From 66d59d79d4bda61301e053dceea7c3f79b677805 Mon Sep 17 00:00:00 2001 From: Joshua Lochner Date: Wed, 7 Feb 2024 14:31:52 +0200 Subject: [PATCH] Add remove-background demo (#576) * Add remove-background demo * Open links in new tab * Add mention of running locally --- examples/remove-background-client/.gitignore | 24 + examples/remove-background-client/index.html | 33 + examples/remove-background-client/main.js | 112 ++ .../package-lock.json | 1466 +++++++++++++++++ .../remove-background-client/package.json | 17 + examples/remove-background-client/style.css | 83 + .../remove-background-client/vite.config.js | 6 + 7 files changed, 1741 insertions(+) create mode 100644 examples/remove-background-client/.gitignore create mode 100644 examples/remove-background-client/index.html create mode 100644 examples/remove-background-client/main.js create mode 100644 examples/remove-background-client/package-lock.json create mode 100644 examples/remove-background-client/package.json create mode 100644 examples/remove-background-client/style.css create mode 100644 examples/remove-background-client/vite.config.js diff --git a/examples/remove-background-client/.gitignore b/examples/remove-background-client/.gitignore new file mode 100644 index 000000000..a547bf36d --- /dev/null +++ b/examples/remove-background-client/.gitignore @@ -0,0 +1,24 @@ +# Logs +logs +*.log +npm-debug.log* +yarn-debug.log* +yarn-error.log* +pnpm-debug.log* +lerna-debug.log* + +node_modules +dist +dist-ssr +*.local + +# Editor directories and files +.vscode/* +!.vscode/extensions.json +.idea +.DS_Store +*.suo +*.ntvs* +*.njsproj +*.sln +*.sw? diff --git a/examples/remove-background-client/index.html b/examples/remove-background-client/index.html new file mode 100644 index 000000000..d20f9eaba --- /dev/null +++ b/examples/remove-background-client/index.html @@ -0,0 +1,33 @@ + + + + + + + Transformers.js - Background Removal + + + +

