triton-ascend-optimization

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Triton Ascend 性能优化的通用策略

Authorxchang1121
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This guide helps developers optimize Triton-based kernels for Ascend hardware by selecting appropriate BLOCK_SIZE, grid configurations, data alignment, and autotune strategies to maximize throughput and efficiency.

Core Features & Use Cases

  • Optimal BLOCK_SIZE selection for elementwise operations and memory-bound kernels.
  • Grid configuration guidance for 1D/2D/3D layouts across matmul, conv, and reductions, tuned to VEC/CUBE cores.
  • Autotune patterns and memory alignment recommendations to improve bandwidth and numerical stability, with practical deployment on Atlas A2/A3 devices.

Quick Start

Apply the recommended BLOCK_SIZE and grid settings to initialize and optimize Triton Ascend kernels on Atlas hardware.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

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Name: triton-ascend-optimization
Download link: https://github.com/xchang1121/AutoResearch-CC-hook/archive/main.zip#triton-ascend-optimization

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