rocm_jax/docs/index.rst

100 lines
2.3 KiB
ReStructuredText
Raw Normal View History

JAX: High-Performance Array Computing
=====================================
2024-02-26 14:14:11 -08:00
JAX is a Python library for accelerator-oriented array computation and program transformation,
designed for high-performance numerical computing and large-scale machine learning.
2024-02-26 10:02:02 -08:00
If you're looking to train neural networks, use Flax_ and start with its documentation.
Some associated tools are Optax_ and Orbax_.
For an end-to-end transformer library built on JAX, see MaxText_.
.. grid:: 3
:margin: 0
:padding: 0
:gutter: 0
.. grid-item-card:: Familiar API
:columns: 12 6 6 4
:class-card: sd-border-0
:shadow: None
2023-04-19 17:52:16 +00:00
JAX provides a familiar NumPy-style API for ease of adoption by researchers and engineers.
.. grid-item-card:: Transformations
:columns: 12 6 6 4
:class-card: sd-border-0
:shadow: None
JAX includes composable function transformations for compilation, batching, automatic differentiation, and parallelization.
.. grid-item-card:: Run Anywhere
:columns: 12 6 6 4
:class-card: sd-border-0
:shadow: None
The same code executes on multiple backends, including CPU, GPU, & TPU
.. grid:: 3
2021-02-26 09:22:34 -08:00
.. grid-item-card:: :material-regular:`rocket_launch;2em` Getting Started
:columns: 12 6 6 4
:link: beginner-guide
:link-type: ref
:class-card: getting-started
.. grid-item-card:: :material-regular:`library_books;2em` User Guides
:columns: 12 6 6 4
:link: user-guides
:link-type: ref
:class-card: user-guides
.. grid-item-card:: :material-regular:`laptop_chromebook;2em` Developer Docs
:columns: 12 6 6 4
:link: contributor-guide
:link-type: ref
:class-card: developer-docs
.. toctree::
:hidden:
:maxdepth: 1
:caption: Getting Started
installation
quickstart
notebooks/Common_Gotchas_in_JAX
faq
.. toctree::
:hidden:
:maxdepth: 1
tutorials
.. toctree::
:hidden:
:maxdepth: 2
:caption: Further Resources
user_guides
advanced_guide
contributor_guide
2023-05-22 10:03:12 -07:00
building_on_jax
notes
jax
.. toctree::
:hidden:
:maxdepth: 1
changelog
glossary
2024-02-26 10:02:02 -08:00
.. _Flax: https://flax.readthedocs.io/
.. _Orbax: https://orbax.readthedocs.io/
.. _Optax: https://optax.readthedocs.io/
.. _MaxText: https://github.com/google/maxtext/