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title: RAG System with Ollama Cloud
emoji: 🤖
colorFrom: blue
colorTo: purple
sdk: docker
pinned: false
RAG (Retrieval-Augmented Generation) QA System
This is a production-ready RAG system using:
- MongoDB Atlas Vector Search for document storage and retrieval
- Ollama Cloud (gpt-oss:120b-cloud) for text generation
- Sentence Transformers for embeddings
- FastAPI for the web interface
Features
- Upload and process PDF, CSV, JSON documents
- Scrape and index web pages
- Semantic search using MongoDB Atlas
- Question answering using Ollama Cloud models
Configuration
Set these environment variables in your Space settings:
OLLAMA_API_KEY: Your Ollama Cloud API keyMONGODB_URI: MongoDB Atlas connection string