---
title: Multimodal RAG Service
emoji: 🚀
colorFrom: blue
colorTo: purple
sdk: docker
app_port: 7860
pinned: false
---

# 🚀 Multimodal RAG Service

A unified service for PDF ingestion and multimodal querying using RAG (Retrieval-Augmented Generation).

## Features

- 📄 PDF text extraction
- 📊 Table extraction
- 🖼️ Image extraction
- 🤖 Multimodal summarization
- 🔍 Vector similarity search
- 💬 Context-aware answering

## API Endpoints

- `POST /ingest` - Upload and process PDF files
- `POST /query?question=YOUR_QUESTION&k=5` - Query the system
- `GET /stats` - View system statistics
- `GET /docs` - Interactive API documentation

## Usage

Visit the deployed space and use the `/docs` endpoint for interactive API documentation.