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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