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[Fix] Add guardrails and prefill workspace limits for FlashMLA (#50660) - #50668

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[Fix] Add guardrails and prefill workspace limits for FlashMLA (#50660)#50668
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Description

Fixes CUDA runtime assertion errors in FlashMLA sparse prefill kernel (phase1.cuh) when serving DeepSeek models with large context lengths, FP8 KV cache, and speculative decoding.

Changes Included

  1. Entrypoints Validation (vllm/entrypoints/openai/cli_args.py):

    • Added early validation in validate_parsed_serve_args() to reject invalid --kv-cache-dtype fp8 + --block-size > 128 arguments before execution.
    • Added a warning for context lengths >128k combined with speculative decoding.
  2. Backend Guardrails (vllm/v1/attention/backends/mla/flashmla_sparse.py):

    • Bound prefill workspace chunk sizes (MAX_PREFILL_CHUNK_TOKENS = 131072) inside get_prefill_workspace_size() and split_prefill_chunks().
    • Prevents sequence chunking from overflowing SM90 CUDA grid boundaries.

Fixes #50660

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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 frontend label Aug 1, 2026
@Aswinesag

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Hi team! As a first-time contributor, the pre-run-check job skipped because I lack the necessary PR count. Could a maintainer please add the ready or verified label to run the checks? Thanks!

Leoyzen added a commit to Leoyzen/vllm that referenced this pull request Aug 14, 2026
…ap long lines

- mla_attention.py: add get_current_vllm_config_or_none, cp_lse_ag_out_rs,
  dcp_a2a_lse_reduce imports for _dcp_merge_and_v_up_proj (vllm-project#48196); drop
  unused finalize_mla_pcp_decode import
- test_mtp.py: add missing torch import for prefix-cache test (vllm-project#50897)
- cli_args.py: wrap >88-col lines (vllm-project#50668)
- flashmla_sparse.py: wrap long comment (vllm-project#49357)
- flashinfer_mla_sparse.py: drop unused np_to_pinned_tensor import (vllm-project#48196)
- kv_cache_coordinator.py: fix factory-function param indentation (vllm-project#50897)

Co-authored-by: Sisyphus <sisyphus@openci.dev>
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mergify Bot commented Aug 25, 2026

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

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

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[Bug]: deepseek-v4-flash-0731 can not be Stablize running

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