Ultralytics YOLO

🌟 Summary

The latest release, v8.3.6, primarily enhances system information logging by including detailed GPU data and various improvements in system monitoring and logging functionalities.

📊 Key Changes

• Version Update: The software version is now updated from 8.3.5 to 8.3.6.
• Detailed GPU Information: Inclusion of a get_gpu_info function to fetch GPU specifics.
• Enhanced System Monitoring: Increased comprehensiveness in the collect_system_info module to detail hardware like disk usage.
• Improved Training Logs: Logging training durations and performance metrics for clearer insights.
• Workflow Updates: Modified PyPI publication workflow to add trusted publishing and streamline tasks.
• Solutions Update: Refined solutions such as workout monitoring and heatmaps for easier integration and use.
• Refactored Code: Improved code readability, performance optimizations, and removed redundancies.

🎯 Purpose & Impact

• Enhanced Troubleshooting: By logging more hardware details, users can quickly diagnose and optimize performance issues. 💻
• Improved System Efficiency: Optimizing PyPI workflows and internal code makes the system more efficient and less prone to errors. 🚀
• User Clarity: Enhanced training and system logs provide users with better tracking of model performance and durations, aiding normalization and analysis. 📊
• Simplified User Experience: Updates to model solution setups allow users to easily integrate and use features without deep technical modifications. 💡
• Security & Maintenance: Improved package publishing security through the GitHub Actions workflow ensures safer deployments. 🔒

This release focuses on enhancing user experience, improving performance insights, and strengthening system robustness with better hardware integration and easier workflow for developers and users alike.

What's Changed

• Update PyPI to trusted publisher by @glenn-jocher in https://github.com/ultralytics/ultralytics/pull/16709
• Update workouts_monitoring solution by @RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/16706
• Ultralytics Code Refactor https://ultralytics.com/actions by @pderrenger in https://github.com/ultralytics/ultralytics/pull/16712
• Update W&B docs. by @Y-T-G in https://github.com/ultralytics/ultralytics/pull/16708
• Update heatmaps solution by @RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/16720
• ultralytics 8.3.6 improve collect_system_info by @glenn-jocher in https://github.com/ultralytics/ultralytics/pull/16722

Full Changelog: https://github.com/ultralytics/ultralytics/compare/v8.3.5...v8.3.6