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Code I wrote while learning RAG (Retrieval-Augmented Generation)

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sudipb7/rag-system

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RAG-Powered Animal Facts System

A sophisticated Retrieval-Augmented Generation (RAG) system that provides detailed, accurate information about various animals using OpenAI's GPT-4 and vector embeddings for context-aware responses.

Features

  • Advanced RAG implementation with vector similarity search
  • Context-aware query optimization
  • Document ranking system
  • Streaming responses from GPT-4
  • Database based on animal facts

Prerequisites

Before running this project, make sure you have the following:

  • Node.js installed
  • PostgreSQL database
  • OpenAI API key
  • Cohere API key