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Retrieval Augmented Generation (RAG) on individual users documents for persoanlized document search

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post by geeta.m.desai on Sep 24, 2024

Our users store personal notes within our system. We’d like to implement Retrieval Augmented Generation (RAG) so users can search and receive answers based solely on their own notes, without accessing other users’ documents. How can we achieve this personalized search experience while maintaining data privacy i.e it searches in their notes only?

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post by jtrasa on Sep 24, 2024

You can use a Custom Information Retriever to connect to any data source to retrieve data with custom queries.

You don’t mention what your storage looks like, but it would be straightforward to query a relational database, and select only the relevant records in the WHERE clause of your query.

post by geeta.m.desai on Sep 24, 2024

But for text based querying we need to do similairty search and normal RDBMS querying will not work. I am using Mongo DB for storage as of now.

post by geeta.m.desai on Sep 24, 2024

Is this feature only available in 3.9? I am using 3.7.