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official/vision/modeling/heads/segmentation_heads.py

Summary

Maintainability
D
1 day
Test Coverage

File segmentation_heads.py has 408 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: Minor
Found in official/vision/modeling/heads/segmentation_heads.py - About 5 hrs to fix

    Function __init__ has 21 arguments (exceeds 4 allowed). Consider refactoring.
    Open

      def __init__(
    Severity: Major
    Found in official/vision/modeling/heads/segmentation_heads.py - About 2 hrs to fix

      Function call has a Cognitive Complexity of 17 (exceeds 5 allowed). Consider refactoring.
      Open

        def call(self, inputs: Tuple[Union[tf.Tensor, Mapping[str, tf.Tensor]],
                               Union[tf.Tensor, Mapping[str, tf.Tensor]]]):
    """Forward pass of the segmentation head.

    It supports both a tuple of 2 tensors or 2 dictionaries. The first is
      Severity: Minor
      Found in official/vision/modeling/heads/segmentation_heads.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 __init__ has 14 arguments (exceeds 4 allowed). Consider refactoring.
      Open

        def __init__(
      Severity: Major
      Found in official/vision/modeling/heads/segmentation_heads.py - About 1 hr to fix

        Function build has a Cognitive Complexity of 8 (exceeds 5 allowed). Consider refactoring.
        Open

          def build(self, input_shape: Union[tf.TensorShape, List[tf.TensorShape]]):
    """Creates the variables of the mask scoring head."""
    conv_op = tf_keras.layers.Conv2D
    conv_kwargs = {
        'filters': self._config_dict['num_filters'],
        Severity: Minor
        Found in official/vision/modeling/heads/segmentation_heads.py - About 45 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 build has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
        Open

          def build(self, input_shape: Union[tf.TensorShape, List[tf.TensorShape]]):
    """Creates the variables of the segmentation head."""
    use_depthwise_convolution = self._config_dict['use_depthwise_convolution']
    conv_op = tf_keras.layers.Conv2D
    bn_op = tf_keras.layers.BatchNormalization
        Severity: Minor
        Found in official/vision/modeling/heads/segmentation_heads.py - About 35 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

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