vish-rag-lib 0.1.8

Simple RAG library

Vishakha Rag lib

A simple RAG (Retrival-Agumented-Generation) Library Using PDFs and LLMs.

Features

-Load Pdf files -Chuks texts -generate embeddings -store in vector database -search nearast vectors -Retirive revelant Data -Connect With any LLM Api

Usage

''' Python from vish_rag_lib import RAGSystem

rag=RAGSystem() rag.ingest("Sample.pdf")

def my_llm(prompt): return "LLM respones" answer=rag.ask("What is AI?",my_llm) print(answer)

Installation

pip install vish-rag-lib

Work-Flow-RAG

Chunks-Text divided into small Parts Embedding-Sentence convert into meaining base vectors vectors-Loading embeddings search the similar queary answers Retriever- User queary storted in vectorDB (Most relevan chunks search)