A module to facilitate local testing of RAG pipeline for multiple datatypes
Project description
multi_rag
This module facilitates testing RAG pipelines on Local machines with chroma_db, with text embeddings from 'bge-base-en-v1.5' and image embeddings from 'clip-vit-b-32'
Currently this module supports pdf, docx, xlsx, png, jpg, jpeg and txt file formats
User can give the path of the file to the embed function, which sets up the chroma_db/ folder for the embeddings while temp/ folder gets set up to mimic the actual database to store the data chunks.
Retrive function takes query as input and gives out a dictionary of 'text','tables','images'
query function takes query as input and returns the answer and retrieved data as output
One needs to have gemini api key to query, but embedding and retrieval part is completely local
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