fmeres/granite-docling-demo

🔬 Granite Docling 258M - Online Demo

Experience IBM's cutting-edge Vision-Language Model for document processing and conversion directly in your browser on Hugging Face Spaces!

🤖 This Space uses the [IBM Granite Docling 258M](https://huggingface.co/ibm-granite/granite-docling-258M) Vision-Language Model hosted on Hugging Face Hub

🌟 What is Granite Docling 258M?

The IBM Granite Docling 258M is a state-of-the-art Vision-Language Model (VLM) designed for advanced document understanding and conversion. This model excels at:

• —📄 Multi-Format Processing: PDF, DOCX, images
• —🔍 Intelligent Analysis: Document structure detection
• —📝 Smart Conversion: Semantic Markdown generation
• —⚡ Fast Processing: 19x faster document insights
• —🖼️ Vision Understanding: OCR and image analysis

🚀 Features Available in This Demo

🔍 Document Analysis (Fast) - Recommended

• —19x faster than full conversion
• —Quick structural insights and metadata
• —Perfect for understanding document layout
• —Ideal for the free tier with processing time limits

📝 Full Markdown Conversion

• —Complete document-to-Markdown transformation
• —Preserves formatting and structure
• —Comprehensive text extraction

📊 Table Extraction

• —Detects and extracts tabular data
• —Maintains table structure in Markdown format

👀 Quick Preview

• —Fast content sampling
• —Great for quick document verification

💡 How to Use

1. 1.📤 Upload your document (PDF, DOCX, or image)
2. 2.⚙️ Select processing mode (try "Document Analysis" first!)
3. 3.🚀 Click "Process Document"
4. 4.📊 View results in the tabs below

⚡ Performance & Tips

• —Document Analysis mode is optimized for speed and works great on the free tier
• —CPU processing optimized for reliable performance
• —Processing time varies based on document size and complexity
• —Free CPU tier provides reliable processing with timeout limitations for very large documents
• —Upgrade to GPU tier for faster processing speeds

🛠️ Technical Details

• —Model: IBM Granite Docling 258M Vision-Language Model
• —Model Hub: Automatically loaded from ibm-granite/granite-docling-258M on Hugging Face
• —Backend: Docling framework with PyMuPDF optimization
• —Processing: CPU optimized (GPU available with paid tier upgrade)
• —Hosting: 🤗 Hugging Face Spaces (Free CPU Tier)

🔗 Links & Resources

• —📂 GitHub Repository: granite-docling-implementation
• —🤗 Model Hub: IBM Granite Docling 258M
• —📚 Documentation: Docling Framework
• —🏆 Production Ready: Full security audit with zero vulnerabilities

🎯 Perfect For

• —📋 Document Analysis: Quick insights into document structure
• —🔄 Format Conversion: PDF/DOCX to clean Markdown
• —📊 Data Extraction: Tables and structured content
• —🧪 Research: Testing document processing capabilities
• —🚀 Prototyping: Exploring Vision-Language Model capabilities

🏗️ Built With

• —IBM Granite Docling 258M - State-of-the-art VLM
• —Gradio - Interactive web interface
• —PyMuPDF - Fast PDF processing optimization
• —Hugging Face Transformers - Model inference
• —PyTorch - Deep learning framework

🎉 Try it now! Upload a document above and experience the power of IBM's Granite Docling model with free GPU acceleration!

This demo showcases a production-ready implementation with comprehensive security auditing and performance optimizations.