AgentSkillsCN

python-performance-optimization

运用cProfile、内存分析工具，以及性能优化最佳实践，对Python代码进行性能剖析与优化。适用于调试运行缓慢的Python代码、优化性能瓶颈，或提升应用整体性能。

SKILL.md
--- frontmatter
name: python-performance-optimization
description: "Profile and optimize Python code using cProfile, memory profilers, and performance best practices. Use when debugging slow Python code, optimizing bottlenecks, or improving application performance."
risk: unknown
source: rootcastle-rei

Python Performance Optimization

Comprehensive guide to profiling, analyzing, and optimizing Python code for better performance, including CPU profiling, memory optimization, and implementation best practices.

Use this skill when

  • •Identifying performance bottlenecks in Python applications
  • •Reducing application latency and response times
  • •Optimizing CPU-intensive operations
  • •Reducing memory consumption and memory leaks
  • •Improving database query performance
  • •Optimizing I/O operations
  • •Speeding up data processing pipelines
  • •Implementing high-performance algorithms
  • •Profiling production applications

Do not use this skill when

  • •The task is unrelated to python performance optimization
  • •You need a different domain or tool outside this scope

Instructions

  • •Clarify goals, constraints, and required inputs.
  • •Apply relevant best practices and validate outcomes.
  • •Provide actionable steps and verification.
  • •If detailed examples are required, open resources/implementation-playbook.md.

Resources

  • •resources/implementation-playbook.md for detailed patterns and examples.

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