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A chatbot using the RAG pipeline built with Django, Next.js 14, WebSockets, and powered by the LangChain framework. It leverages the llama2 model for processing user queries and generating responses.

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<h1 align="center"> Nourality </h1>

<p align="center">
  A dual mode RAG chatbot
</p>

## Table of Contents

- [Introduction](#introduction)
- [Features](#features)
- [Technology](#tech-stack-used)
- [Project Preview](#project-preview)
- [Support](#support)

## Introduction

`Nourality` is a unique chatbot designed to offer users a versatile conversational experience. It operates in two modes: `Chattergiest Mode`, a general chatbot
providing responses for casual interactions, and `Noura Mode`, a specialized mode focusing on nutrition-related information and advice. While both modes use the `Llama 2 (7B) model`, a 7 billion parameter large language model (LLM), to generate responses, only Noura Mode utilizes the Retrieval-Augmented Generation (RAG) pipeline, ensuring contextually relevant and engaging conversations.

## Features

* Secure access control for users
* Ensures account activation through email verification
* Allows users to change their passwords easily
* View, delete, and edit chat titles for previous conversations
* Provides responses that are aware of the chat context.
* Instant replies to user queries.
* Facilitates everyday tasks with a general chatbot
* Specialized mode for nutrition-related information
* Offers a user-friendly interface with both light and dark themes

## Tech Stack Used

| Frontend           | Backend           |  Others           |
| ------------------ | ----------        | ------------------|
| `Next.js 14`       | `Python`          | `Docker`          |
| `Tailwind CSS`     | `Django`          | `Ollama`          |
| `shadcn`           | `PostgreSQL`      | `ChromaDB`        |
| `Redux`            | `MongoDB`         | `Meta Llama 2`    |
| `TypeScript`       | `LangChain`       | `Selenium`        |

## Project Preview

Demo video showing the working of the website. Navigating through different sections:

https://github.com/anshRS/chatbot/assets/114407607/80dbf4aa-f7d2-4c3a-91a6-fb6f33ed2791

## Support

If you find the project useful or interesting, please consider giving it a ⭐️! Your support is greatly appreciated and helps others discover this project.

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