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https://github.com/srilaasya/rag-llm-chatbot
Chatbot built for Inflection AI
https://github.com/srilaasya/rag-llm-chatbot
Last synced: 11 days ago
JSON representation
Chatbot built for Inflection AI
- Host: GitHub
- URL: https://github.com/srilaasya/rag-llm-chatbot
- Owner: srilaasya
- Created: 2024-08-28T00:40:34.000Z (5 months ago)
- Default Branch: main
- Last Pushed: 2024-08-28T01:05:41.000Z (5 months ago)
- Last Synced: 2024-08-29T01:56:49.817Z (5 months ago)
- Language: Python
- Size: 7.81 KB
- Stars: 0
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# RAG Chatbot
This web app is a customized Retrieval-Augmented Generation (RAG) chatbot built using Langchain, Python, and React. The chatbot provides detailed information and assistance based on a curated knowledge base. (Will be deployed soon, currently debugging deployment errors.)
## Features
- **Information Retrieval**: The chatbot retrieves relevant information from a curated knowledge base. Currently using LangChain (will be setting up a custom pipeline instead)
- **Conversational AI**: Utilizes OpenAI's GPT model to generate human-like responses.
- **Customizable Responses**: Designed to handle specific queries and provide informative answers.
- **Responsive Design**: The user interface is optimized for various devices, ensuring a seamless user experience.
## Installation
To set up the project locally, follow these steps:
1. **Clone the repository**:
```bash
git clone https://github.com/your-username/rag-chatbot.git
cd rag-chatbot
```
2. **Install Python dependencies**:
Make sure you have Python installed, then run:
```bash
pip install -r requirements.txt
```
3. **Install Node.js dependencies**:
Navigate to the `chatbot-ui` directory and install the Node.js dependencies:
```bash
cd chatbot-ui
npm install
```
4. **Run the development server**:
Start the server using:
```bash
npm run dev
```
5. **Open the application**:
Open your browser and go to [http://localhost:3000](http://localhost:3000) to see the result.
## Technologies Used
- **Langchain**: For building and managing the knowledge base and handling document retrieval.
- **OpenAI GPT**: To generate conversational responses.
- **Python**: The core programming language used for developing the backend.
- **Next.js**: A React framework for building the frontend.
- **Axios**: For making HTTP requests from the frontend.
- **Tailwind CSS**: For styling the user interface.
- **Heroku**: Hosting platform for deploying the web app.
## License
This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details.
## Contact
For any questions or feedback, please reach out to the project maintainers.
---
Thank you for using the RAG Chatbot! I hope you find it helpful and informative.