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| # Deployment Guide | |
| ## Production Checklist | |
| - [ ] All environment variables configured | |
| - [ ] Database migrations run | |
| - [ ] Redis cache configured | |
| - [ ] API keys secured (use secrets management) | |
| - [ ] CORS configured properly | |
| - [ ] Rate limiting enabled | |
| - [ ] Logging configured | |
| - [ ] SSL/TLS certificates installed | |
| - [ ] Health checks passing | |
| - [ ] Load testing completed | |
| ## Deployment Options | |
| ## 1. Docker Compose (Recommended for Small Deployments) | |
| ```bash | |
| # Build and start all services | |
| docker-compose up -d | |
| # View logs | |
| docker-compose logs -f | |
| # Stop services | |
| docker-compose down | |
| ``` | |
| ## 2. Kubernetes | |
| ### Prerequisites | |
| - Kubernetes cluster (1.24+) | |
| - kubectl configured | |
| - Container registry access | |
| ### Deploy | |
| ```bash | |
| # Create namespace | |
| kubectl create namespace multi-agent | |
| # Create secrets for API keys | |
| kubectl create secret generic api-keys \ | |
| --from-literal=openai-api-key=sk-... \ | |
| --from-literal=database-url=postgresql://... \ | |
| -n multi-agent | |
| # Apply deployment | |
| kubectl apply -f k8s/ -n multi-agent | |
| # Check status | |
| kubectl get pods -n multi-agent | |
| kubectl logs -f deployment/backend -n multi-agent | |
| ``` | |
| ## 3. Cloud Platforms | |
| ### AWS (ECS/Fargate) | |
| 1. Push image to ECR | |
| 2. Create ECS task definition | |
| 3. Create ECS service | |
| 4. Configure RDS for database | |
| 5. Configure ElastiCache for Redis | |
| ### Google Cloud (Cloud Run) | |
| ```bash | |
| # Build and push | |
| gcloud builds submit --tag gcr.io/PROJECT/multi-agent | |
| # Deploy | |
| gcloud run deploy multi-agent \ | |
| --image gcr.io/PROJECT/multi-agent \ | |
| --platform managed \ | |
| --region us-central1 | |
| ``` | |
| ### Azure (App Service) | |
| ```bash | |
| # Create resource group | |
| az group create -n multi-agent-rg -l eastus | |
| # Create app service plan | |
| az appservice plan create -n multi-agent-plan \ | |
| -g multi-agent-rg --sku B2 --is-linux | |
| # Deploy container | |
| az webapp create -n multi-agent -g multi-agent-rg \ | |
| -p multi-agent-plan --deployment-container-image-name-user-provided | |
| ``` | |
| ### Heroku | |
| ```bash | |
| # Login | |
| heroku login | |
| # Create app | |
| heroku create multi-agent | |
| # Set environment variables | |
| heroku config:set OPENAI_API_KEY=sk-... | |
| heroku config:set DATABASE_URL=postgresql://... | |
| # Deploy | |
| git push heroku main | |
| # View logs | |
| heroku logs --tail | |
| ``` | |
| ## Environment Variables | |
| For production, secure these variables: | |
| ```bash | |
| # Critical | |
| OPENAI_API_KEY=sk-your-production-key | |
| DATABASE_URL=postgresql://user:pass@host/db | |
| REDIS_URL=redis://host:6379/0 | |
| # Security | |
| ENVIRONMENT=production | |
| CORS_ORIGINS=https://yourdomain.com | |
| API_KEY_SECRET=your-secret-key | |
| # Logging | |
| LOG_LEVEL=INFO | |
| SENTRY_DSN=https://... # Optional: error tracking | |
| # Performance | |
| WORKER_PROCESSES=4 | |
| MAX_CONNECTIONS=100 | |
| ``` | |
| ## Database Migrations | |
| ```bash | |
| # Using Alembic (if configured) | |
| alembic upgrade head | |
| # Or with SQLAlchemy directly | |
| python -c "from backend.core.config import init_db; init_db()" | |
| ``` | |
| ## Monitoring & Logging | |
| ### Application Logs | |
| Use structured logging to centralize logs: | |
| ```bash | |
