AutoModels
-----------

In many cases, the architecture you want to use can be guessed from the name or the path of the pretrained model you
are supplying to the ``from_pretrained`` method.

AutoClasses are here to do this job for you so that you automatically retrieve the relevant model given the name/path
to the pretrained weights/config/vocabulary:

Instantiating one of ``AutoModel``, ``AutoConfig`` and ``AutoTokenizer`` will directly create a class of the relevant
architecture (ex: ``model = AutoModel.from_pretrained('bert-base-cased')`` will create a instance of 
:class:`~transformers.BertModel`).


``AutoConfig``
~~~~~~~~~~~~~~~~~~~~~

.. autoclass:: transformers.AutoConfig
    :members:


``AutoTokenizer``
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

.. autoclass:: transformers.AutoTokenizer
    :members:


``AutoModel``
~~~~~~~~~~~~~~~~~~~~~

.. autoclass:: transformers.AutoModel
    :members:


``AutoModelForPreTraining``
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

.. autoclass:: transformers.AutoModelForPreTraining
    :members:


``AutoModelWithLMHead``
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

.. autoclass:: transformers.AutoModelWithLMHead
    :members:


``AutoModelForSequenceClassification``
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

.. autoclass:: transformers.AutoModelForSequenceClassification
    :members:


``AutoModelForQuestionAnswering``
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

.. autoclass:: transformers.AutoModelForQuestionAnswering
    :members:


``AutoModelForTokenClassification``
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

.. autoclass:: transformers.AutoModelForTokenClassification
    :members:

``TFAutoModel``
~~~~~~~~~~~~~~~~~~~~~

.. autoclass:: transformers.TFAutoModel
    :members:


``TFAutoModelForPreTraining``
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

.. autoclass:: transformers.TFAutoModelForPreTraining
    :members:


``TFAutoModelWithLMHead``
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

.. autoclass:: transformers.TFAutoModelWithLMHead
    :members:


``TFAutoModelForSequenceClassification``
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

.. autoclass:: transformers.TFAutoModelForSequenceClassification
    :members:


``TFAutoModelForQuestionAnswering``
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

.. autoclass:: transformers.TFAutoModelForQuestionAnswering
    :members:


``TFAutoModelForTokenClassification``
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

.. autoclass:: transformers.TFAutoModelForTokenClassification
    :members: