apps/fastapi/README.md

FastAPI Application

REST API for Milk Spoilage Classification.

Files

• app.py - FastAPI application
• requirements.txt - Python dependencies
• Dockerfile - Docker configuration for deployment

Local Development

# Install dependencies
pip install -r requirements.txt

# Run the server
python app.py
# or
uvicorn app:app --reload --port 7860

Visit http://localhost:7860/docs for interactive API documentation.

Deployment to Hugging Face Spaces

1. Create a new Space with Docker SDK
2. Upload these files (renaming as needed):
   • app.py → app.py
   • requirements.txt → requirements.txt
   • Dockerfile → Dockerfile
   • ../../model/model.joblib → model.joblib

See docs/DEPLOYMENT_GUIDE.md for detailed instructions.