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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.

chatbot 최신버젼 다운로드

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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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