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README.md

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-# Multi-modal RAG-based LLM for Information Retrieval
-
-In this project, we have set up a RAG (Retrieval-Augmented Generation) system with the following features:
-
-1. **Custom PDF Input**: Upload and process PDF files.
-2. **Multi-modal Interface**: Supports both images and text.
-3. **Feedback Recording and Reusage**: Collects user feedback and reuses it for improving retrieval.
-4. **Usage of Agents for Context Retrieval**: Uses agents to enhance context retrieval capabilities.
-
-## Running the Project
-
-### Using Docker
-
-1. Clone the project repository.
-2. To run the Docker image, execute the `docker_rag.sh` script:
-
-   ```bash
-   /bin/zsh ./docker_rag.sh