https://github.com/google/orbax

Orbax provides common checkpointing and persistence utilities for JAX users
https://github.com/google/orbax

checkpoint flax jax

Last synced: 12 days ago
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Orbax provides common checkpointing and persistence utilities for JAX users

• Host: GitHub
• URL: https://github.com/google/orbax
• Owner: google
• License: apache-2.0
• Created: 2022-05-06T17:36:22.000Z (over 2 years ago)
• Default Branch: main
• Last Pushed: 2024-11-02T02:58:49.000Z (12 days ago)
• Last Synced: 2024-11-02T03:16:22.854Z (12 days ago)
• Topics: checkpoint, flax, jax
• Language: Python
• Homepage: https://orbax.readthedocs.io/
• Size: 2.51 MB
• Stars: 295
• Watchers: 10
• Forks: 33
• Open Issues: 130
• Metadata Files:
  • Readme: README.md
  • Changelog: CHANGELOG.md
  • Contributing: CONTRIBUTING.md
  • License: LICENSE

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README

        
# Orbax

[Orbax](https://orbax.readthedocs.io/en/latest/) provides common checkpointing and persistence utilities for JAX users.

## [Documentation](https://orbax.readthedocs.io/en/latest/)

Refer to our full documentation [here](https://orbax.readthedocs.io/en/latest/).

## Checkpointing

`pip install orbax-checkpoint` (latest PyPi release) OR

`pip install 'git+https://github.com/google/orbax/#subdirectory=checkpoint'`

(from this repository, at HEAD)

`import orbax.checkpoint`

Orbax includes a checkpointing library oriented towards JAX users, supporting a

variety of different features required by different frameworks, including

asynchronous checkpointing, various types, and various storage formats.

We aim to provide a highly customizable and composable API which maximizes

flexibility for diverse use cases.

> [!NOTE]

> Please see

[Announcements](https://orbax.readthedocs.io/en/latest/orbax_checkpoint_announcements.html)

for important updates.

## Exporting

`pip install orbax-export` (latest PyPi release) OR

`pip install 'git+https://github.com/google/orbax/#subdirectory=export'`

(from this repository, at HEAD)

`import orbax.export`

Orbax also includes a serialization library for JAX users, enabling the

exporting of JAX models to the TensorFlow SavedModel format.

Note that `orbax-export` requires TensorFlow, but does not include it by default

to allow for flexibility in version choice. If you wish to install with standard

TensorFlow, please use `pip install orbax-export[all]`.

## Releases

You can find the latest releases of Orbax Checkpointing at [orbax-checkpoint](https://pypi.org/project/orbax-checkpoint/#history) and for Orbax Export at [orbax-export](https://pypi.org/project/orbax-export/#history).

## Support

Contact [email protected] for help or with any questions about Orbax!

### History

Orbax was initially published as a catch-all package itself. In order to

minimize dependency bloat for users, we have frozen that package at

`orbax-0.1.6`, and will continue to release future changes under the

domain-specific utilities detailed above (e.g. `orbax-checkpoint`).

As we have preserved the orbax namespace, existing import statements can remain

unchanged (e.g. `from orbax import checkpoint`).