Feature for native DB based RAG or Retrievers component

[Anindyadeep]

Full end to end support for DB based RAG where user can choose

1. retriever
2. The LLM
3. The embedding model
4. The algorithm
   etc and they will get an end to end solution for DB based rag. For just the starter, start with Qdrant as the vector DB and sqlite as the DB.

[ansarizafar]

We can also use LibSQL which is a fork of SQLite with built-in support for vector search https://turso.tech/blog/turso-brings-native-vector-search-to-sqlite?webui=true&type=signup&content=ai

[Anindyadeep]

yes great point, even I also have been looking into this project for some time. We will be adding a whole new class of retrievers in the upcoming releases. Thanks for sharing

[ansarizafar]

KuzuDB https://kuzudb.com/ is another good option much better than Sqlite.