A Retrieval-Augmented Generation (RAG) chatbot for the Ahmedabad Municipal Corporation’s sanitation services, built using Streamlit, LangChain, and Mixtral-8x7B.

This project implements an AI-powered chatbot that answers questions about sanitation policies for the Ahmedabad Municipal Corporation (AMC). The bot uses RAG architecture to provide accurate, context-aware responses based on official documentation.

• Interactive chat interface using Streamlit
• RAG implementation using LangChain
• Document processing with PyMuPDF
• Vector storage using Pinecone
• Mixtral-8x7B language model integration
• Automatic bullet-point formatting for long responses

• Frontend: Streamlit
• Language Model: Mixtral-8x7B-Instruct-v0.1
• Vector Database: Pinecone
• Embeddings: HuggingFace Embeddings
• Document Processing: PyMuPDF
• Framework: LangChain

1. Clone the repository:

git clone https://github.com/sleeky-glitch/sanitationbotamc.git
cd sanitationbotamc

2. Install dependencies:

pip install -r requirements.txt

3. Set up environment variables:
   Create a .env file with the following:

HUGGINGFACE_API_KEY=your_huggingface_api_key
PINECONE_API_KEY=your_pinecone_api_key

4. Add your sanitation policy document:
   Place your sanitation.pdf in the root directory.

5. Run the application:

streamlit run streamlit.py

• main.py: Core chatbot implementation with RAG architecture
• streamlit.py: Streamlit interface implementation
• requirements.txt: Project dependencies
• sanitation.pdf: Source document (not included in repo)

• Real-time chat interface
• Context-aware responses based on official documentation
• Automatic formatting of long responses into bullet points
• Persistent chat history during session
• Responsive UI with loading indicators

Contributions are welcome! Please feel free to submit a Pull Request.

This project is licensed under the MIT License – see the LICENSE file for details.

• Ahmedabad Municipal Corporation
• Mistral AI for the language model
• Pinecone for vector database services
• HuggingFace for model hosting