[Bugfix] Pad misaligned MXFP4 MoE shards for Marlin#48696
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Pad misaligned rank-local expert dimensions before Marlin repacking. Fixes vllm-project#47769 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>
Purpose
Marlin repacking fails when an expert-parallel MXFP4 shard has a local
intermediate size that is not aligned to Marlin's 64-element tile. Pad the
gate/up weights and scales, plus the packed down weights and scales, before
repacking. The padded values use zero scales and do not change the logical
expert output.
Fixes #47769
Related work: I searched open and closed PR references for #47769 and found no
overlapping PR. AI assistance was used; I reviewed the changed code and the
GPU evidence.
Test Plan
On H100, the GPU script ran with
e=2,n=130, andk=256, first with thestock wheel and then after overlaying:
Added CPU shape coverage for the misaligned shard. A follow-up commit also
corrected padding for the packed down-weight and scale layouts.
Test Result
The unpatched run reproduced:
The patched run succeeded and printed the Marlin tile-padding warning. It
returned:
The GPU script now asserts these post-repack shapes. A fused-MoE numerical
comparison against a dequantized reference remains future work.
Essential Elements of an Effective PR Description Checklist
supported_models.mdandexamplesfor a new model.