Constitution-of-India-RAG-Chatbot

Author

Swaraj Khan P

Published

September 17, 2024

RAG Chatbot for Constitution of India

This repository contains a Retrieval-Augmented Generation (RAG) chatbot designed to answer questions related to the Constitution of India . The chatbot was developed using Langflow, a tool for designing and deploying language models.

Features

  • RAG Architecture: Combines retrieval-based techniques with generative models to provide accurate and context-aware responses.
  • Specialized Knowledge: Focuses exclusively on the world of Constitution of India Structure, Sections, themes, and closer details.
  • Langflow Integration: Built using the visual interface of Langflow, which makes model design and customization seamless.

Avatar RAG Chatbot

Output

Output

How It Works

The chatbot leverages a retriever to search through a document base for relevant passages about Constitution of India and uses a generator to form coherent, natural-sounding responses.

Key Components

  1. Retriever: Extracts relevant information from the knowledge base, which contains detailed data about the Constitution.
  2. Generator: Constructs a human-like response based on the retrieved information.

Setup Instructions

  1. Clone the Repository: bash git clone https://github.com/swaraj-khan/Constitution-of-India-RAG-Chatbot.git

  2. Langflow Configuration: The chatbot configuration has been built using Langflow, and the flow configuration is saved as a JSON file in this repository. You can load this file into Langflow by following these steps:

    • Open Langflow and click on Upload Flow.
    • Select the Constitution-of-India-RAG-Chatbot.json file.
    • Once uploaded, click Playground to start the chatbot.

  3. Run the Chatbot: After loading the flow in Langflow, you can start querying the chatbot directly through the interface. It will retrieve relevant information and generate answers related to Constitution Of India.

Customization

You can modify the RAG model by adding more documents or training it on a larger corpus of Constitution of India related data. The JSON file included can also be edited to adjust the pipeline’s architecture.

Contact

For any questions or suggestions, please reach out to [swarajkhan2003@gmail.com].