This code runs only with the pdf with OCR

1. Model = all-mpnet-base-v2 => to create embeddings and also to retrieve them
2. FAISS (Facebook AI Similarity Search) => VectorDB (to store the embeddings)
3. Model= Lamini-T5( developed by UAE University)=> to refine the response and to store the conversation