perf
Performance profiling and optimization. Use for benchmarking code, analyzing performance, running Lighthouse audits, and finding hotspots.
What this skill does
# Performance Profiler
Profile, benchmark, and optimize code performance.
## Prerequisites
```bash
# Node.js for profiling
node --version
# Lighthouse for web perf
npm install -g lighthouse
# Gemini for analysis
pip install google-generativeai
export GEMINI_API_KEY=your_api_key
```
## Benchmarking
### Quick Benchmark
```bash
# Time a Node.js script
time node script.js
# With memory
/usr/bin/time -l node script.js # macOS
/usr/bin/time -v node script.js # Linux
```
### Node.js Performance Hooks
```javascript
// benchmark.js
const { performance, PerformanceObserver } = require('perf_hooks');
const obs = new PerformanceObserver((list) => {
console.log(list.getEntries()[0].duration);
});
obs.observe({ entryTypes: ['measure'] });
performance.mark('start');
// Code to benchmark
yourFunction();
performance.mark('end');
performance.measure('duration', 'start', 'end');
```
### Console Timing
```javascript
console.time('operation');
// Code to time
console.timeEnd('operation'); // Prints: operation: 123.456ms
```
## Node.js Profiling
### V8 Profiler
```bash
# Generate profile
node --prof script.js
# Process the log
node --prof-process isolate-*.log > profile.txt
```
### Inspect Mode
```bash
# Start with inspector
node --inspect script.js
# Break on start
node --inspect-brk script.js
# Open Chrome DevTools
open chrome://inspect
```
### Memory Profiling
```bash
# Heap snapshot
node --heapsnapshot-signal=SIGUSR2 script.js
# Then: kill -USR2 <pid>
# Expose GC for testing
node --expose-gc script.js
```
## Lighthouse Audits
### Basic Audit
```bash
# Full audit
lighthouse https://example.com
# Output to JSON
lighthouse https://example.com --output=json --output-path=report.json
# Output to HTML
lighthouse https://example.com --output=html --output-path=report.html
# Specific categories
lighthouse https://example.com --only-categories=performance
# Mobile vs Desktop
lighthouse https://example.com --preset=desktop
lighthouse https://example.com --preset=mobile # default
```
### Performance Only
```bash
lighthouse https://example.com \
--only-categories=performance \
--output=json \
--output-path=perf-report.json
```
### Chrome Flags
```bash
# Headless
lighthouse https://example.com --chrome-flags="--headless"
# Custom viewport
lighthouse https://example.com --chrome-flags="--window-size=1920,1080"
```
## AI Performance Analysis
### Analyze Code for Performance
```bash
CODE=$(cat slow-function.ts)
gemini -m pro -o text -e "" "Analyze this code for performance issues:
$CODE
Identify:
1. Time complexity issues
2. Memory leaks or bloat
3. Unnecessary operations
4. Opportunities for optimization
5. Caching opportunities
Provide specific recommendations with code examples."
```
### Analyze Profile Output
```bash
PROFILE=$(cat profile.txt)
gemini -m pro -o text -e "" "Analyze this Node.js profile:
$PROFILE
Identify:
1. Hot functions (most time spent)
2. Potential bottlenecks
3. Optimization opportunities
4. Priority of fixes"
```
## Finding Hotspots
### CPU Hotspots
```bash
# Record CPU profile
node --cpu-prof script.js
# Analyze generated .cpuprofile
# Open in Chrome DevTools or use:
npx speedscope *.cpuprofile
```
### Memory Hotspots
```bash
# Find large objects
node --heapsnapshot-signal=SIGUSR2 app.js
# Use clinic.js
npx clinic doctor -- node script.js
npx clinic flame -- node script.js
npx clinic bubbleprof -- node script.js
```
### Bundle Analysis
```bash
# Webpack
npx webpack-bundle-analyzer stats.json
# Vite
npx vite build --report
# Generic
du -sh dist/*
ls -lhS dist/*.js
```
## Common Patterns
### Anti-Patterns to Check
```bash
gemini -m pro -o text -e "" "Check this code for common performance anti-patterns:
$(cat src/*.ts)
Look for:
- Synchronous I/O in hot paths
- Repeated DOM queries
- Unnecessary re-renders
- N+1 query patterns
- Memory leaks in closures
- Blocking the event loop"
```
### Optimization Checklist
```bash
gemini -m pro -o text -e "" "Create a performance optimization checklist for:
Application type: [web app / API / CLI]
Stack: [your stack]
Current issues: [symptoms]
Include priority order and estimated impact."
```
## Comparison Benchmarks
### Before/After
```bash
#!/bin/bash
# benchmark-compare.sh
echo "=== Before optimization ==="
git checkout main
npm install
time npm run benchmark
echo "=== After optimization ==="
git checkout optimization-branch
npm install
time npm run benchmark
```
### A/B Script
```bash
#!/bin/bash
# Run same benchmark multiple times
for i in {1..10}; do
echo "Run $i:"
node benchmark.js
done | tee results.txt
# Calculate average
grep "time:" results.txt | awk '{sum+=$2; n++} END {print "Average:", sum/n}'
```
## Best Practices
1. **Measure first** - Don't optimize without data
2. **Profile production** - Dev performance differs
3. **Automate benchmarks** - Track over time
4. **Focus on hot paths** - 80/20 rule
5. **Test on target devices** - Especially mobile
6. **Monitor after deploy** - Verify improvements
7. **Document baselines** - Know what "good" looks like
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