latency-optimizer

Community

Optimize Triton ops for Ascend NPU performance.

AuthorJust-it
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Efficiently identify and apply performance optimizations to Triton kernels for Ascend NPU, ensuring correctness and preserved accuracy.

Core Features & Use Cases

  • Analyze input Triton code patterns (constexpr parameters, vectorization, load-order, vector comparisons) and generate optimized kernels for Ascend NPU.
  • Validate functional and numerical equivalence between original and optimized code, providing comparison reports and notes.
  • Use cases include optimizing single kernels, benchmarking before/after performance, and applying targeted optimizations guided by referenced docs.

Quick Start

Provide the Triton kernel file path to latency-optimizer to receive an optimized kernel and validation notes.

Dependency Matrix

Required Modules

None required

Components

references

💻 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: latency-optimizer
Download link: https://github.com/Just-it/AscendOpGenAgent/archive/main.zip#latency-optimizer

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