# Implementation Tasks: Dual-track Document Processing

## 1. Core Infrastructure
- [x] 1.1 Add PyMuPDF and other dependencies to requirements.txt
  - [x] 1.1.1 Add PyMuPDF>=1.23.0
  - [x] 1.1.2 Add pdfplumber>=0.10.0
  - [x] 1.1.3 Add python-magic-bin>=0.4.14
  - [x] 1.1.4 Test dependency installation
- [x] 1.2 Create UnifiedDocument model in backend/app/models/
  - [x] 1.2.1 Define UnifiedDocument dataclass
  - [x] 1.2.2 Add DocumentElement model
  - [x] 1.2.3 Add DocumentMetadata model
  - [x] 1.2.4 Create converters for both OCR and direct extraction outputs
    - Note: OCR converter complete; DirectExtractionEngine returns UnifiedDocument directly
- [x] 1.3 Create DocumentTypeDetector service
  - [x] 1.3.1 Implement file type detection using python-magic
  - [x] 1.3.2 Add PDF editability checking logic
  - [x] 1.3.3 Add Office document detection
  - [x] 1.3.4 Create routing logic to determine processing track
  - [x] 1.3.5 Add unit tests for detector

## 2. Direct Extraction Track
- [x] 2.1 Create DirectExtractionEngine service
  - [x] 2.1.1 Implement PyMuPDF-based text extraction
  - [x] 2.1.2 Add structure preservation logic
  - [x] 2.1.3 Extract tables with coordinates
  - [x] 2.1.4 Extract images and their positions
  - [x] 2.1.5 Maintain reading order
  - [x] 2.1.6 Handle multi-column layouts
- [x] 2.2 Implement layout analysis for editable PDFs
  - [x] 2.2.1 Detect headers and footers
  - [x] 2.2.2 Identify sections and subsections
  - [x] 2.2.3 Parse lists and nested structures
  - [x] 2.2.4 Extract font and style information
- [x] 2.3 Create direct extraction to UnifiedDocument converter
  - [x] 2.3.1 Map PyMuPDF structures to UnifiedDocument
  - [x] 2.3.2 Preserve coordinate information
  - [x] 2.3.3 Maintain element relationships

## 3. OCR Track Enhancement
- [x] 3.1 Upgrade PP-StructureV3 configuration
  - [x] 3.1.1 Update config for RTX 4060 8GB optimization
  - [x] 3.1.2 Enable batch processing for GPU efficiency
  - [x] 3.1.3 Configure memory management settings
  - [x] 3.1.4 Set up model caching
- [x] 3.2 Enhance OCR service to use parsing_res_list
  - [x] 3.2.1 Replace markdown extraction with parsing_res_list
  - [x] 3.2.2 Extract all 23 element types
  - [x] 3.2.3 Preserve bbox coordinates from PP-StructureV3
  - [x] 3.2.4 Maintain reading order information
- [x] 3.3 Create OCR to UnifiedDocument converter
  - [x] 3.3.1 Map PP-StructureV3 elements to UnifiedDocument
  - [x] 3.3.2 Handle complex nested structures
  - [x] 3.3.3 Preserve all metadata

## 4. Unified Processing Pipeline
- [x] 4.1 Update main OCR service for dual-track processing
  - [x] 4.1.1 Integrate DocumentTypeDetector
  - [x] 4.1.2 Route to appropriate processing engine
  - [x] 4.1.3 Return UnifiedDocument from both tracks
  - [x] 4.1.4 Maintain backward compatibility
- [x] 4.2 Create unified JSON export
  - [x] 4.2.1 Define standardized JSON schema
  - [x] 4.2.2 Include processing metadata
  - [x] 4.2.3 Support both track outputs
- [x] 4.3 Update PDF generator for UnifiedDocument
  - [x] 4.3.1 Adapt PDF generation to use UnifiedDocument
  - [x] 4.3.2 Preserve layout from both tracks
  - [x] 4.3.3 Handle coordinate transformations

## 5. Translation System Foundation
- [ ] 5.1 Create TranslationEngine interface
  - [ ] 5.1.1 Define translation API contract
  - [ ] 5.1.2 Support element-level translation
  - [ ] 5.1.3 Preserve formatting markers
- [ ] 5.2 Implement structure-preserving translation
  - [ ] 5.2.1 Translate text while maintaining coordinates
  - [ ] 5.2.2 Handle table cell translations
  - [ ] 5.2.3 Preserve list structures
  - [ ] 5.2.4 Maintain header hierarchies
- [ ] 5.3 Create translated document renderer
  - [ ] 5.3.1 Generate PDF with translated text
  - [ ] 5.3.2 Adjust layouts for text expansion/contraction
  - [ ] 5.3.3 Handle font substitution for target languages

