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A Retrieval-Augmented Generative Local QA System

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System Overview

This system leverages the following components:

  • ChatOllama: for generating responses.
  • Hugging Face Embeddings: Model for text embedding generation.
  • FAISS: Library for fast similarity search.
  • Conversational Retrieval Chain: Chain responsible for retrieving relevant documents and combining them for response generation.
  • ConversationBufferMemory: Memory component for storing conversation history.

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A Retrieval-Augmented Generative Local QA System

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