mirror of
https://github.com/huggingface/transformers.git
synced 2025-07-06 06:10:04 +06:00
08f534d2da
* Important files
* Styling them all
* Revert "Styling them all"
This reverts commit 7d029395fd.
* Syling them for realsies
* Fix syntax error
* Fix benchmark_utils
* More fixes
* Fix modeling auto and script
* Remove new line
* Fixes
* More fixes
* Fix more files
* Style
* Add FSMT
* More fixes
* More fixes
* More fixes
* More fixes
* Fixes
* More fixes
* More fixes
* Last fixes
* Make sphinx happy
121 lines
4.7 KiB
ReStructuredText
121 lines
4.7 KiB
ReStructuredText
Pipelines
|
|
-----------------------------------------------------------------------------------------------------------------------
|
|
|
|
The pipelines are a great and easy way to use models for inference. These pipelines are objects that abstract most of
|
|
the complex code from the library, offering a simple API dedicated to several tasks, including Named Entity
|
|
Recognition, Masked Language Modeling, Sentiment Analysis, Feature Extraction and Question Answering. See the
|
|
:doc:`task summary <../task_summary>` for examples of use.
|
|
|
|
There are two categories of pipeline abstractions to be aware about:
|
|
|
|
- The :func:`~transformers.pipeline` which is the most powerful object encapsulating all other pipelines.
|
|
- The other task-specific pipelines:
|
|
|
|
- :class:`~transformers.ConversationalPipeline`
|
|
- :class:`~transformers.FeatureExtractionPipeline`
|
|
- :class:`~transformers.FillMaskPipeline`
|
|
- :class:`~transformers.QuestionAnsweringPipeline`
|
|
- :class:`~transformers.SummarizationPipeline`
|
|
- :class:`~transformers.TextClassificationPipeline`
|
|
- :class:`~transformers.TextGenerationPipeline`
|
|
- :class:`~transformers.TokenClassificationPipeline`
|
|
- :class:`~transformers.TranslationPipeline`
|
|
- :class:`~transformers.ZeroShotClassificationPipeline`
|
|
- :class:`~transformers.Text2TextGenerationPipeline`
|
|
|
|
The pipeline abstraction
|
|
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
|
|
|
|
The `pipeline` abstraction is a wrapper around all the other available pipelines. It is instantiated as any other
|
|
pipeline but requires an additional argument which is the `task`.
|
|
|
|
.. autofunction:: transformers.pipeline
|
|
|
|
|
|
The task specific pipelines
|
|
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
|
|
|
|
ConversationalPipeline
|
|
=======================================================================================================================
|
|
|
|
.. autoclass:: transformers.Conversation
|
|
|
|
.. autoclass:: transformers.ConversationalPipeline
|
|
:special-members: __call__
|
|
:members:
|
|
|
|
FeatureExtractionPipeline
|
|
=======================================================================================================================
|
|
|
|
.. autoclass:: transformers.FeatureExtractionPipeline
|
|
:special-members: __call__
|
|
:members:
|
|
|
|
FillMaskPipeline
|
|
=======================================================================================================================
|
|
|
|
.. autoclass:: transformers.FillMaskPipeline
|
|
:special-members: __call__
|
|
:members:
|
|
|
|
NerPipeline
|
|
=======================================================================================================================
|
|
|
|
This class is an alias of the :class:`~transformers.TokenClassificationPipeline` defined below. Please refer to that
|
|
pipeline for documentation and usage examples.
|
|
|
|
QuestionAnsweringPipeline
|
|
=======================================================================================================================
|
|
|
|
.. autoclass:: transformers.QuestionAnsweringPipeline
|
|
:special-members: __call__
|
|
:members:
|
|
|
|
SummarizationPipeline
|
|
=======================================================================================================================
|
|
|
|
.. autoclass:: transformers.SummarizationPipeline
|
|
:special-members: __call__
|
|
:members:
|
|
|
|
TextClassificationPipeline
|
|
=======================================================================================================================
|
|
|
|
.. autoclass:: transformers.TextClassificationPipeline
|
|
:special-members: __call__
|
|
:members:
|
|
|
|
TextGenerationPipeline
|
|
=======================================================================================================================
|
|
|
|
.. autoclass:: transformers.TextGenerationPipeline
|
|
:special-members: __call__
|
|
:members:
|
|
|
|
Text2TextGenerationPipeline
|
|
=======================================================================================================================
|
|
|
|
.. autoclass:: transformers.Text2TextGenerationPipeline
|
|
:special-members: __call__
|
|
:members:
|
|
|
|
TokenClassificationPipeline
|
|
=======================================================================================================================
|
|
|
|
.. autoclass:: transformers.TokenClassificationPipeline
|
|
:special-members: __call__
|
|
:members:
|
|
|
|
ZeroShotClassificationPipeline
|
|
=======================================================================================================================
|
|
|
|
.. autoclass:: transformers.ZeroShotClassificationPipeline
|
|
:special-members: __call__
|
|
:members:
|
|
|
|
Parent class: :obj:`Pipeline`
|
|
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
|
|
|
|
.. autoclass:: transformers.Pipeline
|
|
:members:
|