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a local RAG LLM with persistent database to query your PDFs

Python 100.00%
chroma embeddings llm lmstudio local rag self-hosted

localrag's Introduction

This is an example of a local RAG.

  • It creates a persistent ChromaDB with embeddings (using HuggingFace model) of all the PDFs in ./data/
  • Then you can query the db with 2 files: one's using simple prompt, and one (the "streaming" one) with Streamlit in a website (hosted locally).
  • The results are from a local LLM model hosted with LM Studio or others methods.
  • There's even an app to update the documents in the ChromaDB database.

Based on work from https://github.com/alejandro-ao/ask-multiple-pdfs and https://github.com/samwit/langchain-tutorials

Have fun.

Uzirox

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