diff --git a/marqo-fashionclip-webgpu/.gitignore b/marqo-fashionclip-webgpu/.gitignore new file mode 100644 index 00000000..a547bf36 --- /dev/null +++ b/marqo-fashionclip-webgpu/.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/marqo-fashionclip-webgpu/index.html b/marqo-fashionclip-webgpu/index.html new file mode 100644 index 00000000..aec2dbfa --- /dev/null +++ b/marqo-fashionclip-webgpu/index.html @@ -0,0 +1,36 @@ + + + + + + Transformers.js | real-time marqo-fashionCLIP + + + +

Real-time zero-shot image classification (WebGPU)

+

+ Runs + marqo-fashionCLIP + locally in your browser w/ + 🤗 Transformers.js +

+
+ +
+
+
+
+ +
+ +
+
+ + + + + diff --git a/marqo-fashionclip-webgpu/main.js b/marqo-fashionclip-webgpu/main.js new file mode 100644 index 00000000..920ed8e4 --- /dev/null +++ b/marqo-fashionclip-webgpu/main.js @@ -0,0 +1,173 @@ +import "./style.css"; + +import { + AutoTokenizer, + CLIPTextModelWithProjection, + AutoProcessor, + CLIPVisionModelWithProjection, + RawImage, + dot, + softmax, +} from "@huggingface/transformers"; + +// Reference the elements that we will need +const status = document.getElementById("status"); +const container = document.getElementById("container"); +const video = document.getElementById("video"); +const labelsInput = document.getElementById("labels"); +const overlay = document.getElementById("overlay"); + +// Use fp16 if available, otherwise use fp32 +async function hasFp16() { + try { + const adapter = await navigator.gpu.requestAdapter(); + return adapter.features.has("shader-f16"); + } catch (e) { + return false; + } +} +const dtype = (await hasFp16()) ? "fp16" : "fp32"; + +status.textContent = `Loading model (${dtype === "fp32" ? "600" : "300"}MB)...`; + +// Load model +const model_id = "Marqo/marqo-fashionCLIP"; +let tokenizer, text_model, processor, vision_model; +try { + // Load tokenizer and text model + tokenizer = await AutoTokenizer.from_pretrained(model_id); + text_model = await CLIPTextModelWithProjection.from_pretrained(model_id, { + device: "webgpu", + dtype, + }); + + // Load processor and vision model + processor = await AutoProcessor.from_pretrained(model_id); + vision_model = await CLIPVisionModelWithProjection.from_pretrained(model_id, { + device: "webgpu", + dtype, + }); +} catch (err) { + status.textContent = err.message; + alert(err.message); + throw err; +} + +labelsInput.disabled = false; + +status.textContent = "Ready"; + +// See `model.logit_scale` parameter of original model +const exp_logit_scale = Math.exp(4.6052); + +const IMAGE_SIZE = 224; +const canvas = document.createElement("canvas"); +canvas.width = canvas.height = IMAGE_SIZE; +const context = canvas.getContext("2d", { willReadFrequently: true }); + +let isProcessing = false; +let previousTime; +let textEmbeddings; +let prevTextInputs; +let labels; + +function onFrameUpdate() { + if (!isProcessing) { + isProcessing = true; + (async function () { + // If text inputs have changed, update the embeddings + if (prevTextInputs !== labelsInput.value) { + textEmbeddings = null; + prevTextInputs = labelsInput.value; + labels = prevTextInputs.split(/\s*,\s*/).filter((x) => x); + + if (labels.length > 0) { + const text_inputs = tokenizer(labels, { + padding: "max_length", + truncation: true, + }); + + // Compute embeddings + const { text_embeds } = await text_model(text_inputs); + textEmbeddings = text_embeds.normalize().tolist(); + } else { + overlay.innerHTML = ""; + } + } + + if (textEmbeddings) { + // Read the current frame from the video + context.drawImage(video, 0, 0, IMAGE_SIZE, IMAGE_SIZE); + const pixelData = context.getImageData( + 0, + 0, + IMAGE_SIZE, + IMAGE_SIZE, + ).data; + const image = new RawImage(pixelData, IMAGE_SIZE, IMAGE_SIZE, 4); + + const