Designed by Freepik Earlier, we discussed Spring AI's integration with Qdrant DB . Continuing on the same lines, we'll explore and try implementing the Retrieval Augmented Generation (RAG) technique using Spring AI and Qdrant DB. We'll develop a chatbot that helps users query PDF documents, in natural language . RAG Technique Several LLMs exist, including OpenAI's GPT and Meta's Llama series, all pre-trained on publicly available internet data. However, they can't be used directly in a private enterprise's context because of the access restrictions to its knowledge base. Moreover, fine-tuning the LLMs is a time-consuming and resource-intensive process. Hence, augmenting the query or prompts with the information from the private knowledge base is the quickest and easiest way out . The application converts the user query into vectors. Then, it fires the q...
AI, Cloud, and Programming