Introduction to Vanna — an Open Source Python RAG
What Data Science & Co. need to know about the SQL Generation Framework
You want a Chatbot for your databases and SQL data analysis, but on an own private environment? Well, here is a solution called Vanna that could help you out.
Managing databases often present the challenge of formulating intricate SQL queries, a task that proves challenging for individuals lacking expertise in SQL. There is a clear demand for a user-friendly solution that streamlines the SQL query generation process. Here comes Vanna into play which trains a RAG model on your data. After that, you can ask questions which will return SQL queries that can be set up to automatically run on your database[1].
While various chatbot based services and tools for generating SQL queries already like Q generative SQL from AWS and others exist, they often demand a profound understanding of the underlying database structure and can consume a significant amount of time. Some tools assist with query creation but may lack adaptability across…
