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.. _adding_multimodal_plugin:
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Adding a Multimodal Plugin
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==========================
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This document teaches you how to add a new modality to vLLM.
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Each modality in vLLM is represented by a :class:`~vllm.multimodal.MultiModalPlugin` and registered to :data:`~vllm.multimodal.MULTIMODAL_REGISTRY`.
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For vLLM to recognize a new modality type, you have to create a new plugin and then pass it to :meth:`~vllm.multimodal.MultiModalRegistry.register_plugin`.
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The remainder of this document details how to define custom :class:`~vllm.multimodal.MultiModalPlugin` s.
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.. note::
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This article is a work in progress.
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..
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TODO: Add more instructions on how to add new plugins once embeddings is in.
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.. _multi_modality:
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Multi-Modality
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==============
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.. currentmodule:: vllm.multimodal
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vLLM provides experimental support for multi-modal models through the :mod:`vllm.multimodal` package.
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Multi-modal inputs can be passed alongside text and token prompts to :ref:`supported models <supported_vlms>`
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via the ``multi_modal_data`` field in :class:`vllm.inputs.PromptType`.
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Currently, vLLM only has built-in support for image data. You can extend vLLM to process additional modalities
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by following :ref:`this guide <adding_multimodal_plugin>`.
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Looking to add your own multi-modal model? Please follow the instructions listed :ref:`here <enabling_multimodal_inputs>`.
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..
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TODO: Add usage of --limit-mm-per-prompt when multi-image input is officially supported
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Guides
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++++++
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.. toctree::
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:maxdepth: 1
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adding_multimodal_plugin
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Module Contents
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+++++++++++++++
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.. automodule:: vllm.multimodal
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Registry
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--------
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.. autodata:: vllm.multimodal.MULTIMODAL_REGISTRY
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.. autoclass:: vllm.multimodal.MultiModalRegistry
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:members:
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:show-inheritance:
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Base Classes
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------------
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.. autodata:: vllm.multimodal.NestedTensors
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.. autodata:: vllm.multimodal.BatchedTensorInputs
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.. autoclass:: vllm.multimodal.MultiModalDataBuiltins
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:members:
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:show-inheritance:
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.. autodata:: vllm.multimodal.MultiModalDataDict
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.. autoclass:: vllm.multimodal.MultiModalKwargs
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:members:
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:show-inheritance:
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.. autoclass:: vllm.multimodal.MultiModalPlugin
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:members:
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:show-inheritance:
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Image Classes
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-------------
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.. automodule:: vllm.multimodal.image
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:members:
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:show-inheritance:
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