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Compare faces against database with similarity scoring\n* **User Management** with PostgreSQL + SQLAlchemy ORM\n* **Vector Search** using Qdrant\n* **Model \u0026 Image Storage** in MinIO\n* **Database Versioning** with Alembic\n* **Testing** with Pytest\n* **Structured Logging** with custom logger\n* **Service Orchestration** using Docker \u0026 Docker Compose\n* **API Key Authentication** to secure access to the API\n\n---\n\n## ⚙️ Technology Stack\n\n* **FastAPI** – Web framework for APIs, request handling, and docs\n* **ONNX Runtime** and **NVIDIA Triton** – Runtimes for SCRFD (face detection) and ArcFace (embedding) models\n* **PostgreSQL** – Stores user profiles and metadata\n* **SQLAlchemy** – ORM for database modeling and queries\n* **Alembic** – Handles schema migrations and versioning\n* **Pytest** – Test suite for validation and reliability\n* **MinIO** – Stores face images and model files (S3 compatible)\n* **Qdrant** – Vector database for face embedding similarity search\n* **Custom Logger** – Structured logs with performance metrics\n* **GitHub Actions** – Runs linting, tests, and builds on push/PR; automates tagging, publishing Docker images to GitHub Container Registry (GHCR), generating release notes, and version bumping\n* **Docker \u0026 Docker Compose** – Containerized setup for dev/test environments\n\n---\n\n## 🚀 Quick Start\n\n1. **Clone and setup**:\n\n   ```bash\n   git clone \u003crepository-url\u003e\n   cd face_register\n   cp .env.example .env  # configure environment variables\n   ```\n\n2. **Start services**:\n\n   ```bash\n   ./scripts/dev-compose.sh\n   ```\n\n3. **Access the API**:\n\n   * Swagger Docs: [http://localhost:8000/docs](http://localhost:8000/docs)\n   * MinIO Console: [http://localhost:9001](http://localhost:9001)\n\n---\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fegliette%2Fface_register","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fegliette%2Fface_register","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fegliette%2Fface_register/lists"}