datasets.rst 1.81 KB
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torchaudio.datasets
====================

All datasets are subclasses of :class:`torch.utils.data.Dataset`
i.e, they have ``__getitem__`` and ``__len__`` methods implemented.
Hence, they can all be passed to a :class:`torch.utils.data.DataLoader`
which can load multiple samples parallelly using ``torch.multiprocessing`` workers. 
For example: ::
    
    yesno_data = torchaudio.datasets.YESNO('.', download=True)
    data_loader = torch.utils.data.DataLoader(yesno_data, 
                                              batch_size=1,
                                              shuffle=True,
                                              num_workers=args.nThreads)

The following datasets are available:

.. contents:: Datasets
    :local:

All the datasets have almost similar API. They all have two common arguments:
``transform`` and  ``target_transform`` to transform the input and target respectively.


.. currentmodule:: torchaudio.datasets 


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CMUARCTIC
~~~~~~~~~

.. autoclass:: CMUARCTIC
  :members: __getitem__
  :special-members:


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COMMONVOICE
~~~~~~~~~~~

.. autoclass:: COMMONVOICE
  :members: __getitem__
  :special-members:


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GTZAN
~~~~~

.. autoclass:: GTZAN
  :members: __getitem__
  :special-members:


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LIBRISPEECH
~~~~~~~~~~~

.. autoclass:: LIBRISPEECH
  :members: __getitem__
  :special-members:


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LIBRITTS
~~~~~~~~

.. autoclass:: LIBRITTS
  :members: __getitem__
  :special-members:


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LJSPEECH
~~~~~~~~

.. autoclass:: LJSPEECH
  :members: __getitem__
  :special-members:


SPEECHCOMMANDS
~~~~~~~~~~~~~~

.. autoclass:: SPEECHCOMMANDS
  :members: __getitem__
  :special-members:


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VCTK
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~~~~
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.. autoclass:: VCTK
  :members: __getitem__
  :special-members:

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VCTK_092
~~~~~~~~

.. autoclass:: VCTK_092
  :members: __getitem__
  :special-members:


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YESNO
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~~~~~
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.. autoclass:: YESNO
  :members: __getitem__
  :special-members: