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