feat(triton): add gemm operator#734
Draft
fuyou4546 wants to merge 1 commit into
Draft
Conversation
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Summary
Gemmoperator on Triton backend (src/triton/ops/gemm/build.py,gemm.py,gemm.h)Motivation
Add a batched GEMM operator on the Triton backend, supporting fp16, bf16, and fp32 with alpha/beta scaling and optional transposition. The kernel uses a 2D tiled grid with
GROUP_SIZE_Mswizzle for L2 cache locality.Closes N/A
Type of Change
feat— new feature / new operator / new platformfix— bug fixperf— performance improvement (no behavioral change)refactor— code restructuring without behavior changetest— adding or fixing tests onlydocs— documentation onlybuild/ci— build system or CI configurationchore— tooling, formatting, or other non-code changes!in the Conventional Commits prefix or aBREAKING CHANGE:footer)Platforms Affected
WITH_CPU)WITH_NVIDIA)WITH_ILUVATAR)WITH_METAX)WITH_CAMBRICON)WITH_MOORE)WITH_ASCEND)WITH_TORCH)Smoke Test Result
Test Results on Supported Platforms
Full `pytest` output (optional)
Benchmark / Performance Impact
N/A
Notes for Reviewers
Depends on the AOT infrastructure in feat/triton-backend.