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README.md
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# π Multi-Source RAG Assistant
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This app lets
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- π§Ύ PDF documents
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- π CSV datasets (with EDA)
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- π
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- Dynamic input selection (PDF, CSV, or URL)
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- Text chunking and semantic vector search
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- Gemini-powered answers based on context
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- You need a Gemini API key
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---
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title: Multi-Source RAG Assistant
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emoji: π
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colorFrom: indigo
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colorTo: blue
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sdk: streamlit
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sdk_version: "1.33.0"
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app_file: app.py
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pinned: false
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---
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# π Multi-Source RAG Assistant
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This app lets users interact with:
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- π§Ύ PDF documents
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- π CSV datasets (with automatic EDA)
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- π Any website (scraped and embedded into a vector database)
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π‘ Powered by:
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- Google Gemini API
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- FAISS vector search
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- LangChain framework
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## π§ How It Works
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1. Select input type from sidebar: **PDF**, **CSV**, or **Website URL**.
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2. Upload or input accordingly.
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3. Ask questions β the assistant answers using context-aware RAG via Gemini.
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## π Getting Started
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Before using the app:
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- Enter your **Gemini API Key** in the sidebar.
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## π§ Tech Stack
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- `Streamlit` for UI
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- `LangChain` for RAG logic
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- `FAISS` for vector storage
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- `SentenceTransformers` for embeddings
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- `Google Generative AI (Gemini)` for LLM-powered answers
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---
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### π Developed by Abhijeet Singh
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Hosted with β€οΈ on [Hugging Face Spaces](https://huggingface.co/spaces)
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