🌟 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 #16709
- Update
workouts_monitoring
solution by @RizwanMunawar in #16706 - Ultralytics Code Refactor https://ultralytics.com/actions by @pderrenger in #16712
- Update W&B docs. by @Y-T-G in #16708
- Update
heatmaps
solution by @RizwanMunawar in #16720 ultralytics 8.3.6
improvecollect_system_info
by @glenn-jocher in #16722
Full Changelog: v8.3.5...v8.3.6