| # Docker | |
| docker-compose logs -f backend | |
| # Kubernetes | |
| kubectl logs -f deployment/backend | |
| # Cloud services | |
| # Check respective platform dashboards | |
| ``` | |
| ### Metrics to Monitor | |
| - Response time (p50, p95, p99) | |
| - Error rate | |
| - Task completion rate | |
| - API usage (requests/minute) | |
| - Memory/CPU usage | |
| - Database connection pool health | |
| - Queue depth (if using task queue) | |
| ### Recommended Tools | |
| - **Monitoring**: Prometheus + Grafana | |
| - **Logging**: ELK Stack, Datadog, or cloud provider | |
| - **Error Tracking**: Sentry | |
| - **APM**: New Relic, DataDog | |
| ## Scaling | |
| ### Horizontal Scaling | |
| ```bash | |
| # Docker Compose | |
| docker-compose up -d --scale backend=3 | |
| # Kubernetes | |
| kubectl scale deployment backend --replicas=3 | |
| ``` | |
| ### Performance Optimization | |
| 1. **Cache frequently accessed data** | |
| ```python | |
| # In backend code | |
| @cache.cached(timeout=300) | |
| def expensive_operation(): | |
| pass | |
| ``` | |
| 2. **Use connection pooling** | |
| - Redis already handles this | |
| - Database: SQLAlchemy creates connection pool automatically | |
| 3. **Optimize database queries** | |
| - Add indexes to frequently queried columns | |
| - Use query profiling tools | |
| ## Security | |
| ### API Security | |
| 1. **Enable HTTPS/TLS** (required for production) | |
| 2. **Add API authentication** | |
| ```python | |
| from fastapi import Security, HTTPBearer | |
| security = HTTPBearer() | |
| ``` | |
| 3. **Implement rate limiting** | |
| ```python | |
| from slowapi import Limiter | |
| limiter = Limiter(key_func=get_remote_address) | |
| ``` | |
| 4. **Add CORS restrictions** | |
| ```python | |
| CORSMiddleware( | |
| allow_origins=["https://yourdomain.com"], | |
| allow_credentials=True, | |
| ) | |
| ``` | |
| ### Data Security | |
| - Encrypt sensitive data at rest | |
| - Use environment variables for secrets (never commit .env) | |
| - Regular security audits | |
| - Keep dependencies updated | |
| ## Backup & Recovery | |
| ```bash | |
| # Backup PostgreSQL | |
| pg_dump multi_agent > backup.sql | |
| # Restore | |
| psql multi_agent < backup.sql | |
| # Backup Redis | |
| redis-cli BGSAVE | |
| # RDB file: /var/lib/redis/dump.rdb | |
| # Docker volume backup | |
| docker-compose exec postgres pg_dump multi_agent > backup.sql | |
| ``` | |
| ## Troubleshooting | |
| ### Service Won't Start | |
| ```bash | |
| # Check logs | |
| docker-compose logs backend | |
| # Verify environment | |
| docker-compose config | |
| # Reset containers | |
| docker-compose down -v | |
| docker-compose up --build | |
| ``` | |
| ### High Memory Usage | |
| - Check for memory leaks in agent code | |
| - Reduce worker processes | |
| - Increase available memory | |
| - Monitor with: `docker stats` | |
| ### Slow Queries | |
| ```bash | |
| # Enable query logging | |
| # In .env: SQLALCHEMY_ECHO=true | |
| # Analyze slow queries | |
| # Enable PostgreSQL slow query log | |
| ``` | |
| ## Rollback Procedure | |
| ```bash | |
| # Docker | |
| docker-compose down | |
| docker-compose pull # Get previous version | |
| docker-compose up | |
| # Kubernetes | |
| kubectl rollout history deployment/backend | |
| kubectl rollout undo deployment/backend --to-revision=1 | |
| # Heroku | |
| heroku releases | |
| heroku rollback v123 | |
| ``` | |
| ## Support & Documentation | |
| - GitHub Issues: Report bugs | |
| - Documentation: `./docs/` | |
| - API Docs: http://yourapp.com/docs | |