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Orbax provides common checkpointing and persistence utilities for JAX users
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google/orbax
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Orbax provides common checkpointing and persistence utilities for JAX users.
Refer to our full documentationhere.
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 avariety of different features required by different frameworks, includingasynchronous checkpointing, various types, and various storage formats.We aim to provide a highly customizable and composable API which maximizesflexibility for diverse use cases.
Note
Please seeAnnouncementsfor important updates.
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 theexporting of JAX models to the TensorFlow SavedModel format.
Note thatorbax-export
requires TensorFlow, but does not include it by defaultto allow for flexibility in version choice. If you wish to install with standardTensorFlow, please usepip install orbax-export[all]
.
You can find the latest releases of Orbax Checkpointing atorbax-checkpoint and for Orbax Export atorbax-export.
Contactorbax-dev@google.com for help or with any questions about Orbax!
Orbax was initially published as a catch-all package itself. In order tominimize dependency bloat for users, we have frozen that package atorbax-0.1.6
, and will continue to release future changes under thedomain-specific utilities detailed above (e.g.orbax-checkpoint
).
As we have preserved the orbax namespace, existing import statements can remainunchanged (e.g.from orbax import checkpoint
).
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