Can this skill help identify memory leaks?

Yes, it includes specialized patterns for tracking memory allocation and using memory_profiler to pinpoint where leaks occur.

Which Python profilers does this skill support?

This skill provides guidance and patterns for cProfile, line_profiler, memory_profiler, and py-spy for production environments.

Does it include optimizations for numerical data?

Yes, it provides implementation patterns for NumPy to replace slow Python loops with high-performance vectorized operations.

How do I profile a running production process?

The skill includes instructions for using py-spy, which allows you to attach to and profile running Python processes without restarting them.

Python Performance Optimization

Name: Python Performance Optimization
Author: prof-ramos

byprof-ramos

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Analytics & Monitoring

Profiles and optimizes Python code for speed and memory efficiency using industry-standard tools and high-performance patterns.

This skill provides a comprehensive framework for identifying and resolving performance bottlenecks in Python applications. It equips Claude with the ability to conduct deep CPU and memory profiling, analyze execution metrics, and implement high-performance coding patterns such as list comprehensions, generator expressions, and specialized data structures. Whether debugging slow data processing pipelines or reducing the resource footprint of production services, this skill ensures your Python code is lean, fast, and scalable.

Key Features

01Advanced optimization via NumPy vectorization and LRU caching

02Implementation of high-performance algorithmic and implementation patterns

031 GitHub stars

04Comprehensive CPU profiling with cProfile and pstats integration

05Granular line-by-line performance and execution analysis

06Memory leak detection and footprint reduction strategies

Use Cases

01Optimizing CPU-intensive operations and mathematical calculations

02Reducing memory consumption in high-traffic web applications

03Identifying and fixing bottlenecks in data processing pipelines

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add prof-ramos/.codex python-performance-optimization

For use in Claude.ai and ChatGPT

Download Skill