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Check FP4 kernel availability before selecting FlashInfer CUTLASS MoE. Fixes vllm-project#48541 Co-authored-by: Devin AI <noreply@devin.ai> Signed-off-by: Sidharth Rajmohan <dumko.raj@gmail.com> Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
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Signed-off-by: Sidharth Rajmohan <dumko.raj@gmail.com> Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com> Signed-off-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Signed-off-by: Sidharth Rajmohan <dumko.raj@gmail.com> Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com> Signed-off-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
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Closing after re-auditing this against the producer rather than maintaining a vLLM-side package/toolchain heuristic. The current branch is incorrect because flashinfer-cubin does not provide the CUTLASS fused_moe JIT module, so its early return still accepts the reported broken installation. More importantly, FlashInfer merged flashinfer-ai/flashinfer#3738, which removes the CUDA 12.8 dependency for the Hopper MXFP4 path by using CUTLASS subbyte FP4 types. That is the durable fix for the H100 report; vLLM should consume it through a future FlashInfer pin instead of probing private JIT-cache/package details. flashinfer-ai/flashinfer#3951 can remain open for a public capability API and clearer diagnostics. #48541 should remain open until vLLM pins a release containing #3738 and validates the original repro. |
Purpose
FlashInfer CUTLASS MoE selection accepted FP4 schemes when the installed build
had no FP4 support. On the reported H100 setup,
nvccwas absent and noflashinfer_jit_cachepackage was installed. The selector could then spendminutes compiling before failing. Check FP4 capability before accepting the
FP4 schemes.
Fixes #48541
Related work: I searched open and closed PR references for #48541 and found no
overlapping PR. AI assistance was used; I reviewed the changed code and the
GPU results.
Test Plan
The GPU validation ran on an H100 SXM with CUDA 13.0 and no
nvcc. Thevalidation checked the stock wheel, then overlaid:
Added CPU unit tests for precompiled cubins, missing
nvcc, and supported orolder
nvccversions.Test Result
Unpatched H100 result:
This reproduced the bad selection for
_supports_quant_scheme(kMxfp4Static, None). Patched result:The direct NVFP4 predicate stayed false in both variants because that branch
requires compute capability 100. No long JIT failure was started.
Essential Elements of an Effective PR Description Checklist
supported_models.mdandexamplesfor a new model.