement);
|
78 |
+
imageContainer.appendChild(boxElement);
|
79 |
+
}
|
style.css
ADDED
@@ -0,0 +1,76 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
* {
|
2 |
+
box-sizing: border-box;
|
3 |
+
padding: 0;
|
4 |
+
margin: 0;
|
5 |
+
font-family: sans-serif;
|
6 |
+
}
|
7 |
+
|
8 |
+
html,
|
9 |
+
body {
|
10 |
+
height: 100%;
|
11 |
+
}
|
12 |
+
|
13 |
+
body {
|
14 |
+
padding: 32px;
|
15 |
+
}
|
16 |
+
|
17 |
+
body,
|
18 |
+
#container {
|
19 |
+
display: flex;
|
20 |
+
flex-direction: column;
|
21 |
+
justify-content: center;
|
22 |
+
align-items: center;
|
23 |
+
}
|
24 |
+
|
25 |
+
#container {
|
26 |
+
position: relative;
|
27 |
+
gap: 0.4rem;
|
28 |
+
|
29 |
+
width: 640px;
|
30 |
+
height: 640px;
|
31 |
+
max-width: 100%;
|
32 |
+
max-height: 100%;
|
33 |
+
|
34 |
+
border: 2px dashed #D1D5DB;
|
35 |
+
border-radius: 0.75rem;
|
36 |
+
overflow: hidden;
|
37 |
+
cursor: pointer;
|
38 |
+
margin: 1rem;
|
39 |
+
|
40 |
+
background-size: 100% 100%;
|
41 |
+
background-position: center;
|
42 |
+
background-repeat: no-repeat;
|
43 |
+
font-size: 18px;
|
44 |
+
}
|
45 |
+
|
46 |
+
#upload {
|
47 |
+
display: none;
|
48 |
+
}
|
49 |
+
|
50 |
+
svg {
|
51 |
+
pointer-events: none;
|
52 |
+
}
|
53 |
+
|
54 |
+
#example {
|
55 |
+
font-size: 14px;
|
56 |
+
text-decoration: underline;
|
57 |
+
cursor: pointer;
|
58 |
+
}
|
59 |
+
|
60 |
+
#example:hover {
|
61 |
+
color: #2563EB;
|
62 |
+
}
|
63 |
+
|
64 |
+
.bounding-box {
|
65 |
+
position: absolute;
|
66 |
+
box-sizing: border-box;
|
67 |
+
border: solid 2px;
|
68 |
+
}
|
69 |
+
|
70 |
+
.bounding-box-label {
|
71 |
+
color: white;
|
72 |
+
position: absolute;
|
73 |
+
font-size: 12px;
|
74 |
+
margin: -16px 0 0 -2px;
|
75 |
+
padding: 1px;
|
76 |
+
}
|