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WGSL
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Introducing @huggingface/kernels: 200+ WebGPU Kernels for Local AI
Hugging Face’s WebAI team is releasing @huggingface/kernels, a JavaScript loader for optimized WebGPU kernels hosted on the Hub, alongside an initial collection of 207 Apache-2.0 kernels. Each kernel repository packages a versioned contract, metadata, correctness cases, benchmark cases, and parameterized WGSL shader templates, while the loader derives outputs and selects variants for a request and device. Fleet adds browser-based correctness and performance testing, with consent-based private evidence used to identify failures, compare variants, and guide optimization. In comparisons against ORT WebGPU on an Apple M4, matching cases showed a 2.57x geometric-mean speedup and a 1.90x median speedup, though the measurements cover individual GPU operations and exclude setup costs. The project is also intended as a shared foundation for browser inference and future integration with higher-level tooling.
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