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# Business Logic Specification
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## Overview
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AI StyleGallery is a web application that enables users to transform their uploaded images using various AI-generated artistic styles through integration with external AI services.
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## Core Business Requirements
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### Primary User Journey
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1. **Image Upload**: Users can upload personal images to their gallery
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2. **Style Selection**: Users can browse and select from available AI artistic styles
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3. **AI Processing**: Selected images are sent to external AI services for style transformation
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4. **Result Management**: Users can view styled results and choose to keep (make permanent) or discard them
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5. **Gallery Management**: Users can view their collection of original and styled images
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### Key Business Rules
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- **Image Privacy**: Images are private by default, users control visibility
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- **Temporary Processing**: AI-styled images are initially temporary until user confirms
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- **Style Availability**: Only enabled styles from active AI models are available to users
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- **Provider Flexibility**: Support multiple AI service providers (ComfyUI, RunwareAI, etc.)
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- **Real-time Progress**: Users receive real-time updates during AI processing
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## Core Business Workflows
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### 1. Image Style Transformation Workflow
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#### Process Flow
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```
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User selects image → Opens context menu → Chooses "Change Style" →
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Browses style selector → Selects style → Initiates AI processing →
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Receives real-time progress updates → Views styled result →
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Chooses to keep or discard the styled image
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```
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#### Technical Implementation
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- Frontend captures user selection via Vue.js components
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- Backend validates request and loads appropriate AI plugin
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- Plugin handles communication with external AI service
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- Real-time progress tracked via WebSocket (ComfyUI) or polling (other providers)
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- Styled image saved to storage and database record created
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- User notified of completion and can manage result
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#### Success Criteria
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- Processing completes within reasonable time (typically 30-180 seconds)
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- User receives clear progress feedback during processing
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- Styled image maintains acceptable quality and resolution
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- User can easily keep or discard results
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### 2. Gallery Management Workflow
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#### Image Synchronization
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- Automatic sync between filesystem and database
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- Missing files removed from database
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- New files added to database with metadata
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- Maintains data consistency across application restarts
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#### Visibility Rules
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- **Public Images**: Visible to all users
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- **Private Images**: Only visible to image owner
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- **Temporary Images**: Visible to owner during processing/review period
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- **Authenticated Users**: See all their own images
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- **Unauthenticated Users**: See only public images and their temporary results
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### 3. Admin Management Workflow
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#### Content Management
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- **Styles**: Create, edit, enable/disable artistic styles
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- **AI Models**: Configure available AI models and their parameters
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- **API Providers**: Set up connections to external AI services
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- **Users**: Manage user accounts and assign roles
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- **Settings**: Configure application-wide settings
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#### Quality Assurance
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- Preview images for styles before publishing
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- Test connections to AI services
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- Monitor processing success rates
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- Manage storage and cleanup old temporary files
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## Business Entities & Relationships
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### Primary Entities
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- **Users**: Account holders with roles and preferences
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- **Images**: Uploaded files with metadata and processing status
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- **Styles**: AI artistic styles with prompts and parameters
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- **AI Models**: Specific AI models (e.g., Stable Diffusion variants)
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- **API Providers**: External AI services (ComfyUI, RunwareAI, etc.)
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### Key Relationships
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- **User → Images**: One-to-many (users own multiple images)
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- **Image → Style**: Many-to-one (multiple images can use same style)
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- **Style → AI Model**: Many-to-one (multiple styles can use same model)
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- **AI Model → API Provider**: Many-to-one (multiple models can use same provider)
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- **Image → Original Image**: Self-referencing (styled images reference originals)
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## Business Constraints & Validation Rules
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### Data Validation
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- **Image Files**: Must be valid image formats (JPEG, PNG, WebP), max 10MB
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- **Style Prompts**: Required text describing desired artistic transformation
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- **API URLs**: Must be valid, accessible endpoints
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- **User Email**: Must be unique and valid format
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### Business Rules
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- **Temporary Image Expiry**: Styled images expire if not kept within timeframe
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- **Storage Limits**: Maximum storage per user or globally
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- **API Rate Limits**: Respect external service limitations
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- **Processing Queue**: Handle multiple simultaneous requests appropriately
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## Success Metrics
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### User Experience
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- **Processing Speed**: Average time under 60 seconds for style transformation
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- **Success Rate**: 95%+ successful transformations
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- **User Retention**: Users return and process multiple images
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- **Feature Adoption**: High usage of style transformation features
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### Technical Performance
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- **System Uptime**: 99.5%+ availability
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- **Response Times**: Gallery loads under 2 seconds
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- **Error Rates**: Under 1% processing failures
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- **Storage Efficiency**: Automatic cleanup of unused temporary files
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## Future Enhancement Opportunities
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### Potential Features
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- **Batch Processing**: Apply styles to multiple images simultaneously
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- **Style Chaining**: Apply multiple styles in sequence
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- **Custom Styles**: User-created style presets
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- **Social Features**: Share styled images with other users
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- **Advanced Filters**: Search and filter gallery by style, date, etc.
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- **Mobile Optimization**: Enhanced mobile experience
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- **API Access**: Third-party integrations via API
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### Scalability Considerations
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- **Multiple AI Providers**: Load balancing across providers
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- **CDN Integration**: Faster image delivery globally
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- **Database Optimization**: Handle large numbers of images efficiently
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- **Caching Strategy**: Reduce redundant AI processing
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