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[Join us on Discord](https://discord.gg/H6Tkmd88N3) for questions and discussions!
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This repo contains a Nix package that can be used to build custom machine learning kernels for PyTorch. The kernels are built using the [PyTorch C++ Frontend](https://pytorch.org/cppdocs/frontend.html) and can be loaded from the Hub with the [kernels](https://github.com/huggingface/kernels)
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Python package.
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This builder is a core component of the larger kernel build/distribution system.
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**Torch 2.9 note:** kernel-builder currently builds Torch 2.9 extensions based on
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the [fifth release candidate](https://dev-discuss.pytorch.org/t/reminder-calls-for-features-upcoming-branch-cut/3225).
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If you upload Torch 2.9 kernels, please validate them against
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the final Torch 2.9.0 release. In the unlikely case of an ABI-breaking
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change, you can rebuild and upload your kernel once kernel-builder
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is updated for the final release
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## 🚀 Quick Start
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We recommend using [Nix](https://nixos.org/download.html) to build kernels. To speed up builds, first enable the Hugging Face binary cache:
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