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AI RAG system for DB documentation (sql) with llama3

Yo!
I am trying to build a RAG system for a database.
The purpose of this would be to give to the RAG system the documentation(txt) of my DB and ask to the LLM(llama3) questions about the DB in real time.
The first step is to get correct SQL queries.
When I give to the RAG ultra-small documentation it work perfectly fine.