A dual mode RAG chatbot
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.
- 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
| Frontend | Backend | Others |
|---|---|---|
Next.js 14 |
Python |
Docker |
Tailwind CSS |
Django |
Ollama |
shadcn |
PostgreSQL |
ChromaDB |
Redux |
MongoDB |
Meta Llama 2 |
TypeScript |
LangChain |
Selenium |
Demo video showing the working of the website. Navigating through different sections:
nourality.mp4
If you find the project useful or interesting, please consider giving it a ⭐️! Your support is greatly appreciated and helps others discover this project.