optimizing-python-performance
CommunityBoost Python speed and memory efficiency.
AuthorVoldemortGin
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill addresses slow Python code and excessive memory usage by providing tools and techniques for profiling, memory analysis, and benchmarking.
Core Features & Use Cases
- Profiling: Identify performance bottlenecks using tools like PyInstrument and cProfile.
- Memory Analysis: Detect memory leaks with memray and tracemalloc.
- Benchmarking: Set up performance regression tests with pytest-benchmark.
- Optimization Strategies: Apply common Python optimizations for data structures and algorithms.
- Use Case: You have a Python script that is taking too long to run or consuming too much RAM. This Skill helps you pinpoint the exact lines of code causing the issue and suggests ways to fix them.
Quick Start
Use pyinstrument to profile the execution of your python script.
Dependency Matrix
Required Modules
pyinstrumentmemraypytest-benchmark
Components
references
💻 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: optimizing-python-performance Download link: https://github.com/VoldemortGin/claude-skills/archive/main.zip#optimizing-python-performance Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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