skills/aj-geddes/useful-ai-prompts/profiling-optimization

profiling-optimization

Installation
SKILL.md

Profiling & Optimization

Table of Contents

Overview

Profile code execution to identify performance bottlenecks and optimize critical paths using data-driven approaches.

When to Use

  • Performance optimization
  • Identifying CPU bottlenecks
  • Optimizing hot paths
  • Investigating slow requests
  • Reducing latency
  • Improving throughput

Quick Start

Minimal working example:

import { performance, PerformanceObserver } from "perf_hooks";

class Profiler {
  private marks = new Map<string, number>();

  mark(name: string): void {
    this.marks.set(name, performance.now());
  }

  measure(name: string, startMark: string): number {
    const start = this.marks.get(startMark);
    if (!start) throw new Error(`Mark ${startMark} not found`);

    const duration = performance.now() - start;
    console.log(`${name}: ${duration.toFixed(2)}ms`);

    return duration;
  }

  async profile<T>(name: string, fn: () => Promise<T>): Promise<T> {
    const start = performance.now();

    try {
      return await fn();
    } finally {
// ... (see reference guides for full implementation)

Reference Guides

Detailed implementations in the references/ directory:

Guide Contents
Node.js Profiling Node.js Profiling
Chrome DevTools CPU Profile Chrome DevTools CPU Profile
Python cProfile Python cProfile
Benchmarking Benchmarking
Database Query Profiling Database Query Profiling
Flame Graph Generation Flame Graph Generation

Best Practices

✅ DO

  • Profile before optimizing
  • Focus on hot paths
  • Measure impact of changes
  • Use production-like data
  • Consider memory vs speed tradeoffs
  • Document optimization rationale

❌ DON'T

  • Optimize without profiling
  • Ignore readability for minor gains
  • Skip benchmarking
  • Optimize cold paths
  • Make changes without measurement
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