3.2 KiB
3.2 KiB
Implementation Plan
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1. Create Shared Data Manager for inter-process communication
- Implement JSON-based file sharing with atomic writes and file locking
- Create data models for training status, dashboard state, and process status
- Add validation and error handling for all data operations
- Requirements: 2.4, 3.4, 5.2
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2. Implement Async Handler for proper async/await management
- Create centralized async operation handler with single event loop management
- Fix all async/await patterns in dashboard code
- Add proper exception handling for async operations with timeout support
- Requirements: 1.1, 1.2, 1.3, 1.6
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3. Create Isolated Training Process
- Extract training logic into standalone process without UI dependencies
- Implement file-based status reporting and metrics sharing
- Add proper resource cleanup and error handling
- Requirements: 2.1, 2.2, 3.1, 4.5
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4. Create Isolated Dashboard Process
- Refactor dashboard to run independently with file-based data access
- Remove direct memory sharing and threading conflicts with training
- Implement proper process lifecycle management
- Requirements: 2.1, 2.3, 4.1, 4.2
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5. Implement Process Manager
- Create process lifecycle management with subprocess handling
- Add process monitoring, health checks, and automatic restart capabilities
- Implement graceful shutdown with proper cleanup
- Requirements: 2.5, 5.5, 6.1, 6.6
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6. Create Resource Manager
- Implement GPU resource allocation and conflict prevention
- Add memory usage monitoring and resource limits enforcement
- Create separate logging and temporary file management
- Requirements: 3.1, 3.2, 3.5, 3.6
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7. Fix Threading Safety Issues
- Audit and fix all shared data access with proper synchronization
- Implement proper thread cleanup and exception handling
- Remove race conditions and deadlock potential
- Requirements: 4.1, 4.2, 4.3, 4.6
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8. Implement Error Handling and Recovery
- Add comprehensive exception handling with proper logging
- Create automatic retry mechanisms with exponential backoff
- Implement fallback mechanisms and graceful degradation
- Requirements: 5.1, 5.2, 5.3, 5.6
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9. Create System Launcher and Configuration
- Build unified launcher script for both processes
- Create separate configuration files for dashboard and training
- Add environment-specific configuration support
- Requirements: 7.1, 7.2, 7.4, 7.6
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10. Add Monitoring and Diagnostics
- Implement real-time health monitoring for all components
- Create detailed diagnostic logging with structured format
- Add performance metrics collection and resource usage tracking
- Requirements: 6.1, 6.2, 6.3, 6.5
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11. Create Integration Tests
- Write tests for inter-process communication and data sharing
- Test process lifecycle management and error recovery
- Validate resource conflict resolution and stability improvements
- Requirements: 5.4, 5.5, 6.4, 8.1
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12. Update Documentation and Migration Guide
- Document new architecture and deployment procedures
- Create migration guide from existing system
- Add troubleshooting guide for common stability issues
- Requirements: 8.2, 8.5, 8.6