This application implements a chatbot you can train with your data. From the GUI you will be able to:
- Upload CSV data
- Create an index
- Edit the system and user prompt
- Ask questions in natural language
The system uses:
- Redis Stack as a vector database to store the dataset and vectorize the content for RAG using Redis vector search capabilities.
- OpenAI ChatGPT Large Language Model (LLM) ChatCompletion API
Follow these instructions to build and start Minipilot and a Redis Stack database as containers on your laptop. For more installation methods, refer to the docs.
git clone https://github.com/redis/minipilot.gitexport OPENAI_API_KEY="your-openai-key"cd minipilotdocker compose build --no-cache && docker compose up -dand wait a couple of minutes until Redis loads the IMDB movies dataset in memory- Point your browser to http://127.0.0.1:5007/, tune the prompt and start chatting
- Browse your data with Redis Insight at http://127.0.0.1:8099
For troubleshooting, you can copy the execution log from the container to the host.
docker cp minipilot:/app/gunicorn.log .
Note that if your OpenAI key is not valid or expired, set the correct key as environment variable and restart the Minipilot container (or rebuild it).