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JavaScript webml Projects
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transformers.js
State-of-the-art Machine Learning for the web. Run 🤗 Transformers directly in your browser, with no need for a server!
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SurveyJS
Open-Source JSON Form Builder to Create Dynamic Forms Right in Your App. With SurveyJS form UI libraries, you can build and style forms in a fully-integrated drag & drop form builder, render them in your JS app, and store form submission data in any backend, inc. PHP, ASP.NET Core, and Node.js.
We have some other WebGPU demos, including:
- WebGPU embedding benchmark: https://huggingface.co/spaces/Xenova/webgpu-embedding-benchm...
- Real-time object detection: https://huggingface.co/spaces/Xenova/webgpu-video-object-det...
- Real-time background removal: https://huggingface.co/spaces/Xenova/webgpu-video-background...
- WebGPU depth estimation: https://huggingface.co/spaces/Xenova/webgpu-depth-anything
- Image background removal: https://huggingface.co/spaces/Xenova/remove-background-webgp...
You can follow the progress for full WebGPU support in the v3 development branch (https://github.com/xenova/transformers.js/pull/545).
To answer your question, while there are certain ops missing, the main limitation at the moment is for models with decoders... which are not very fast (yet) due to inefficient buffer reuse and many redundant copies between CPU and GPU. We're working closely with the ORT team to fix these issues though!
JavaScript webml related posts
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Transformers.js: Machine Learning for the Web
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Deja-Vu your AI✦ Bookmarking Tool
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Transformers.js releases Zero-shot audio classification support
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Show HN: Tiny LLMs – Browser-based private AI models for a wide array of tasks
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Transformers.js
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Transformers.js: Run Machine Learning models directly in the browser
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What is the most cost-efficient way to have an embedding generator endpoint that is using an open-source embedding model? [Q]
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A note from our sponsor - SaaSHub
www.saashub.com | 4 May 2024
Index
Project | Stars | |
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1 | transformers.js | 7,587 |
2 | yolov7-tfjs | 75 |
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