How to Run

1. Clone the repository

   git clone https://github.com/Maoelan/simple-rag.git

2. Open the project in IDE, then open a terminal

3. Set up the virtual environment

   python -m venv venv
   venv\Scripts\activate
   pip install -r requirements.txt

4. Rename .env.example to .env, then fill in the following values

   QDRANT_URL=http://localhost:6333
   COLLECTION_NAME=demo_collection
   VECTOR_SIZE=128
   DISTANCE=COSINE

5. (Optional) Start Qdrant via Docker

   docker-compose up -d
   # or
   docker build -t my-qdrant .
   docker run -d -p 6333:6333 --name qdrant-container my-qdrant

   Note: This step is optional. If Docker is not running, the app will automatically fall back to in-memory storage and still run normally.

6. Run the application

   uvicorn main:app --reload --port 8000

7. Open the API docs in your browser: http://localhost:8000/docs