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Xenova updated a Space 1 day ago

webml-community/attention-visualization

Xenova updated a Space 15 days ago

webml-community/moonshine-web

Xenova updated a Space 25 days ago

webml-community/text-to-speech-webgpu

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Xenova

posted an update about 17 hours ago

Post

957

First project of 2025: Vision Transformer Explorer

I built a web app to interactively explore the self-attention maps produced by ViTs. This explains what the model is focusing on when making predictions, and provides insights into its inner workings! 🤯

Try it out yourself! 👇
webml-community/attention-visualization

Source code: https://github.com/huggingface/transformers.js-examples/tree/main/attention-visualization

Xenova

updated a Space 1 day ago

Running

🔥

Attention Visualization

Vision Transformer Attention Visualization

Xenova

posted an update 14 days ago

Post

2538

Introducing Moonshine Web: real-time speech recognition running 100% locally in your browser!
🚀 Faster and more accurate than Whisper
🔒 Privacy-focused (no data leaves your device)
⚡️ WebGPU accelerated (w/ WASM fallback)
🔥 Powered by ONNX Runtime Web and Transformers.js

Demo: webml-community/moonshine-web
Source code: https://github.com/huggingface/transformers.js-examples/tree/main/moonshine-web

5 replies

Xenova

updated a Space 15 days ago

Running

🌙

Moonshine Web

Real-time in-browser speech recognition

Xenova

posted an update 25 days ago

Post

2948

Introducing TTS WebGPU: The first ever text-to-speech web app built with WebGPU acceleration! 🔥 High-quality and natural speech generation that runs 100% locally in your browser, powered by OuteTTS and Transformers.js. 🤗 Try it out yourself!

Demo: webml-community/text-to-speech-webgpu
Source code: https://github.com/huggingface/transformers.js-examples/tree/main/text-to-speech-webgpu
Model: onnx-community/OuteTTS-0.2-500M (ONNX), OuteAI/OuteTTS-0.2-500M (PyTorch)

Xenova

updated a Space 25 days ago

Running

🗣️

Text-to-Speech WebGPU

WebGPU text-to-Speech powered by OuteTTS and Transformers.js

Xenova

posted an update about 1 month ago

Post

3945

We just released Transformers.js v3.1 and you're not going to believe what's now possible in the browser w/ WebGPU! 🤯 Let's take a look:
🔀 Janus from Deepseek for unified multimodal understanding and generation (Text-to-Image and Image-Text-to-Text)
👁️ Qwen2-VL from Qwen for dynamic-resolution image understanding
🔢 JinaCLIP from Jina AI for general-purpose multilingual multimodal embeddings
🌋 LLaVA-OneVision from ByteDance for Image-Text-to-Text generation
🤸‍♀️ ViTPose for pose estimation
📄 MGP-STR for optical character recognition (OCR)
📈 PatchTST & PatchTSMixer for time series forecasting

That's right, everything running 100% locally in your browser (no data sent to a server)! 🔥 Huge for privacy!

Check out the release notes for more information. 👇
https://github.com/huggingface/transformers.js/releases/tag/3.1.0

Demo link (+ source code): webml-community/Janus-1.3B-WebGPU

Xenova

updated a Space about 1 month ago

Running

🏛️

Janus 1.3B WebGPU

In-browser unified multimodal understanding and generation.

Xenova

posted an update about 1 month ago

Post

5552

Have you tried out 🤗 Transformers.js v3? Here are the new features:
⚡ WebGPU support (up to 100x faster than WASM)
🔢 New quantization formats (dtypes)
🏛 120 supported architectures in total
📂 25 new example projects and templates
🤖 Over 1200 pre-converted models
🌐 Node.js (ESM + CJS), Deno, and Bun compatibility
🏡 A new home on GitHub and NPM

Get started with npm i @huggingface/transformers.

Learn more in our blog post: https://huggingface.co/blog/transformersjs-v3

3 replies

Xenova

updated a Space 2 months ago

Running

🗄️

Next.js + Transformers.js Server Template

Xenova

updated 4 Spaces 3 months ago

Running

138

🚀

Whisper Large V3 Turbo WebGPU

ML-powered speech recognition directly in your browser

Running

🤖

Gemma 2 JPN WebGPU

Gemma-2-JPN running locally in your browser on WebGPU

Running

🦙

Llama 3.2 3B WebGPU

A powerful AI chatbot that runs locally in your browser

Running

🦙

Llama 3.2 WebGPU

A powerful AI chatbot that runs locally in your browser

Xenova

updated a Space 4 months ago

Running

120

🖼️

Remove Background WebGPU

In-browser image background removal

Xenova

posted an update 4 months ago

Post

13923

I can't believe this... Phi-3.5-mini (3.8B) running in-browser at ~90 tokens/second on WebGPU w/ Transformers.js and ONNX Runtime Web! 🤯 Since everything runs 100% locally, no messages are sent to a server — a huge win for privacy!
- 🤗 Demo: webml-community/phi-3.5-webgpu
- 🧑‍💻 Source code: https://github.com/huggingface/transformers.js-examples/tree/main/phi-3.5-webgpu

11 replies

Xenova

updated a Space 4 months ago

Running

⚡

Phi-3.5 WebGPU

A powerful AI chatbot that runs locally in your browser

Xenova

updated a Space 5 months ago

Running

🤏

SmolLM WebGPU

A powerful AI chatbot that runs locally in your browser

Xenova

posted an update 5 months ago

Post

14954

I'm excited to announce that Transformers.js V3 is finally available on NPM! 🔥 State-of-the-art Machine Learning for the web, now with WebGPU support! 🤯⚡️

Install it from NPM with:
𝚗𝚙𝚖 𝚒 @𝚑𝚞𝚐𝚐𝚒𝚗𝚐𝚏𝚊𝚌𝚎/𝚝𝚛𝚊𝚗𝚜𝚏𝚘𝚛𝚖𝚎𝚛𝚜

or via CDN, for example: https://v2.scrimba.com/s0lmm0qh1q

Segment Anything demo: webml-community/segment-anything-webgpu