[Bugfix] Prevent out-of-bounds access in FlashInfer SM90 sparse MLA mixed batches by chaunceyjiang · Pull Request #56969 · vllm-project/vllm

chaunceyjiang · 2026-09-15T07:39:15Z

PLEASE FILL IN THE PR DESCRIPTION HERE ENSURING ALL CHECKLIST ITEMS (AT THE BOTTOM) HAVE BEEN CONSIDERED.

Purpose

Prevent out-of-bounds access in FlashInfer SM90 sparse MLA mixed batches

Test Plan

On 4 * H20-3e

vllm serve /mnt/nvme/shared/models/ZhipuAI/GLM-5.3-Flash \
    --host 127.0.0.1 \
    --port 8000 \
    --tensor-parallel-size 4 \
    --load-format instanttensor \
    --max-model-len 8192 \
    --max-num-batched-tokens 8192 \
    --max-num-seqs 8 \
    --gpu-memory-utilization 0.85 \
    --enable-prefix-caching \
    --mamba-cache-mode align \
    --prefix-match-unit 32 \
    --additional-config '{"kda_prefill_backend":"flashkda"}' --enable-prompt-tokens-details --attention-backend FLASHINFER_MLA_SPARSE_SM90

Test Result

lm_eval run \                                                    130 ↵
  --model local-completions \
  --model_args model=/mnt/nvme/shared/models/ZhipuAI/GLM-5.3-Flash,base_url=http://127.0.0.1:8000/v1/completions,num_concurrent=64,tokenized_requests=False \
  --tasks gsm8k \
  --num_fewshot 5 \
  --batch_size 1 \
  --gen_kwargs temperature=0 \
  --output_path /home/chauncey/vllm/downloads/glm5.3_flash_profile/gsm8k_lm_eval \
  --log_samples \
  --seed 12345

before

(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055] WorkerProc hit an exception.
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055] Traceback (most recent call last):
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/vllm/v1/executor/multiproc_executor.py", line 1047, in _execute_worker_rpc
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     output = func(*args, **kwargs)
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]              ^^^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/vllm/v1/worker/worker_base.py", line 375, in execute_model
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     return self.worker.execute_model(scheduler_output)
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/.venv/lib/python3.12/site-packages/torch/utils/_contextlib.py", line 124, in decorate_context
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     return func(*args, **kwargs)
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]            ^^^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/vllm/v1/worker/gpu_worker.py", line 1210, in execute_model
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     output = self.model_runner.execute_model(
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/.venv/lib/python3.12/site-packages/torch/utils/_contextlib.py", line 124, in decorate_context
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     return func(*args, **kwargs)
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]            ^^^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/vllm/v1/worker/gpu/model_runner.py", line 1946, in execute_model
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     model_output = self.model(**model_inputs)
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]                    ^^^^^^^^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/.venv/lib/python3.12/site-packages/torch/nn/modules/module.py", line 1778, in _wrapped_call_impl
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     return self._call_impl(*args, **kwargs)
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/.venv/lib/python3.12/site-packages/torch/nn/modules/module.py", line 1789, in _call_impl
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     return forward_call(*args, **kwargs)
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/vllm/model_executor/models/glm4_1v.py", line 2354, in forward
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     hidden_states = self.language_model.model(
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]                     ^^^^^^^^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/.venv/lib/python3.12/site-packages/torch/nn/modules/module.py", line 1778, in _wrapped_call_impl
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     return self._call_impl(*args, **kwargs)
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/.venv/lib/python3.12/site-packages/torch/nn/modules/module.py", line 1789, in _call_impl
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     return forward_call(*args, **kwargs)
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/vllm/models/glm5next/nvidia/model.py", line 730, in forward
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     hidden_states, residual, post, comb = layer(
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]                                           ^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/.venv/lib/python3.12/site-packages/torch/nn/modules/module.py", line 1778, in _wrapped_call_impl
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     return self._call_impl(*args, **kwargs)
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/.venv/lib/python3.12/site-packages/torch/nn/modules/module.py", line 1789, in _call_impl
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     return forward_call(*args, **kwargs)
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/vllm/models/glm5next/nvidia/model.py", line 520, in forward
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     x = self.self_attn(
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]         ^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/.venv/lib/python3.12/site-packages/torch/nn/modules/module.py", line 1778, in _wrapped_call_impl
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     return self._call_impl(*args, **kwargs)
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/.venv/lib/python3.12/site-packages/torch/nn/modules/module.py", line 1789, in _call_impl
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     return forward_call(*args, **kwargs)
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/vllm/models/glm5next/nvidia/attention.py", line 590, in forward
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     return self.mla_attn(positions, hidden_states)
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/.venv/lib/python3.12/site-packages/torch/nn/modules/module.py", line 1778, in _wrapped_call_impl
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     return self._call_impl(*args, **kwargs)
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/.venv/lib/python3.12/site-packages/torch/nn/modules/module.py", line 1789, in _call_impl
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     return forward_call(*args, **kwargs)
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/vllm/model_executor/layers/mla.py", line 244, in forward
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     attn_out = self.mla_attn(
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]                ^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/.venv/lib/python3.12/site-packages/torch/nn/modules/module.py", line 1778, in _wrapped_call_impl
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     return self._call_impl(*args, **kwargs)
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/.venv/lib/python3.12/site-packages/torch/nn/modules/module.py", line 1789, in _call_impl
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     return forward_call(*args, **kwargs)
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/vllm/model_executor/layers/attention/mla_attention.py", line 864, in forward
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     torch.ops.vllm.unified_mla_attention_with_output(
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/.venv/lib/python3.12/site-packages/torch/_ops.py", line 1279, in __call__
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     return self._op(*args, **kwargs)
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]            ^^^^^^^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/vllm/compilation/breakable_cudagraph.py", line 104, in wrapper
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     return fn(*args, **kwargs)
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]            ^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/vllm/model_executor/layers/attention/kv_transfer_utils.py", line 40, in wrapper
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     return func(*args, **kwargs)
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]            ^^^^^^^^^^^^^^^^^^^^^
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/vllm/model_executor/layers/attention/mla_attention.py", line 1483, in unified_mla_attention_with_output
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     layer.forward_impl(
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/vllm/model_executor/layers/attention/mla_attention.py", line 1141, in forward_impl
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     self._v_up_proj(attn_out, out=mqa_output_slice)
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]   File "/home/chauncey/vllm/vllm/model_executor/layers/attention/mla_attention.py", line 1408, in _v_up_proj
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055]     torch.bmm(x, self.W_UV, out=out.transpose(0, 1))
(Worker_TP2 pid=1611164) ERROR 09-15 15:22:36 [multiproc_executor.py:1055] RuntimeError: CUDA error: CUBLAS_STATUS_EXECUTION_FAILED when calling `cublasGemmStridedBatchedEx(handle, opa, opb, (int)m, (int)n, (int)k, (void*)&falpha, a, CUDA_R_16BF, (int)lda, stridea, b, CUDA_R_16BF, (int)ldb, strideb, (void*)&fbeta, c, std::is_same_v<C_Dtype, float> ? CUDA_R_32F : CUDA_R_16BF, (int)ldc, stridec, (int)num_batches, compute_type, CUBLAS_GEMM_DEFAULT_TENSOR_OP)`

