Performance Tuning

Optimize your ACGP implementation for latency and throughput.

Overview

ACGP adds governance overhead. This guide helps you optimize for your performance requirements.

Latency Optimization

Choose Appropriate ACL Tier

  • ACL-0: ~10ms typical, <50ms maximum overhead
  • ACL-1: ~20ms typical, <100ms maximum overhead
  • ACL-2: ~50ms typical, <150ms maximum overhead
  • ACL-3: ~100ms typical, <200ms maximum overhead
  • ACL-4: ~200ms typical, <350ms maximum overhead
  • ACL-5: ~500ms typical, <1000ms maximum overhead

Async Evaluation

# Non-blocking evaluation
result = await steward.evaluate_async(trace)

Batch Processing

# Evaluate multiple traces at once
results = steward.evaluate_batch([trace1, trace2, trace3])

Throughput Optimization

  • Use connection pooling
  • Implement caching where appropriate
  • Scale stewards horizontally
  • Optimize database queries

Monitoring

  • Track evaluation latency
  • Monitor resource usage
  • Set up alerting
  • Regular performance testing

Detailed content coming soon

Troubleshooting