Implement a complete REST API (FastAPI) with the following endpoints: - `POST /chat` -- Send a message (text and/or images) and receive a response. - `POST /upload` -- Upload a document or image to the knowledge base. - `POST /search` -- Search the knowledge base. - `GET /session/{session_id}` -- Re