GithubChat

A RAG assistant to allow you to chat with any github repo. Learn fast. The default repo is AdalFlow github repo.

Setup

1. Install dependencies:

poetry install

2. Set up OpenAI API key:

Create a .streamlit/secrets.toml file in your project root:

mkdir -p .streamlit
touch .streamlit/secrets.toml

Add your OpenAI API key to .streamlit/secrets.toml:

OPENAI_API_KEY = "your-openai-api-key-here"

Running the Application

Run the streamlit app:

poetry run streamlit run app.py

ROADMAP

• Clearyly structured RAG that can prepare a repo, persit from reloading, and answer questions.

  • DatabaseManager in src/data_pipeline.py to manage the database.
  • RAG class in src/rag.py to manage the whole RAG lifecycle.

• Conditional retrieval. Sometimes users just want to clarify a past conversation, no extra context needed.

• Create an evaluation dataset

• Evaluate the RAG performance on the dataset

• Auto-optimize the RAG model