File size: 1,632 Bytes
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.. currentmodule:: optax
.. autosummary::
constant_schedule
cosine_decay_schedule
cosine_onecycle_schedule
exponential_decay
join_schedules
linear_onecycle_schedule
linear_schedule
piecewise_constant_schedule
piecewise_interpolate_schedule
polynomial_schedule
sgdr_schedule
warmup_cosine_decay_schedule
warmup_exponential_decay_schedule
Schedule
InjectHyperparamsState
inject_hyperparams
.. autoclass:: Schedule
Constant schedule
~~~~~~~~~~~~~~~~~
.. autofunction:: constant_schedule
Cosine decay schedule
~~~~~~~~~~~~~~~~~~~~~
.. autofunction:: cosine_decay_schedule
.. autofunction:: cosine_onecycle_schedule
Exponential decay schedule
~~~~~~~~~~~~~~~~~~~~~~~~~~
.. autofunction:: exponential_decay
Join schedules
~~~~~~~~~~~~~~
.. autofunction:: join_schedules
Inject hyperparameters
~~~~~~~~~~~~~~~~~~~~~~
.. autofunction:: inject_hyperparams
.. autoclass:: InjectHyperparamsState
Linear schedules
~~~~~~~~~~~~~~~~
.. autofunction:: linear_onecycle_schedule
.. autofunction:: linear_schedule
Piecewise schedules
~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. autofunction:: piecewise_constant_schedule
.. autofunction:: piecewise_interpolate_schedule
Polynomial schedules
~~~~~~~~~~~~~~~~~~~~
.. autofunction:: polynomial_schedule
Reduce on plateau
~~~~~~~~~~~~~~~~~
.. autofunction:: optax.contrib.reduce_on_plateau
Schedules with warm-up
~~~~~~~~~~~~~~~~~~~~~~
.. autofunction:: warmup_cosine_decay_schedule
.. autofunction:: warmup_exponential_decay_schedule
Warm restarts
~~~~~~~~~~~~~
.. autofunction:: sgdr_schedule
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