image_inputs = await processor(image); + + // Compute embeddings + const { image_embeds } = await vision_model(image_inputs); + const imageEmbedding = image_embeds.normalize().tolist()[0]; + + // Compute similarity + const similarities = textEmbeddings.map( + (x) => dot(x, imageEmbedding) * exp_logit_scale, + ); + + const sortedIndices = softmax(similarities) + .map((x, i) => [x, i]) + .sort((a, b) => b[0] - a[0]); + + // Update UI + overlay.innerHTML = ""; + for (const [score, index] of sortedIndices) { + overlay.appendChild( + document.createTextNode(`${labels[index]}: ${score.toFixed(2)}`), + ); + overlay.appendChild(document.createElement("br")); + } + } + + if (previousTime !== undefined) { + const fps = 1000 / (performance.now() - previousTime); + status.textContent = `FPS: ${fps.toFixed(2)}`; + } + previousTime = performance.now(); + isProcessing = false; + })(); + } + + window.requestAnimationFrame(onFrameUpdate); +} + +// Start the video stream +navigator.mediaDevices + .getUserMedia( + { video: true }, // Ask for video + ) + .then((stream) => { + // Set up the video and canvas elements. + video.srcObject = stream; + video.play(); + + const videoTrack = stream.getVideoTracks()[0]; + const { width, height } = videoTrack.getSettings(); + + video.width = width; + video.height = height; + + // Set container width and height depending on the image aspect ratio + const ar = width / height; + const [cw, ch] = ar > 720 / 405 ? [720, 720 / ar] : [405 * ar, 405]; + container.style.width = `${cw}px`; + container.style.height = `${ch}px`; + + // Start the animation loop + window.requestAnimationFrame(onFrameUpdate); + }) + .catch((error) => { + alert(error); + }); diff --git a/marqo-fashionclip-webgpu/package-lock.json b/marqo-fashionclip-webgpu/package-lock.json new file mode 100644 index 00000000..eb9ebf85 --- /dev/null +++ b/marqo-fashionclip-webgpu/package-lock.json @@ -0,0 +1,1936 @@ +{ + "name": "marqo-fashionclip-webgpu", + "version": "0.0.0", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "marqo-fashionclip-webgpu", + "version": "0.0.0", + "dependencies": { + "@huggingface/transformers": "^3.0.0-alpha.14" + }, + "devDependencies": { + "vite": "^5.4.3" + } + }, + "node_modules/@emnapi/runtime": { + "version": "1.2.0", + "resolved": "https://registry.npmjs.org/@emnapi/runtime/-/runtime-1.2.0.tgz", + "integrity": 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margin: 0; + font-family: sans-serif; +} + +html, +body { + height: 100%; +} + +body { + padding: 16px 32px; +} + +body, +#container { + display: flex; + flex-direction: column; + justify-content: center; + align-items: center; +} + +#controls { + display: flex; + padding: 1rem; + gap: 1rem; +} + +#controls > div { + text-align: center; +} + +h1, +h3 { + text-align: center; +} + +h3 { + margin-top: 0.5rem; +} + +#container { + position: relative; + width: 720px; + height: 405px; + 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; +} + +#status { + min-height: 16px; + margin: 8px 0; +} + +video { + width: 100%; + height: 100%; +} + +input[type="text"] { + padding: 0.25rem 0.5rem; + border: 1px solid #d1d5db; + border-radius: 0.25rem; + margin-top: 2px; +} + +input[type="range"] { + margin-top: 6px; +} + +#overlay { + position: absolute; + top: 0; + left: 0; + background-color: rgba(255, 255, 255, 0.9); + font-size: 1.25rem; + border-radius: 2px; +} + +#overlay:not(:empty) { + padding: 0.5rem; +} diff --git a/marqo-fashionclip-webgpu/vite.config.js b/marqo-fashionclip-webgpu/vite.config.js new file mode 100644 index 00000000..fee4e73d --- /dev/null +++ b/marqo-fashionclip-webgpu/vite.config.js @@ -0,0 +1,6 @@ +import { defineConfig } from "vite"; +export default defineConfig({ + build: { + target: "esnext", + }, +});