triton-ascend-case-reduction-amax-small

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Tiny-data amax: single-core optimization

Authorxchang1121
Version1.0.0
Installs0

System Documentation

What problem does it solve?

极小规模的 amax 归约任务通常由并行化带来的调度开销主导性能,通过优先使用单核执行来获得更低的延迟。

Core Features & Use Cases

  • 针对非常小的数据尺寸(如 16x16)时,单核处理可显著优于多核并行。
  • 通过 Triton 配置 BLOCK_SIZE_M / BLOCK_SIZE_N 调整,以在 tiny workloads 上实现低延迟。
  • 典型用例包括对微小规模的归约运算的性能对比、以及需要低启动开销的场景。

Quick Start

Configure Triton to use a 16x16 block size for tiny inputs and observe single-core performance superiority.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

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

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