Fixes #1557
Fixes #1557
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PR Type: Enhancement
PR Summary: The pull request introduces enhancements to the MixUp transformation in the albumentations library, focusing on improving type safety, error handling, and extending functionality to handle different data types more robustly. It modifies the handling of reference data, clarifies the behavior when no reference data is provided, and introduces checks to ensure the correct data types are used. Additionally, it updates the handling of bounding boxes and keypoints to raise NotImplementedError, indicating areas for future development.
Decision: Comment
📝 Type: 'Enhancement' - not supported yet.
- Sourcery currently only approves 'Typo fix' PRs.
✅ Issue addressed: this change correctly addresses the issue or implements the desired feature.
No details provided.
✅ Small diff: the diff is small enough to approve with confidence.
No details provided.
General suggestions:
- Consider adding more precise type hints for
reference_datato ensure type safety and prevent runtime errors due to incorrect data structures. - It would be beneficial to include more comprehensive tests, especially focusing on the new or modified methods such as
apply_to_global_label,apply_to_bboxes, andapply_to_keypoints, to ensure they behave as expected under various conditions. - Given the changes to error handling and type checking, ensure that the documentation is updated accordingly to reflect these changes and guide users on how to correctly use the modified functionality.
- Review the implementation of the
MixUpclass to ensure that it gracefully handles cases wherereference_datais None or an empty list, as these scenarios seem to be a significant focus of the changes.
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