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InsightHub

A FastAPI-based backend application with integrated Prometheus and Grafana for monitoring and visualization.

🏗️ Architecture

  • FastAPI: Modern Python web framework for building APIs
  • PostgreSQL: Database for application data
  • Redis: Message queue for ML workers
  • MinIO: S3-compatible object storage
  • ML Workers: PyTorch and ONNX inference runners
  • Prometheus: Metrics collection and time-series database
  • Grafana: Metrics visualization and dashboards
  • Docker: Containerized development environment

🚀 Quick Start

# Start all services
make up

# Stop services
make down

# View logs
make logs

📊 Monitoring Stack

Prometheus

  • Collects metrics from your API at /metrics endpoint
  • Accessible at http://localhost:9090
  • Stores time-series data for queries

Grafana

  • Pre-configured dashboard for API metrics
  • Accessible at http://localhost:3000 (login: admin/admin)
  • Visualizes:
    • Request rate
    • Request duration (latency)
    • Total requests
    • Status code distribution

Available Metrics

  • http_requests_total - Total number of HTTP requests
  • http_request_duration_seconds - HTTP request latency histogram

📚 Documentation