kernel-perf-analysis
CommunityAutomate AMD GPU kernel performance analysis.
Authorleonling-ll
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Identify performance bottlenecks in AMD GPU kernels by collecting timing data, hardware counters, ATT traces, and memory-hierarchy profiles across modes, enabling targeted optimizations.
Core Features & Use Cases
- Multi-mode profiling (kernel-trace, counters, ATT, memory analysis) for AMD GPUs.
- Provides MFMA efficiency, HBM/L1/L2 bandwidth insights, and LDS conflict detection.
- Use cases: optimize GEMM kernels on CDNA3/4 and general Python kernels; produce actionable recommendations and regression-friendly reports.
Quick Start
Invoke /kernel-perf-analysis with your Python kernel to collect timing, counters, ATT traces, and memory-hierarchy data and generate a comparative performance report.
Dependency Matrix
Required Modules
None requiredComponents
scriptsreferences
💻 Claude Code Installation
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Please help me install this Skill: Name: kernel-perf-analysis Download link: https://github.com/leonling-ll/claude-skills/archive/main.zip#kernel-perf-analysis Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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