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llm-torch-profiler-analysis

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Unified LLM torch-profiler triage results.

Software Engineering#analysis#llm#triage#overlap#fusion#torch-profiler#kernel-table
AuthorBBuf
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill provides a standardized triage view for LLM torch-profiler traces across multiple backends, producing three tables that help identify kernel bottlenecks, potential overlaps, and fusion opportunities.

Core Features & Use Cases

  • Unified three-table triage for kernel timing, overlap opportunities, and fuse-pattern discovery from a single trace or live profiling session.
  • Supports single-trace analysis from trace.json(trace.gz) files or trace directories, and two-trace analysis using mapping and formal traces captured from running servers.
  • Generates actionable guidance for performance optimization and architecture decisions.

Quick Start

Run the triage against a local trace or start a live profiling session against a running server and read the three output tables.

Dependency Matrix

Required Modules

None required

Components

scriptsreferences

💻 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: llm-torch-profiler-analysis
Download link: https://github.com/BBuf/AI-Infra-Auto-Driven-SKILLS/archive/main.zip#llm-torch-profiler-analysis

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