pypi ultralytics 8.3.115
v8.3.115 - `ultralytics 8.3.115` TIFF image RGB training and prediction support (#20301)

latest releases: 8.3.196, 8.3.195, 8.3.194...
4 months ago

๐ŸŒŸ Summary

Ultralytics 8.3.115 brings improved TIFF image support, enhanced documentation, better data loading diagnostics, and fixes for distributed trainingโ€”making the platform more robust and user-friendly. ๐Ÿš€

๐Ÿ“Š Key Changes

  • ๐Ÿ–ผ๏ธ TIFF Image Support: Improved handling of TIFF/TIF images, especially single-frame RGB files, ensuring reliable training and prediction with these formats.
  • โšก Data Loading Diagnostics: Added warnings for slow disk read speeds, helping users quickly identify and resolve data bottlenecks.
  • ๐Ÿ› ๏ธ Distributed Training Fix: Corrected device assignment in multi-node, multi-GPU setups for smoother distributed training.
  • ๐Ÿ“š Documentation Enhancements:
    • Updated YOLOE model usage examples to reflect the latest YOLO11 models and best practices.
    • Expanded Google-style docstring guidelines for clearer, more consistent code documentation.
    • Refined code formatting in documentation for improved readability.

๐ŸŽฏ Purpose & Impact

  • Broader Image Compatibility: Users can now confidently use TIFF images (including RGB) in their projects without errors, supporting a wider range of datasets and workflows.
  • Faster Troubleshooting: New disk speed checks make it easier to spot and fix slow data loading, leading to smoother training and evaluation.
  • Seamless Distributed Training: Fixes prevent errors in advanced multi-node GPU setups, ensuring reliable scaling for large projects.
  • Better Learning & Contribution: Improved documentation and examples help both new and experienced users get started quickly and contribute high-quality code.
  • Backward Compatibility: All updates are designed to work smoothly with existing projects, minimizing disruption.

โœจ This release is all about making Ultralytics more reliable, accessible, and efficient for everyone!

What's Changed

New Contributors

Full Changelog: v8.3.114...v8.3.115

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