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[Bugfix] Fix OOB expert_map read in moe_fused_mul_sum with invalid topk_ids#48371

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jahnavi-yelamanchi:fix-humming-moe-expert-map-oob
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[Bugfix] Fix OOB expert_map read in moe_fused_mul_sum with invalid topk_ids#48371
jahnavi-yelamanchi wants to merge 2 commits into
vllm-project:mainfrom
jahnavi-yelamanchi:fix-humming-moe-expert-map-oob

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@jahnavi-yelamanchi

@jahnavi-yelamanchi jahnavi-yelamanchi commented Jul 11, 2026

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Purpose

Fixes #47281. Under expert parallelism, topk_ids can contain -1 sentinels for token/expert pairs that got routed to a different EP rank (documented in fused_moe/utils.py). The moe_fused_mul_sum Triton kernel indexed expert_map with these ids without guarding against -1, so it read out of bounds — sometimes crashing with an illegal memory access (what's reported in the issue), sometimes just silently corrupting output instead. Only shows up with --enable-expert-parallel.

Fix masks the expert_map load on id_val >= 0.

Checked for dupes first and nothing else open touches this kernel or this issue.

Test Plan

New test: tests/kernels/moe/test_moe_fused_mul_sum.py, run on an L40S:

pytest tests/kernels/moe/test_moe_fused_mul_sum.py -v

Test Result

Before fix (main): 12/60 cases fail, up to 98% mismatched elements vs. torch reference, e.g.:

Mismatched elements: 126 / 128 (98.4%)
Greatest absolute difference: 2.625 (up to 0.02 allowed)
12 failed, 48 deselected

After fix: 60 passed in 24.55s

pre-commit (ruff check/format) clean on changed files.


AI assistance (Claude Code) was used for root-cause analysis and the initial patch. I reviewed every line and ran the tests above myself.


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Claude Code Review

This pull request is from a fork — automated review is disabled. A repository maintainer can comment @claude review to run a one-time review.

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@mergify mergify Bot added the bug Something isn't working label Jul 11, 2026
@jahnavi-yelamanchi

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Could a maintainer approve CI for this PR when you get a chance? The failing pre-run check is just the first-time-contributor gate (this is my first PR here), so the pre-commit job is being skipped rather than reporting an actual failure. I've run ruff check, ruff format --check, and git diff --check locally on the changed files and everything passes. Happy to address any feedback.

@mgoin @pavanimajety @WoosukKwon

@mgoin mgoin added the ready ONLY add when PR is ready to merge/full CI is needed label Jul 12, 2026 — with Claude
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mergify Bot commented Jul 12, 2026

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Hi @jahnavi-yelamanchi, the pre-commit checks have failed. Please run:

uv pip install pre-commit>=4.5.1
pre-commit install
pre-commit run --all-files

Then, commit the changes and push to your branch.

For future commits, pre-commit will run automatically on changed files before each commit.

claude and others added 2 commits July 12, 2026 11:57
…pk_ids

The moe_fused_mul_sum Triton kernel indexed expert_map with topk_ids
without guarding against -1 sentinels, which mark invalid token/expert
pairs under expert parallelism. Reading expert_map[-1] is an
out-of-bounds access, causing CUDA illegal memory access errors when
running MoE models with --enable-expert-parallel on the humming
backend.

Mask the expert_map load on id_val >= 0 so sentinel entries are
skipped, and add a regression test covering the expert_map path with
and without -1 sentinels.

Fixes vllm-project#47281

Signed-off-by: jahnavi-yelamanchi <jahnaviyelamanchi03@gmail.com>
Signed-off-by: Jahnavi Yelamanchi <jahnaviyelamanchi03@gmail.com>
Signed-off-by: jahnavi-yelamanchi <jahnaviyelamanchi03@gmail.com>
@jahnavi-yelamanchi jahnavi-yelamanchi force-pushed the fix-humming-moe-expert-map-oob branch from 6f05d0d to af2e0d0 Compare July 12, 2026 15:58
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