deepseek-multimodal-RAG

MultiModal RAG with DeepSeek-Janus-Pro

This project implements a MultiModal RAG with DeepSeek's latest model Janus-Pro.

We use the following tools

• DeepSeek-Janus-Pro as the multi-modal LLM
• ColPali as the vision encoder
• Qdrant as the vector database
• Streamlit as the web interface

Demo

A demo of the project is available below:

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Setup and installations

Setup Janus:

git clone https://github.com/deepseek-ai/Janus.git
pip install -e ./Janus

Install Dependencies: Ensure you have Python 3.11 or later installed.

pip install streamlit fastembed flash-attn transformers

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Run the project

Finally, run the project by running the following command:

streamlit run app.py

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Contribution

Contributions are welcome! Please fork the repository and submit a pull request with your improvements.