tensorflow/models

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official/projects/basnet/modeling/basnet_model.py

Summary

Maintainability
C
1 day
Test Coverage

File basnet_model.py has 363 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/basnet/modeling/basnet_model.py - About 4 hrs to fix

    Function __init__ has 10 arguments (exceeds 4 allowed). Consider refactoring.
    Open

      def __init__(self,
    Severity: Major
    Found in official/projects/basnet/modeling/basnet_model.py - About 1 hr to fix

      Function __init__ has 10 arguments (exceeds 4 allowed). Consider refactoring.
      Open

        def __init__(
      Severity: Major
      Found in official/projects/basnet/modeling/basnet_model.py - About 1 hr to fix

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

          def _block_group(self,
        Severity: Minor
        Found in official/projects/basnet/modeling/basnet_model.py - About 35 mins to fix

          Function __init__ has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
          Open

            def __init__(
                self,
                input_specs=tf_keras.layers.InputSpec(shape=[None, None, None, 3]),
                activation='relu',
                use_sync_bn=False,
          Severity: Minor
          Found in official/projects/basnet/modeling/basnet_model.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

          Function call has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
          Open

            def call(self, backbone_output: Mapping[str, tf.Tensor]):
              """Forward pass of the BASNet decoder.
          
              Args:
                backbone_output: A `dict` of tensors
          Severity: Minor
          Found in official/projects/basnet/modeling/basnet_model.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

          Function build has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
          Open

            def build(self, input_shape):
              """Creates the variables of the BASNet decoder."""
              conv_op = tf_keras.layers.Conv2D
              conv_kwargs = {
                  'kernel_size': 3,
          Severity: Minor
          Found in official/projects/basnet/modeling/basnet_model.py - About 25 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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