Background Removal w/ 🤗 Transformers.js +

+

Runs locally in your browser, powered by the RMBG V1.4 model from BRIA AI +

+
+ +
+ + + + + + + \ No newline at end of file diff --git a/examples/remove-background-client/main.js b/examples/remove-background-client/main.js new file mode 100644 index 000000000..31eb7080e --- /dev/null +++ b/examples/remove-background-client/main.js @@ -0,0 +1,112 @@ +import './style.css'; + +import { AutoModel, AutoProcessor, env, RawImage } from '@xenova/transformers'; + +// Since we will download the model from the Hugging Face Hub, we can skip the local model check +env.allowLocalModels = false; + +// Proxy the WASM backend to prevent the UI from freezing +env.backends.onnx.wasm.proxy = true; + +// Constants +const EXAMPLE_URL = 'https://images.pexels.com/photos/5965592/pexels-photo-5965592.jpeg?auto=compress&cs=tinysrgb&w=1024'; + +// Reference the elements that we will need +const status = document.getElementById('status'); +const fileUpload = document.getElementById('upload'); +const imageContainer = document.getElementById('container'); +const example = document.getElementById('example'); + +// Load model and processor +status.textContent = 'Loading model...'; + +const model = await AutoModel.from_pretrained('briaai/RMBG-1.4', { + // Do not require config.json to be present in the repository + config: { model_type: 'custom' }, +}); + +const processor = await AutoProcessor.from_pretrained('briaai/RMBG-1.4', { + // Do not require config.json to be present in the repository + config: { + do_normalize: true, + do_pad: false, + do_rescale: true, + do_resize: true, + image_mean: [0.5, 0.5, 0.5], + feature_extractor_type: "ImageFeatureExtractor", + image_std: [1, 1, 1], + resample: 2, + rescale_factor: 0.00392156862745098, + size: { width: 1024, height: 1024 }, + } +}); + +status.textContent = 'Ready'; + +example.addEventListener('click', (e) => { + e.preventDefault(); + predict(EXAMPLE_URL); +}); + +fileUpload.addEventListener('change', function (e) { + const file = e.target.files[0]; + if (!file) { + return; + } + + const reader = new FileReader(); + + // Set up a callback when the file is loaded + reader.onload = e2 => predict(e2.target.result); + + reader.readAsDataURL(file); +}); + +// Predict foreground of the given image +async function predict(url) { + // Read image + const image = await RawImage.fromURL(url); + + // Update UI + imageContainer.innerHTML = ''; + imageContainer.style.backgroundImage = `url(${url})`; + + // Set container width and height depending on the image aspect ratio + const ar = image.width / image.height; + const [cw, ch] = (ar > 720 / 480) ? [720, 720 / ar] : [480 * ar, 480]; + imageContainer.style.width = `${cw}px`; + imageContainer.style.height = `${ch}px`; + + status.textContent = 'Analysing...'; + + // Preprocess image + const { pixel_values } = await processor(image); + + // Predict alpha matte + const { output } = await model({ input: pixel_values }); + + // Resize mask back to original size + const mask = await RawImage.fromTensor(output[0].mul(255).to('uint8')).resize(image.width, image.height); + + // Create new canvas + const canvas = document.createElement('canvas'); + canvas.width = image.width; + canvas.height = image.height; + const ctx = canvas.getContext('2d'); + + // Draw original image output to canvas + ctx.drawImage(image.toCanvas(), 0, 0); + + // Update alpha channel + const pixelData = ctx.getImageData(0, 0, image.width, image.height); + for (let i = 0; i < mask.data.length; ++i) { + pixelData.data[4 * i + 3] = mask.data[i]; + } + ctx.putImageData(pixelData, 0, 0); + + // Update UI + imageContainer.append(canvas); + imageContainer.style.removeProperty('background-image'); + imageContainer.style.background = `url("data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABAAAAAQBAMAAADt3eJSAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAGUExURb+/v////5nD/3QAAAAJcEhZcwAADsMAAA7DAcdvqGQAAAAUSURBVBjTYwABQSCglEENMxgYGAAynwRB8BEAgQAAAABJRU5ErkJggg==")`; + status.textContent = 'Done!'; +} diff --git a/examples/remove-background-client/package-lock.json b/examples/remove-background-client/package-lock.json new file mode 100644 index 000000000..4320625cc --- /dev/null +++ b/examples/remove-background-client/package-lock.json @@ -0,0 +1,1466 @@ +{ + "name": "remove-background-client", + "version": "0.0.0", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "remove-background-client", + "version": "0.0.0", + "dependencies": { + "@xenova/transformers": "^2.15.0" + }, + "devDependencies": { + "vite": "^5.0.12" + } + }, + "node_modules/@esbuild/aix-ppc64": { + 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a/examples/remove-background-client/package.json b/examples/remove-background-client/package.json new file mode 100644 index 000000000..c95061e34 --- /dev/null +++ b/examples/remove-background-client/package.json @@ -0,0 +1,17 @@ +{ + "name": "remove-background-client", + "private": true, + "version": "0.0.0", + "type": "module", + "scripts": { + "dev": "vite", + "build": "vite build", + "preview": "vite preview" + }, + "devDependencies": { + "vite": "^5.0.12" + }, + "dependencies": { + "@xenova/transformers": "^2.15.0" + } +} diff --git a/examples/remove-background-client/style.css b/examples/remove-background-client/style.css new file mode 100644 index 000000000..f3016c246 --- /dev/null +++ b/examples/remove-background-client/style.css @@ -0,0 +1,83 @@ +* { + box-sizing: border-box; + padding: 0; + margin: 0; + font-family: sans-serif; +} + +html, +body { + height: 100%; +} + +body { + padding: 16px 32px; +} + +body, +#container, +#upload-button { + display: flex; + flex-direction: column; + justify-content: center; + align-items: center; +} + +h1, +h4 { + text-align: center; +} + +h4 { + margin-top: 0.5rem; +} + +#container { + position: relative; + width: 720px; + height: 480px; + max-width: 100%; + max-height: 100%; + border: 2px dashed #D1D5DB; + border-radius: 0.75rem; + overflow: hidden; + margin-top: 1rem; + background-size: 100% 100%; + background-position: center; + background-repeat: no-repeat; +} + +#upload-button { + gap: 0.4rem; + font-size: 18px; + cursor: pointer; +} + +#upload { + display: none; +} + +svg { + pointer-events: none; +} + +#example { + font-size: 14px; + text-decoration: underline; + cursor: pointer; +} + +#example:hover { + color: #2563EB; +} + +canvas { + position: absolute; + width: 100%; + height: 100%; +} + +#status { + min-height: 16px; + margin: 8px 0; +} \ No newline at end of file diff --git a/examples/remove-background-client/vite.config.js b/examples/remove-background-client/vite.config.js new file mode 100644 index 000000000..6c32f52df --- /dev/null +++ b/examples/remove-background-client/vite.config.js @@ -0,0 +1,6 @@ +import { defineConfig } from 'vite'; +export default defineConfig({ + build: { + target: 'esnext' + } +});