Chat with Git is a prototype application written to demonstrate the power of embeddings and vector databases. You need to clone a git repository locally and hard code its path in the app.py script.
WARNING: Don't try this on large git repositories, as the openai-embeddings is slow and will cost you a lot of money.
The folowing python libraries are used
- OpenAI (For creating embeddings)
- ChromaDB (VectorDB for storing the embeddings)
- Langchain (Python framework for developing apps powered by LLM)
- Streamlit (Frontend UI for the chatbot)
Include instructions on how to install your project. You can include the following:
- Prerequisites
- Clone this repo
- Create the python virtual environment inside the cloned directory
cd chatwithgit
pipenv shell- Install the pre-requisite WARNING: Will take considerable time to install all the dependent packages.
pip install -r requirements.txt- Configuration steps
Enter the absolute of the git repository you have on your local disk, on line number 80. REPO_PATH = ''
- How to run the project
cd chatwithgit
pipenv shell
streamlit run app.pyMIT License
Copyright (c) [2023] [Biju Krishnan]
Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
Most of the code is borrowed from the following https://twitter.com/Web3Waffle/status/1650283755083276294 https://python.langchain.com/en/latest/modules/indexes/vectorstores/getting_started.html https://github.com/marshmellow77/streamlit-chatgpt-ui/blob/main/app.py