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[Bugfix][Misc] Use TritonPlaceholderModule to defensively import triton #15099

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Merged
merged 1 commit into from
Apr 25, 2025

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MengqingCao
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@MengqingCao MengqingCao commented Mar 19, 2025

FIX #14888
FIX #16955

For devices not support triton, directly importing triton will break the inference. This pr offers a TritonPlaceholder and TritonLaguagePlaceholder module to hold the non-triton senario.

TritonPlaceholder and TritonLaguagePlaceholder will be injected to sys.modules to let system see the placeholder rather than the real triton. Thus during importing, it won't break the normal pipeline.

For the decorators like triton.jit, we implentment the func _dummy_decorator() to work as a dummy warpper, which do nothing inside.

1750250422557

cc @Hinsael plz try this pr and looking forward for your feedback! Thx!

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@mergify mergify bot added the v1 label Mar 19, 2025
@@ -3,8 +3,11 @@

import torch
import torch.nn as nn
import triton
import triton.language as tl
from vllm.triton_utils.importing import HAS_TRITON
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hmm, this doesn't really. For no triton case, we will have use case of triton.jit, which will still fail, right?

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@MengqingCao MengqingCao Mar 19, 2025

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Thanks for your review! You're right for vllm/v1/sample/rejection_sampler.py, which only contains features dependent on triton.
But in some scripts, e.g., vllm/model_executor/layers/fused_moe/fused_moe.py, contain many features not using triton.

I'll filter out the scripts only for triton, and revert the modification of them
I found that even if it is a script that only contains triton functions, it will be referenced by more files, scattering in all the project. Modifying these files will introduce greater changes.

Therefore, I think it is better to do defensive import in the file that directly references triton. In order to prevent the decorator from running without triton, I added some dummy decorators, in which nothing will be done, but only returns the original function.

cc @houseroad plz review the latest code, thanks!

@MengqingCao MengqingCao marked this pull request as draft March 20, 2025 01:25
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mergify bot commented Mar 20, 2025

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

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

@MengqingCao MengqingCao marked this pull request as ready for review March 20, 2025 03:34
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@robertgshaw2-redhat could you help take a look at this pr, thanks!

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cc @mgoin @Isotr0py can you help review?

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I'm fine to add defensive check for triton. But can we simplify it without adding if HAS_TRITON: everywhere?

Comment on lines 7 to 9
if HAS_TRITON:
import triton
import triton.language as tl
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Can we use a PlaceholderModule to simplify triton import defense, otherwise we need to add the if statement everywhere.

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placeholder module looks better, we can try to import triton in vllm/utils.py , and if it fails, we can set sys.modules['triton'] to a placeholder module, with some logging to tell users what's happening.

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oh, sorry, please ignore the above question, I think we could check pytorch-triton-xpu to replace the platform check

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mergify bot commented Apr 23, 2025

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

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

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Looks much better now. Also cc @houseroad @Isotr0py if you have further comments.

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LGTM now! Thanks for this effort!

@Isotr0py Isotr0py enabled auto-merge (squash) April 24, 2025 03:02
@github-actions github-actions bot added the ready ONLY add when PR is ready to merge/full CI is needed label Apr 24, 2025
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Not sure why CI failed with vllm.third_party.pynvml.NVMLError_InvalidArgument: Invalid Argument when getting device capability. I notice that there is only 1 card in the Nvidia-L4 mechine, and CUDA_VISIBLE_DEVICES not be set in workflow. Could you help figure this out? @Isotr0py

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Hmm, the failing spec decode tests passed on my side locally with this PR. Not sure why CI failed too...

Anyway, can you merge from main to update the kernels tests first? I think we have categorized the kernel test, which should avoid the CI timeout.

auto-merge was automatically disabled April 24, 2025 13:17

Head branch was pushed to by a user without write access

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Hmm, the failing spec decode tests passed on my side locally with this PR. Not sure why CI failed too...

Anyway, can you merge from main to update the kernels tests first? I think we have categorized the kernel test, which should avoid the CI timeout.

Thanks for your help, now the rebase is done.

@MengqingCao MengqingCao changed the title [Bugfix][Misc] Add a defensive check before importing triton [Bugfix][Misc] Use TritonPlaceholderModule to defensively import triton Apr 25, 2025
@Isotr0py Isotr0py enabled auto-merge (squash) April 25, 2025 03:14
@vllm-bot vllm-bot merged commit 2f54045 into vllm-project:main Apr 25, 2025
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gshtras added a commit to ROCm/vllm that referenced this pull request Apr 25, 2025
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jikunshang pushed a commit to jikunshang/vllm that referenced this pull request Apr 29, 2025
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…on (vllm-project#15099)

Signed-off-by: Mengqing Cao <cmq0113@163.com>
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[Bug]: MiniCPM3 failed on ascend npu because of ModuleNotFoundError: No module named 'triton' [Usage]: ModuleNotFoundError: No module named 'triton'
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