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