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[Bugfix][ROCm] Route non-divisor small-head MLA decode to Gluon on gfx950 - #51403

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zvigrinberg:fix/aiter-mla-nondivisor-gluon-decode
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zvigrinberg wants to merge 3 commits into
vllm-project:mainfrom
zvigrinberg:fix/aiter-mla-nondivisor-gluon-decode

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Fixes #51232.

Kimi-K3 has 96 MLA query heads; at TP8 each rank gets 12 local heads.
12 is not a divisor of 16, so use_gluon_decode returned False in
"auto" mode, routing single-token decode to the padded ASM persistent
path. That path pads 12 heads to 16 and asks AITER for a {bf16, fp8, gqa=16, qseqlen=1} kernel, which does not exist on gfx950 — every
rank crashes with cannot get heuristic kernel before the server
starts.

The Gluon MLA decode kernel handles any head count natively (no
padding), so the fix is to prefer Gluon for ALL small-head counts on
gfx950 in "auto" mode, not just divisors of 16. On gfx942 (no Gluon
build) the ASM path is still used for all counts — no behavior change.

VLLM_ROCM_AITER_MLA_ASM_PADDING=asm still forces the padded ASM
path if needed.

Changes

  • rocm_aiter_mla.py: remove the m % num_heads == 0 gate from the
    "auto" return in use_gluon_decode
  • test_rocm_aiter_mla_head_padding.py: update 3 assertions so
    non-divisor counts (12, 6) assert is on_gfx950 instead of not

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@mergify mergify Bot added rocm Related to AMD ROCm bug Something isn't working labels Aug 7, 2026
@github-project-automation github-project-automation Bot moved this to Todo in AMD Aug 7, 2026
@zvigrinberg
zvigrinberg force-pushed the fix/aiter-mla-nondivisor-gluon-decode branch from 88b80f2 to 85c0e03 Compare August 8, 2026 15:39
@mergify

mergify Bot commented Aug 10, 2026

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

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

@mergify mergify Bot added the needs-rebase label Aug 10, 2026
@zvigrinberg
zvigrinberg force-pushed the fix/aiter-mla-nondivisor-gluon-decode branch from 85c0e03 to b02fc6f Compare August 13, 2026 07:08
…x950

Fixes vllm-project#51232.

Kimi-K3 at TP8 gives 12 local heads per rank. 12 is not a divisor of
16, so use_gluon_decode returned False in "auto" mode, routing
single-token decode to the padded ASM persistent path. That path pads
to 16 heads and asks AITER for a {bf16, fp8, gqa=16, qseqlen=1} kernel
which does not exist on gfx950 — every rank crashes with
"cannot get heuristic kernel" before the server starts.

Prefer Gluon for ALL small-head counts on gfx950 in "auto" mode, not
just divisors of 16. Gluon handles any head count natively without
padding. On gfx942 (no Gluon build) the ASM path is still used — no
behavior change.

Signed-off-by: Zvi Grinberg <zgrinber@redhat.com>
@zvigrinberg
zvigrinberg force-pushed the fix/aiter-mla-nondivisor-gluon-decode branch from b02fc6f to 2afb7c3 Compare August 13, 2026 07:44
@mergify mergify Bot removed the needs-rebase label Aug 13, 2026
@mergify

mergify Bot commented Aug 19, 2026

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

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

@mergify mergify Bot added the needs-rebase label Aug 19, 2026
@njhill njhill added the mrv1-only Issues/PRs which apply only to Model Runner V1 (not applicable to Model Runner V2) label Aug 28, 2026
@zvigrinberg zvigrinberg closed this Nov 3, 2026
@github-project-automation github-project-automation Bot moved this from Todo to Done in AMD Nov 3, 2026
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bug Something isn't working mrv1-only Issues/PRs which apply only to Model Runner V1 (not applicable to Model Runner V2) needs-rebase rocm Related to AMD ROCm

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[Rocm] Fix AITER_MLA issues for the kimik3-dspark model with Agentic workload

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