Git Product home page Git Product logo

tsv-timemachine's Introduction

Welcome to the Timescale Vector Time Machine

Chat with the git history of any git repo.

  • Built with OpenAI, LlamaIndex, Streamlit and Timescale Vector.
  • TSV Time Machine is an example of time aware retrieval augmented generation. Time aware retrieval involves RAG with a retrieval step that searches for vectors that are semantically most similar to a user query and that also fall within a specified time range.
  • TSV Time Machine enables you to go back in time and chat with the commit history of any GitHub repository. Each Git commit entry has a timestamp associated with it, as well as a natural language message and other metadata (e.g author, commit, hash etc).

See a live demo of the app here.

  • The demo is pre-loaded with the history from PostgreSQL. The demo disables loading data from other git repos. To load data, launch your own fork.

Get a free PostgreSQL vector database to use with this app

Spin up a free cloud PostgreSQL database with Timescale Vector to use in this sample app. You'll get 90 days free by signing up with the link above.

Launching a fork.

To load data and try the demo on any other git repo, simply:

  1. Fork the repo
  2. Launch your own streamlit app.
  3. Set the following streamlit secrets:
    • OPENAI_API_KEY - Your openAI key.
    • TIMESCALE_SERVICE_URL - Your Timescale Service URL. Sign up for an account here.
    • ENABLE_LOAD=1 - Enables Loading Data

tsv-timemachine's People

Contributors

avthars avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.