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Tutorials

  • JAX Quickstart
  • The Autodiff Cookbook
  • Autobatching log-densities example
  • Training a Simple Neural Network, with Tensorflow Datasets Data Loading

Advanced JAX Tutorials

  • 🔪 JAX - The Sharp Bits 🔪
  • Custom derivative rules for JAX-transformable Python functions
  • How JAX primitives work
  • Writing custom Jaxpr interpreters in JAX

Notes

  • Change Log
  • JAX Frequently Asked Questions (FAQ)
  • Understanding Jaxprs
  • Asynchronous dispatch
  • Concurrency
  • GPU memory allocation
  • Profiling JAX programs
  • Device Memory Profiling
  • Pytrees
  • Rank promotion warning
  • Type promotion semantics

Developer documentation

  • Building from source
  • Running the tests
  • Type checking
  • Update documentation
  • Internal APIs

API documentation

  • Public API: jax package
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