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* Init work on pipelines doc * Work in progress * Work in progress * Doc pipelines * Rm unwanted default * Apply suggestions from code review Lysandre comments Co-authored-by: Lysandre Debut <lysandre@huggingface.co> Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
106 lines
3.1 KiB
ReStructuredText
106 lines
3.1 KiB
ReStructuredText
Pipelines
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----------------------------------------------------
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The pipelines are a great and easy way to use models for inference. These pipelines are objects that abstract most
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of the complex code from the library, offering a simple API dedicated to several tasks, including Named Entity
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Recognition, Masked Language Modeling, Sentiment Analysis, Feature Extraction and Question Answering. See the
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:doc:`task summary <../task_summary>` for examples of use.
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There are two categories of pipeline abstractions to be aware about:
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- The :func:`~transformers.pipeline` which is the most powerful object encapsulating all other pipelines.
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- The other task-specific pipelines:
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- :class:`~transformers.ConversationalPipeline`
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- :class:`~transformers.FeatureExtractionPipeline`
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- :class:`~transformers.FillMaskPipeline`
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- :class:`~transformers.QuestionAnsweringPipeline`
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- :class:`~transformers.SummarizationPipeline`
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- :class:`~transformers.TextClassificationPipeline`
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- :class:`~transformers.TextGenerationPipeline`
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- :class:`~transformers.TokenClassificationPipeline`
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- :class:`~transformers.TranslationPipeline`
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The pipeline abstraction
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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The `pipeline` abstraction is a wrapper around all the other available pipelines. It is instantiated as any
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other pipeline but requires an additional argument which is the `task`.
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.. autofunction:: transformers.pipeline
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The task specific pipelines
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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ConversationalPipeline
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==========================================
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.. autoclass:: transformers.Conversation
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.. autoclass:: transformers.ConversationalPipeline
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:special-members: __call__
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:members:
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FeatureExtractionPipeline
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==========================================
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.. autoclass:: transformers.FeatureExtractionPipeline
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:special-members: __call__
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:members:
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FillMaskPipeline
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==========================================
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.. autoclass:: transformers.FillMaskPipeline
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:special-members: __call__
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:members:
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NerPipeline
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==========================================
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This class is an alias of the :class:`~transformers.TokenClassificationPipeline` defined below. Please refer to that
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pipeline for documentation and usage examples.
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QuestionAnsweringPipeline
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==========================================
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.. autoclass:: transformers.QuestionAnsweringPipeline
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:special-members: __call__
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:members:
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SummarizationPipeline
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==========================================
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.. autoclass:: transformers.SummarizationPipeline
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:special-members: __call__
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:members:
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TextClassificationPipeline
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==========================================
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.. autoclass:: transformers.TextClassificationPipeline
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:special-members: __call__
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:members:
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TextGenerationPipeline
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==========================================
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.. autoclass:: transformers.TextGenerationPipeline
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:special-members: __call__
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:members:
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TokenClassificationPipeline
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==========================================
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.. autoclass:: transformers.TokenClassificationPipeline
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:special-members: __call__
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:members:
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Parent class: :obj:`Pipeline`
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: transformers.Pipeline
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:members:
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