tensorflow/models

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official/projects/maskconver/modeling/layers/maskconver_head.py

Summary

Maintainability
C
1 day
Test Coverage

Function __init__ has 23 arguments (exceeds 4 allowed). Consider refactoring.
Open

  def __init__(
Severity: Major
Found in official/projects/maskconver/modeling/layers/maskconver_head.py - About 2 hrs to fix

    File maskconver_head.py has 276 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/projects/maskconver/modeling/layers/maskconver_head.py - About 2 hrs to fix

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

        def call(self, inputs):
          """Forward pass of the segmentation head.
      
          It supports both a tuple of 2 tensors or 2 dictionaries. The first is
          backbone endpoints, and the second is decoder endpoints. When inputs are
      Severity: Minor
      Found in official/projects/maskconver/modeling/layers/maskconver_head.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 build has a Cognitive Complexity of 12 (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
          if self._config_dict['use_layer_norm']:
      Severity: Minor
      Found in official/projects/maskconver/modeling/layers/maskconver_head.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 __init__ has 6 arguments (exceeds 4 allowed). Consider refactoring.
      Open

        def __init__(
      Severity: Minor
      Found in official/projects/maskconver/modeling/layers/maskconver_head.py - About 45 mins to fix

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