---
id: pr-quack-119
repo: Dao-AILab/quack
pr: 119
title: ruff benchmarks/
author: alecco
date: '2026-04-24'
url: https://github.com/Dao-AILab/quack/pull/119
source_category: upstream-code
architectures:
- sm100
tags:
- quack
techniques: []
hardware_features: []
kernel_types: []
languages: []
captured_at: '2026-05-16'
status: merged
merge_sha: c144fe355d3e56af109335e7bc5bd9aadff4905b
inclusion_reason: Search-matched CUDA kernel optimization PR; materialize diff/source before synthesis.
changed_paths:
- .pre-commit-config.yaml
- AGENTS.md
- benchmarks/benchmark_cross_entropy.py
- benchmarks/benchmark_gemm.py
- benchmarks/benchmark_layernorm.py
- benchmarks/benchmark_rmsnorm.py
- benchmarks/benchmark_softmax.py
- benchmarks/benchmark_topk.py
artifact_dir: evidence/pull-bundles/quack/gh-119
head_ref_oid: be013640b521632d0a555e5f90f5cf1b2a0211e9
---
# ruff benchmarks/

- Repository: `Dao-AILab/quack`
- PR: [119](https://github.com/Dao-AILab/quack/pull/119)
- Decision: `Search-matched CUDA kernel optimization PR; materialize diff/source before synthesis.`
- Reason: Search-matched CUDA kernel optimization PR; materialize diff/source before synthesis.

## Changed Paths

- `.pre-commit-config.yaml`
- `AGENTS.md`
- `benchmarks/benchmark_cross_entropy.py`
- `benchmarks/benchmark_gemm.py`
- `benchmarks/benchmark_layernorm.py`
- `benchmarks/benchmark_rmsnorm.py`
- `benchmarks/benchmark_softmax.py`
- `benchmarks/benchmark_topk.py`

## Evidence Bundle

`evidence/pull-bundles/quack/gh-119`
