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