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Bugfix in RandomRain #2334

Merged
merged 2 commits into from
Feb 7, 2025
Merged

Bugfix in RandomRain #2334

merged 2 commits into from
Feb 7, 2025

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ternaus
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@ternaus ternaus commented Feb 7, 2025

Summary by Sourcery

Add tests for the RandomRain augmentation to ensure the slant parameter behaves as expected.

Tests:

  • Add tests to verify the slant range of the rain drops generated by RandomRain.
  • Add visual tests to confirm the slant direction of the rain drops is consistent with the slant parameter.

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sourcery-ai bot commented Feb 7, 2025

Reviewer's Guide by Sourcery

This pull request addresses a bug in the RandomRain augmentation by changing the mechanism for generating the rain slant and adding extensive tests for validation. The tests ensure that the generated slant values are within specified bounds, vary appropriately, and that the visual effect aligns with the expected slant direction.

Updated class diagram for RandomRain augmentation

classDiagram
    class RandomRain {
      +get_params_dependent_on_data()
      -py_random
      -slant_range
      -random_generator
    }
    note for RandomRain "Changed slant calculation to use py_random.randint(*slant_range)\ninstead of random_generator.integers(-width // 50, width // 50)."
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File-Level Changes

Change Details Files
New tests added to validate RandomRain slant behavior.
  • Added a parameterized test to verify that the randomly generated slants using various ranges are within the expected limits and show sufficient variation across multiple runs.
  • Added a visual verification test to check that rain drops drawn with fixed slant values render in the correct direction by analyzing the distribution of non-white pixels in the output image.
tests/test_augmentations.py
Modified the slant calculation in the RandomRain transform.
  • Replaced the use of self.random_generator.integers with self.py_random.randint utilizing the specified slant_range, ensuring that the slant generation aligns with user input.
  • Adjusted parameter handling in the transform to support the new method of random number generation for slant values.
albumentations/augmentations/transforms.py

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Hey @ternaus - I've reviewed your changes - here's some feedback:

Overall Comments:

  • Consider extracting the repeated transform and seed setup in the tests into a helper function to reduce duplication.
  • Review the slope calculation in test_random_rain_visual_effect, as using only leftmost and rightmost points might be sensitive to outliers.
Here's what I looked at during the review
  • 🟢 General issues: all looks good
  • 🟢 Security: all looks good
  • 🟢 Testing: all looks good
  • 🟢 Complexity: all looks good
  • 🟢 Documentation: all looks good

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@ternaus ternaus merged commit c650a54 into main Feb 7, 2025
14 checks passed
@ternaus ternaus deleted the fix_random_rain branch February 7, 2025 20:35
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