README.md

---
title: IntegraRAG API
emoji: 🧠
colorFrom: indigo
colorTo: blue
sdk: docker
app_port: 7860
pinned: false
---

# IntegraRAG — RAG-Powered Exam & Assistant API

FastAPI backend with Celery workers for document-based Q&A, exam generation, and AI-graded exam submissions.


`conda create -n RAG_API python==3.11`
`conda activate RAG_API`
`pip install -r requirements.txt`

`docker run -p 6333:6333 qdrant/qdrant`
`docker run -d -p 6379:6379 redis:7` 

# View The .env

`celery -A celery_app.celery_app worker -P threads --loglevel=info`
`uvicorn main:app --host 0.0.0.0 --port 8030 --reload`
`uvicorn webhook:app --reload`