## 6. API Updates
- [x] 6.1 Update OCR endpoints
  - [x] 6.1.1 Add processing_track parameter
  - [x] 6.1.2 Support track auto-detection
  - [x] 6.1.3 Return processing metadata
- [x] 6.2 Add document type detection endpoint
  - [x] 6.2.1 Create /analyze endpoint
  - [x] 6.2.2 Return recommended processing track
  - [x] 6.2.3 Provide confidence scores
- [x] 6.3 Update result export endpoints
  - [x] 6.3.1 Support UnifiedDocument format
  - [x] 6.3.2 Add format conversion options
  - [x] 6.3.3 Include processing track information

## 7. Frontend Updates
- [x] 7.1 Update task detail view
  - [x] 7.1.1 Display processing track information
  - [x] 7.1.2 Show track-specific metadata
  - [x] 7.1.3 Add track selection UI (if manual override needed)
    - Note: Track display implemented; manual override via API query params
- [x] 7.2 Update results preview
  - [x] 7.2.1 Handle UnifiedDocument format
  - [x] 7.2.2 Display enhanced structure information
  - [ ] 7.2.3 Show coordinate overlays (debug mode)
    - Note: Future enhancement, not critical for initial release
- [x] 7.3 Add translation UI preparation
  - [x] 7.3.1 Add translation toggle/button
  - [x] 7.3.2 Language selection dropdown
  - [x] 7.3.3 Translation progress indicator
    - Note: UI prepared with disabled state; awaiting Section 5 implementation

## 8. Testing
- [x] 8.1 Unit tests for DocumentTypeDetector
  - [x] 8.1.1 Test various file types
  - [x] 8.1.2 Test editability detection
  - [x] 8.1.3 Test edge cases
- [x] 8.2 Unit tests for DirectExtractionEngine
  - [x] 8.2.1 Test text extraction accuracy
  - [x] 8.2.2 Test structure preservation
  - [x] 8.2.3 Test coordinate extraction
- [x] 8.3 Integration tests for dual-track processing
  - [x] 8.3.1 Test routing logic
  - [x] 8.3.2 Test UnifiedDocument generation
  - [x] 8.3.3 Test backward compatibility
- [ ] 8.4 End-to-end tests
  - [ ] 8.4.1 Test scanned PDF processing (OCR track)
  - [ ] 8.4.2 Test editable PDF processing (direct track)
  - [ ] 8.4.3 Test Office document processing
  - [ ] 8.4.4 Test image file processing
- [ ] 8.5 Performance testing
  - [ ] 8.5.1 Benchmark both processing tracks
  - [ ] 8.5.2 Test GPU memory usage
  - [ ] 8.5.3 Compare processing times

## 9. Documentation
- [ ] 9.1 Update API documentation
  - [ ] 9.1.1 Document new endpoints
  - [ ] 9.1.2 Update existing endpoint docs
  - [ ] 9.1.3 Add processing track information
- [ ] 9.2 Create architecture documentation
  - [ ] 9.2.1 Document dual-track flow
  - [ ] 9.2.2 Explain UnifiedDocument structure
  - [ ] 9.2.3 Add decision trees for track selection
- [ ] 9.3 Add deployment guide
  - [ ] 9.3.1 Document GPU requirements
  - [ ] 9.3.2 Add environment configuration
  - [ ] 9.3.3 Include troubleshooting guide

## 10. Deployment Preparation
- [ ] 10.1 Update Docker configuration
  - [ ] 10.1.1 Add new dependencies to Dockerfile
  - [ ] 10.1.2 Configure GPU support
  - [ ] 10.1.3 Update volume mappings
- [ ] 10.2 Update environment variables
  - [ ] 10.2.1 Add processing track settings
  - [ ] 10.2.2 Configure GPU memory limits
  - [ ] 10.2.3 Add feature flags
- [ ] 10.3 Create migration plan
  - [ ] 10.3.1 Plan for existing data migration
  - [ ] 10.3.2 Create rollback procedures
  - [ ] 10.3.3 Document breaking changes

## Completion Checklist
- [ ] All unit tests passing
- [ ] Integration tests passing
- [ ] Performance benchmarks acceptable
- [ ] Documentation complete
- [ ] Code reviewed
- [ ] Deployment tested in staging

## Future Improvements
The following improvements are identified but not part of this change proposal:

### Batch Processing Enhancement
- **Related to**: Section 3.1.2 (Enable batch processing for GPU efficiency)
- **Description**: Implement true batch inference by sending multiple pages or documents to PaddleOCR simultaneously
- **Benefits**: Better GPU utilization, reduced overhead from model switching
- **Requirements**: Queue management, memory-aware batching, result aggregation
- **Recommendation**: Create a separate change proposal when ready to implement