RAG_Chatbot

I am using HuggingFace API tokens to make use of their free LLM's. Here, i have made use of 2 models:

1. " mistralai/Mixtral-8x7B-Instruct-v0.1 "
2. "jinaai/jina-reranker-v2-base-multilingual"

mistralai/Mixtral-8x7B-Instruct-v0.1

This model is used to generate natural language outputs for some data being given to it based on a users query.

jinaai/jina-reranker-v2-base-multilingual

This model is used to generate some SQL query based on the users natural language query.

So, by creating a database that stores some specific information, i can convert the natural language to SQL. From the SQL query, i can retrieve the data from my database so that i can feed that data to the mistralai model. The model then converts my database data into a natural language answer so that i can give a user an answer with a proper source