Git Product home page Git Product logo

ds-vector-demo's Introduction

DataStax VectorDB demonstration

The goal of this project is to provide a simple demonstration of the capabilities of AstraDB as it related to its vector database and search functionality, Hybrid Search, langchain integration for agent memory, index Analyzers, Storage Attached Index (SAI) for vector search filtering.

These capabilities are used for a vectorization of time series and support tickets for root cause analsyis based on available research papers.

Below is the screenshot of the demo.

app demos

Building

It is recommended to create a python virtual environment using your tool of choice before installing the dependencies. The steps below are based on the virtual environment tool venv.

python -m venv .venv
. ./.venv/bin/activate
pip install -r requirements.txt

Running

This application is built using streamlit

Before running the application make sure you have created your own .env file. See the sample_.env for information on the parameters required.

streamlit run app.py

Credits

ds-vector-demo's People

Contributors

mborges-pivotal avatar

Watchers

 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.