Giter Club home page Giter Club logo

lnl-rag's Introduction

LnL: RAG. Case study: AI Search

Setup

Install deps

Make sure you have Node 18+ and Yarn installed. Then, install project dependencies:

yarn

Prepare OpenAI credentials

Create a dev account with OpenAI.

Copy .env.example into .env, and replace the placeholder values with your real OpenAI accoutn credentials

Fetch the data files

dvc pull

Run

Provide OpenAI credentials as env variables in your shell session:

source .env

Create a vector store from the examples

yarn ts-node src/embed-examples.ts

Retrieve from the vector store examples similar to your query

Edit the query at the top of src/retrieve.ts. Then run

yarn ts-node src/retrieve.ts

Generate response with LLM, using the RAG technique

Edit the query at the top of src/generate.ts. Then run

yarn ts-node src/generate.ts

lnl-rag's People

Contributors

amakhrov 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.