Answers Vector PNG

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GitHub Repo https://github.com/caglarldemir/rag-docq-ollama

caglarldemir/rag-docq-ollama

A performant Retrieval-Augmented Generation (RAG) pipeline using Ollama to run local LLMs like gpt-oss:20b, llama3:8b, qwen3:4b, and gemma3:4b. Supports PDFs, JPGs, PNGs via OCR, uses Sentence-Transformers for embeddings and ChromaDB for vector storage. Includes benchmarking tools for speed, memory, and answer quality across models.

GitHub Repo https://github.com/samruddhi-rasal/Major_Project

samruddhi-rasal/Major_Project

Offline RAG Document & Image Q&A System An end-to-end Retrieval-Augmented Generation (RAG) pipeline that enables question-answering over PDF documents and scanned images without internet connectivity. ✨ Features: • Upload PDF documents and image files (JPG, PNG) • OCR support for image text extraction • Semantic search using FAISS vector store •