triton-ascend-case-reduction-prod-small

Community

Speed up small-scale reduce on Triton-Ascend.

Authorxchang1121
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This skill addresses the challenge of performing a product-like reduction along the first axis in Triton when a native prod operation is unavailable. It demonstrates how a custom multiply kernel combined with tl.reduce can emulate prod behavior for small-scale data.

Core Features & Use Cases

  • Implement a custom multiply kernel to enable prod-like reduction in Triton.
  • Use tl.reduce with a tailored reduction strategy to achieve efficient performance for small shapes.
  • Provide autotune configurations to find optimal grid settings on Atlas A2/A3 hardware.

Quick Start

Configure and run a Triton-Ascend small-scale reduce optimization experiment using the custom mul kernel and tl.reduce.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: triton-ascend-case-reduction-prod-small
Download link: https://github.com/xchang1121/AutoResearch-CC-hook/archive/main.zip#triton-ascend-case-reduction-prod-small

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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