LocalMate / docs /TECH_STACK.md
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Tech Stack Backend - LocalMate Da Nang

Version: 0.2.0
Python: ≥3.11


🚀 Core Framework

Công nghệ Phiên bản Mô tả
FastAPI ≥0.115.0 Web framework chính, async API
Uvicorn ≥0.32.0 ASGI server
Pydantic ≥2.10.0 Data validation & settings management
pydantic-settings ≥2.6.0 Configuration management

🗄️ Databases

Công nghệ Phiên bản Mục đích
PostgreSQL (asyncpg) ≥0.30.0 Primary database (async driver)
SQLAlchemy ≥2.0.0 ORM & database toolkit
Supabase ≥2.10.0 Backend-as-a-Service (Auth, Storage, Realtime)
Neo4j ≥5.26.0 Graph database cho knowledge graph
pgvector ≥0.3.0 Vector embeddings cho semantic search
greenlet ≥3.0.0 Concurrency support cho SQLAlchemy

🤖 AI/ML

Công nghệ Phiên bản Mục đích
Google GenAI ≥1.0.0 LLM integration (Gemini models)
PyTorch ≥2.0.0 Deep learning framework
OpenCLIP ≥2.24.0 Image embedding (SigLIP local model)
Pillow ≥10.0.0 Image processing & manipulation

🔐 Authentication & Security

Công nghệ Phiên bản Mục đích
PyJWT ≥2.9.0 JWT token encoding/decoding
Supabase Auth - User authentication & authorization

🔧 Utilities

Công nghệ Phiên bản Mục đích
httpx ≥0.28.0 Async HTTP client
python-dotenv ≥1.0.0 Environment variables management
python-multipart ≥0.0.9 Multipart form data (file uploads)

🏗️ Architecture Patterns

Agent Architecture

  • ReAct Agent: Reasoning + Acting pattern cho AI agent
  • MCP (Model Context Protocol): Standardized protocol cho tool calling

Project Structure

app/
├── agent/          # ReAct Agent implementation
├── api/            # API routes & endpoints
├── auth/           # Authentication logic
├── core/           # Core configurations
├── itineraries/    # Itinerary management
├── mcp/            # MCP tools & handlers
├── planner/        # Trip planning logic
├── shared/         # Shared utilities & models
├── upload/         # File upload handling
├── users/          # User management
└── main.py         # Application entry point

🐳 DevOps & Deployment

Công nghệ Mục đích
Docker Containerization
Dockerfile Container build configuration

🧪 Development & Testing

Công nghệ Phiên bản Mục đích
pytest ≥8.0.0 Testing framework
pytest-asyncio ≥0.24.0 Async test support
httpx ≥0.28.0 HTTP testing client
Hatchling - Build system

📊 Key Features

  1. Multi-Modal AI: Text + Image understanding via Google Gemini & SigLIP
  2. Semantic Search: Vector similarity search với pgvector
  3. Knowledge Graph: Neo4j cho entity relationships
  4. Real-time: Supabase realtime capabilities
  5. Async-first: Full async/await support throughout the stack