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[GLUON] Moe a8w4 optimizations#3317

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lburzawa wants to merge 7 commits into
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moe_a8w4_decode_perf
Open

[GLUON] Moe a8w4 optimizations#3317
lburzawa wants to merge 7 commits into
mainfrom
moe_a8w4_decode_perf

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@lburzawa
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@lburzawa lburzawa commented May 23, 2026

Motivation

Moe a8w4 optimizations with focus on decode performance.

Technical Details

  • Simplify prologue in cases without pid swizzling.
  • Use all wmma waves along N dimension in decode.
  • Start loading bias early during epilogue.
  • Use TDM store.

Test Plan

Correctness tests and performance on AM.

Test Result

Correctness tests pass and each optimization achieved incremental performance gain on AM.

Submission Checklist

@lburzawa lburzawa requested a review from a team May 23, 2026 06:00
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🏷️ CI Guide

Runs automatically on every PR:

  • ✅ Pre-checks (submodule verification, code formatting)
  • ✅ Aiter op tests (gfx942 + gfx950)
  • ✅ Triton tests on MI35X (only when aiter/ops/triton/** or related paths are changed)

Extended tests (opt-in via labels):

Label Tests
ci:triton-300x Run an additional Triton test job on MI300X in PRs; main branch always runs both MI35X and MI300X
ci:sglang SGLang integration tests: DeepSeek-R1-MXFP4 accuracy, Qwen 3.5 accuracy
ci:atom ATOM benchmark: DeepSeek-R1-0528, GPT-OSS-120B
ci:atom_full ATOM accuracy suite for PR and main models from ATOM models_accuracy.json
ci:vllm vLLM benchmark: GPT-OSS-120B, DeepSeek-R1-0528, Kimi-K2.5
ci:all All standard extended tests (excludes ci:atom_full)

Only add ci:atom_full for FlyDSL or Triton upgrades.
Add labels via the sidebar or gh pr edit 3317 --add-label <label>

@lburzawa lburzawa changed the title Moe a4w8 optimizations [GLUON] Moe a8w4 optimizations May 23, 2026
@lburzawa lburzawa requested review from azaidy and vgokhale May 23, 2026 07:12
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