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[V1][Molmo] Fix get_multimodal_embeddings() in molmo.py #14161

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merged 6 commits into from
Mar 4, 2025

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@lk-chen lk-chen commented Mar 3, 2025

Expected: get_multimodal_embeddings() should return list[Tensor] for GPUModelRunner to iterate.

Actual: prior to this PR, molmo's _get_mm_embeds() returns a list thus get_multimodal_embeddings() returns a list of list.

The issue is surfaced when all of following satisfy:

  • more than one request
  • the tailing part of each request is a bit different, to trigger partial cache hit

This PR also updates vision_language.py to help reproduce above issue.


Tested with:

VLLM_USE_V1=1 \
python examples/offline_inference/vision_language.py \
  --model molmo \
  --num-prompts=2 \
  --use-different-prompt-per-request

cc @DarkLight1337 @ywang96

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@mergify mergify bot added the documentation Improvements or additions to documentation label Mar 3, 2025
Expected: get_multimodal_embeddings() should return list[Tensor]
for `GPUModelRunner` to iterate.

Actual: prious to this PR, molmo's _get_mm_embeds() returns a list
thus get_multimodal_embeddings() returns a list of list.

This is reproducible when all of following satisfy:
* more than one request
* the tailing part of each request is a bit different, to trigger partial cache hit

This PR also updates vision_language.py to help reproduce.

Tested with:
```
VLLM_USE_V1=1 \
python examples/offline_inference/vision_language.py \
  --model molmo \
  --num-prompts=2 \
  --use-different-prompt-per-request
```

Signed-off-by: Linkun Chen <[email protected]>
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mergify bot commented Mar 4, 2025

This pull request has merge conflicts that must be resolved before it can be
merged. Please rebase the PR, @lk-chen.

https://docs.github.com/en/pull-requests/collaborating-with-pull-requests/working-with-forks/syncing-a-fork

@mergify mergify bot added the needs-rebase label Mar 4, 2025
@mergify mergify bot removed the needs-rebase label Mar 4, 2025
def get_multimodal_embeddings(self, **kwargs) -> Optional[T]:
def get_multimodal_embeddings(
self, **kwargs
) -> Union[list[torch.Tensor], torch.Tensor, tuple[torch.Tensor, ...]]:
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In this particular case, we should change the typevar instead.

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Done, tested

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Thanks for fixing!

@DarkLight1337 DarkLight1337 enabled auto-merge (squash) March 4, 2025 09:45
@github-actions github-actions bot added the ready ONLY add when PR is ready to merge/full CI is needed label Mar 4, 2025
Signed-off-by: Linkun Chen <[email protected]>
auto-merge was automatically disabled March 4, 2025 10:02

Head branch was pushed to by a user without write access

@comaniac comaniac enabled auto-merge (squash) March 4, 2025 15:01
@comaniac comaniac merged commit b3cf368 into vllm-project:main Mar 4, 2025
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lk-chen added a commit to lk-chen/vllm that referenced this pull request Mar 5, 2025
johnnynunez pushed a commit to johnnynunez/vllm that referenced this pull request Mar 6, 2025
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4 participants