RAG Agent with LangChain and LLaMa3

Python LLaMa LangChain ChromaDB UI

Fully local RAG agent powered by LLaMa3 and LangChain

Installation

Python

Create a virtual environment and install the requirements:

python -m venv .venv
pip install -r requirements.txt

LLM

If you don't have ollama installed, follow this doc.

And then run:

ollama pull llama3

LangSmith (Optional)

If you want to use LangSmith, copy the .env.example to .env and fill the LANGSMITH_API_KEY with your API key.

Running the project

Go to Run and Debug in VSCode and select Debug App.

References

Troubleshooting

Ollama

If you have any issues with ollama running infinetely, try to run the following command:

sudo systemctl restart ollama

Or:

pgrep ollama # returns the pid
kill -9 <pid>
sudo systemctl start ollama