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A machine learning compiler for GPUs, CPUs, and ML accelerators

License: Apache License 2.0

Shell 0.06% C++ 88.22% Python 0.88% C 0.38% SourcePawn 0.03% Smarty 0.23% CMake 0.09% LLVM 0.01% Batchfile 0.01% Cython 0.01% Dockerfile 0.01% MLIR 6.46% Starlark 3.63%

xla's Introduction

XLA

XLA (Accelerated Linear Algebra) is an open-source machine learning (ML) compiler for GPUs, CPUs, and ML accelerators.

The XLA compiler takes models from popular ML frameworks such as PyTorch, TensorFlow, and JAX, and optimizes them for high-performance execution across different hardware platforms including GPUs, CPUs, and ML accelerators.

Get started

If you want to use XLA to compile your ML project, refer to the corresponding documentation for your ML framework:

If you're not contributing code to the XLA compiler, you don't need to clone and build this repo. Everything here is intended for XLA contributors who want to develop the compiler and XLA integrators who want to debug or add support for ML frontends and hardware backends.

Contribute

If you'd like to contribute to XLA, review How to Contribute and then see the developer guide.

Contacts

  • For questions, contact Thea Lamkin - thealamkin at google.com.

Resources

Code of Conduct

While under TensorFlow governance, all community spaces for SIG OpenXLA are subject to the TensorFlow Code of Conduct.

xla's People

Contributors

akuegel avatar anlunx avatar berkinilbeyi avatar bixia1 avatar blakehechtman avatar cheshire avatar chr1sj0nes avatar chsigg avatar d0k avatar ddunl avatar ezhulenev avatar hanbinyoon avatar hawkinsp avatar jblespiau avatar joker-eph avatar jreiffers avatar jurahul avatar majnemer avatar meheffernan avatar nouiz avatar olegshyshkov avatar pifon2a avatar pschuh avatar skye avatar tdanyluk avatar tensorflower-gardener avatar timshen91 avatar tyb0807 avatar ukoxyz avatar yunxing avatar

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