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[TRITON] Add gluon support for MXFP4 quant kernel in gfx950 and gfx1250#4383

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quant_mxfp4_gfx950_1250
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[TRITON] Add gluon support for MXFP4 quant kernel in gfx950 and gfx1250#4383
NimitPtl wants to merge 9 commits into
mainfrom
quant_mxfp4_gfx950_1250

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@NimitPtl

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Motivation
Using gluon instead of triton for performance improvement

Technical Details
Gluon kernel, with sizes derived from the TTGIR of Triton kernel.

Test Plan
Test suite as well as benchmark script for testing accuracy and speed of quant kernel.

Test Result
Marginal improvement for gfx950 and around 50% improvement with usage of LDS in gfx1250

M             N                     (Bandwidth (GB/s))

Gluon 4096.0 8192.0 0.001115
Triton 4096.0 8192.0 0.002147

Submission Checklist

@NimitPtl
NimitPtl requested a review from a team July 24, 2026 20:44
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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 4383 --add-label <label>

@NimitPtl

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#4193 is the parent PR.
Creating a new one to rebase the code off of correct branch.

@NimitPtl NimitPtl self-assigned this Jul 24, 2026
@NimitPtl
NimitPtl marked this pull request as draft July 24, 2026 22:27
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