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official/vision/ops/preprocess_ops.py

Summary

Maintainability
F
4 days
Test Coverage

File preprocess_ops.py has 1023 lines of code (exceeds 250 allowed). Consider refactoring.
Open

# Copyright 2024 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
Severity: Major
Found in official/vision/ops/preprocess_ops.py - About 2 days to fix

    Function resize_image has a Cognitive Complexity of 18 (exceeds 5 allowed). Consider refactoring.
    Open

    def resize_image(
    image: tf.Tensor,
    size: Union[Tuple[int, int], int],
    max_size: Optional[int] = None,
    method: tf.image.ResizeMethod = tf.image.ResizeMethod.BILINEAR,
    Severity: Minor
    Found in official/vision/ops/preprocess_ops.py - About 2 hrs to fix

    Cognitive Complexity

    Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

    A method's cognitive complexity is based on a few simple rules:

    • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
    • Code is considered more complex for each "break in the linear flow of the code"
    • Code is considered more complex when "flow breaking structures are nested"

    Further reading

    Function resize_and_crop_image has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
    Open

    def resize_and_crop_image(
    image,
    desired_size,
    padded_size,
    aug_scale_min=1.0,
    Severity: Minor
    Found in official/vision/ops/preprocess_ops.py - About 1 hr to fix

    Cognitive Complexity

    Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

    A method's cognitive complexity is based on a few simple rules:

    • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
    • Code is considered more complex for each "break in the linear flow of the code"
    • Code is considered more complex when "flow breaking structures are nested"

    Further reading

    Function resize_and_crop_image has 9 arguments (exceeds 4 allowed). Consider refactoring.
    Open

    def resize_and_crop_image(
    Severity: Major
    Found in official/vision/ops/preprocess_ops.py - About 1 hr to fix

      Function resize_and_crop_image_v2 has 8 arguments (exceeds 4 allowed). Consider refactoring.
      Open

      def resize_and_crop_image_v2(
      Severity: Major
      Found in official/vision/ops/preprocess_ops.py - About 1 hr to fix

        Function random_crop has 8 arguments (exceeds 4 allowed). Consider refactoring.
        Open

        def random_crop(
        Severity: Major
        Found in official/vision/ops/preprocess_ops.py - About 1 hr to fix

          Function random_crop_image_with_boxes_and_labels has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
          Open

          def random_crop_image_with_boxes_and_labels(
    img,
    boxes,
    labels,
    min_scale,
          Severity: Minor
          Found in official/vision/ops/preprocess_ops.py - About 55 mins to fix

          Cognitive Complexity

          Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

          A method's cognitive complexity is based on a few simple rules:

          • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
          • Code is considered more complex for each "break in the linear flow of the code"
          • Code is considered more complex when "flow breaking structures are nested"

          Further reading

          Function random_crop_image_with_boxes_and_labels has 7 arguments (exceeds 4 allowed). Consider refactoring.
          Open

          def random_crop_image_with_boxes_and_labels(
          Severity: Major
          Found in official/vision/ops/preprocess_ops.py - About 50 mins to fix

            Function random_crop_image_v2 has 6 arguments (exceeds 4 allowed). Consider refactoring.
            Open

            def random_crop_image_v2(
            Severity: Minor
            Found in official/vision/ops/preprocess_ops.py - About 45 mins to fix

              Function color_jitter has 5 arguments (exceeds 4 allowed). Consider refactoring.
              Open

              def color_jitter(
              Severity: Minor
              Found in official/vision/ops/preprocess_ops.py - About 35 mins to fix

                Function random_horizontal_flip_with_roi has 5 arguments (exceeds 4 allowed). Consider refactoring.
                Open

                def random_horizontal_flip_with_roi(
                Severity: Minor
                Found in official/vision/ops/preprocess_ops.py - About 35 mins to fix

                  Function random_horizontal_flip has 5 arguments (exceeds 4 allowed). Consider refactoring.
                  Open

                  def random_horizontal_flip(
                  Severity: Minor
                  Found in official/vision/ops/preprocess_ops.py - About 35 mins to fix

                    Function resize_and_crop_masks has 5 arguments (exceeds 4 allowed). Consider refactoring.
                    Open

                    def resize_and_crop_masks(
                    Severity: Minor
                    Found in official/vision/ops/preprocess_ops.py - About 35 mins to fix

                      Function random_crop_image has 5 arguments (exceeds 4 allowed). Consider refactoring.
                      Open

                      def random_crop_image(
                      Severity: Minor
                      Found in official/vision/ops/preprocess_ops.py - About 35 mins to fix

                        Function random_vertical_flip has 5 arguments (exceeds 4 allowed). Consider refactoring.
                        Open

                        def random_vertical_flip(
                        Severity: Minor
                        Found in official/vision/ops/preprocess_ops.py - About 35 mins to fix

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