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Aliases in torch.optim

Most optimizer classes are available both from torch.optim and from the nested module in which they are defined. For example, torch.optim.Adam and torch.optim.adam.Adam refer to the same class. While some functional optimizer APIs are exposed in their respective nested modules, all functional optimizer APIs are available in the {mod}torch.optim.functional namespace; see {ref}functional-optimizer-api for usage guidance.

.. automodule:: torch.optim.adadelta
.. currentmodule:: torch.optim.adadelta
.. autosummary::
   :toctree: generated
   :nosignatures:

    Adadelta
    adadelta

.. automodule:: torch.optim.adagrad
.. currentmodule:: torch.optim.adagrad
.. autosummary::
   :toctree: generated
   :nosignatures:

    Adagrad
    adagrad

.. automodule:: torch.optim.adam
.. currentmodule:: torch.optim.adam
.. autosummary::
   :toctree: generated
   :nosignatures:

    Adam
    adam

.. automodule:: torch.optim.adamax
.. currentmodule:: torch.optim.adamax
.. autosummary::
   :toctree: generated
   :nosignatures:

    Adamax
    adamax

.. automodule:: torch.optim.adamw
.. currentmodule:: torch.optim.adamw
.. autosummary::
   :toctree: generated
   :nosignatures:

    AdamW
    adamw

.. automodule:: torch.optim.asgd
.. currentmodule:: torch.optim.asgd
.. autosummary::
   :toctree: generated
   :nosignatures:

    ASGD
    asgd

.. automodule:: torch.optim.lbfgs
.. currentmodule:: torch.optim.lbfgs
.. autosummary::
   :toctree: generated
   :nosignatures:

    LBFGS

.. automodule:: torch.optim.nadam
.. currentmodule:: torch.optim.nadam
.. autosummary::
   :toctree: generated
   :nosignatures:

    NAdam
    nadam

.. automodule:: torch.optim.radam
.. currentmodule:: torch.optim.radam
.. autosummary::
   :toctree: generated
   :nosignatures:

    RAdam
    radam

.. automodule:: torch.optim.rmsprop
.. currentmodule:: torch.optim.rmsprop
.. autosummary::
   :toctree: generated
   :nosignatures:

    RMSprop
    rmsprop

.. automodule:: torch.optim.rprop
.. currentmodule:: torch.optim.rprop
.. autosummary::
   :toctree: generated
   :nosignatures:

    Rprop
    rprop

.. automodule:: torch.optim.sgd
.. currentmodule:: torch.optim.sgd
.. autosummary::
   :toctree: generated
   :nosignatures:

    SGD
    sgd

.. automodule:: torch.optim.sparse_adam
.. currentmodule:: torch.optim.sparse_adam
.. autosummary::
   :toctree: generated
   :nosignatures:

    SparseAdam