this pr

|Tasks|Version|     Filter     |n-shot|  Metric   |   |Value |   |Stderr|
|-----|------:|----------------|-----:|-----------|---|-----:|---|-----:|
|gsm8k|      3|flexible-extract|     5|exact_match|↑  |0.9249|±  |0.0073|
|     |       |strict-match    |     5|exact_match|↑  |0.9242|±  |0.0073|

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BEFORE SUBMITTING, PLEASE READ https://docs.vllm.ai/en/latest/contributing (anything written below this line will be removed by GitHub Actions)

…ixed batches Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>

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ZJY0516 · 2026-09-15T10:14:51Z

/ci run

github-actions · 2026-09-15T10:15:10Z

❌ This PR is 10 commits behind upstream main. Your branch must contain every commit currently on upstream main. No new CI build was started. Merge or rebase onto the latest main, then rerun /ci run. To test this branch at your own risk, use /ci run --allow-stale.

JaredforReal

reproduced the bug and verified the fix works
thanks~ @chaunceyjiang

chaunceyjiang · 2026-09-15T11:03:07Z

/ci run

github-actions · 2026-09-15T11:03:27Z

✅ Triggered Buildkite CI #89082 for commit 395970768366.

…and-workspace The Indexer moved from vllm/models/glm5next/nvidia/attention.py to vllm/models/glm5next/common/attention.py (vllm-project#55358); the prefill workspace division by index_kpool follows it. vllm-project#56969 changed the same SM90 builder and test file; both changes are kept. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Signed-off-by: Mikhail Kostryukov <mike@triptrack.net>

…ixed batches (vllm-project#56969) Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>

[Bugfix] Prevent out-of-bounds access in FlashInfer SM90 sparse MLA m…

294a5ba

…ixed batches Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>

chaunceyjiang requested a review from pavanimajety as a code owner September 15, 2026 07:39

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mergify Bot added nvidia bug Something isn't working labels Sep 15, 2026

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chaunceyjiang requested a review from ZJY0516 September 15, 2026 10:06

ZJY0516 approved these changes Sep 15, 2026

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ZJY0516 added the ready ONLY add when PR is ready to merge/full CI is needed label Sep 15, 2026

ZJY0516 enabled auto-merge (squash) September 15, 2026 10:14

JaredforReal approved these changes Sep 15, 2026

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Merge branch 'main' into glm_flashinfer_sm90

3959707

cjackal mentioned this pull request Sep 15, 2026

[Bugfix] GLM-5.3-Flash: fp8 plan dtype on SM90 sparse MLA, and right-size the indexer prefill workspace #55222

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ZJY0516 merged commit 836bb38 into vllm-project:main Sep 15, 2026
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github-project-automation Bot moved this from Ready to Done in NVIDIA Sep 15, 2026

chaunceyjiang deleted the glm_flashinfer_sm90 branch September 16, 2026 06:14

keneoneth pushed a commit to keneoneth/vllm that referenced this pull request Sep 16, 2026

[Bugfix] Prevent out-of-bounds access in FlashInfer SM90 sparse MLA m…

10af0f4

…ixed batches (vllm-project#56969) Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>

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[Bugfix] Prevent out-of-bounds access in FlashInfer SM90 sparse MLA mixed batches - #56969

[Bugfix] Prevent out-of-bounds access in FlashInfer SM90 sparse MLA mixed batches#56969
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chaunceyjiang commented Sep 15, 2026 •

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