# Implementation Plan

- [x] 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_





- [ ] 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_

- [ ] 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_

- [ ] 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_

- [ ] 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_

- [ ] 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_

- [ ] 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_

- [ ] 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_

- [ ] 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_

- [ ] 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_

- [ ] 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_

- [ ] 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_