[Core] Dynamic image size support for VLMs (#5276)

Signed-off-by: Xiaowei Jiang <xwjiang2010@gmail.com>
Co-authored-by: Xiaowei Jiang <xwjiang2010@gmail.com>
Co-authored-by: ywang96 <ywang@roblox.com>
Co-authored-by: xwjiang2010 <87673679+xwjiang2010@users.noreply.github.com>
Co-authored-by: Roger Wang <136131678+ywang96@users.noreply.github.com>
This commit is contained in:
Cyrus Leung
2024-07-03 11:34:00 +08:00
committed by GitHub
parent 482045ee77
commit 9831aec49f
38 changed files with 1453 additions and 664 deletions

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@@ -1,3 +1,5 @@
.. _multi_modality:
Multi-Modality
==============
@@ -8,12 +10,18 @@ vLLM provides experimental support for multi-modal models through the :mod:`vllm
:class:`vllm.inputs.PromptStrictInputs` accepts an additional attribute ``multi_modal_data``
which allows you to pass in multi-modal input alongside text and token prompts.
By default, vLLM models do not support multi-modal inputs. To enable multi-modal support for a model,
you must decorate the model class with :meth:`InputRegistry.register_dummy_data <vllm.inputs.registry.InputRegistry.register_dummy_data>`,
as well as :meth:`MULTIMODAL_REGISTRY.register_input_mapper <MultiModalRegistry.register_input_mapper>` for each modality type to support.
By default, vLLM models do not support multi-modal inputs. To enable multi-modal support for a model, please follow :ref:`the guide for adding a new multimodal model. <adding_a_new_multimodal_model>`.
# TODO: Add more instructions on how to do that once embeddings is in.
Guides
++++++
.. toctree::
:maxdepth: 1
adding_multimodal_model
Module Contents
+++++++++++++++
@@ -35,6 +43,10 @@ Base Classes
:members:
:show-inheritance:
.. autoclass:: vllm.multimodal.MultiModalInputs
:members:
:show-inheritance:
.. autoclass:: vllm.multimodal.MultiModalPlugin
:members:
:show-inheritance: