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tensorflow/python/keras/layers/convolutional.py

Summary

Maintainability
F
2 wks
Test Coverage

File convolutional.py has 3041 lines of code (exceeds 250 allowed). Consider refactoring.
Open

# Copyright 2015 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 tensorflow/python/keras/layers/convolutional.py - About 1 wk to fix

    Function __init__ has 24 arguments (exceeds 4 allowed). Consider refactoring.
    Open

      def __init__(self,
    Severity: Major
    Found in tensorflow/python/keras/layers/convolutional.py - About 3 hrs to fix

      Function compute_output_shape has a Cognitive Complexity of 20 (exceeds 5 allowed). Consider refactoring.
      Open

        def compute_output_shape(self, input_shape):
          input_shape = tensor_shape.TensorShape(input_shape).as_list()
          if self.data_format == 'channels_first':
            if input_shape[2] is not None:
              dim1 = input_shape[2] + self.padding[0][0] + self.padding[0][1]
      Severity: Minor
      Found in tensorflow/python/keras/layers/convolutional.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 compute_output_shape has a Cognitive Complexity of 20 (exceeds 5 allowed). Consider refactoring.
      Open

        def compute_output_shape(self, input_shape):
          input_shape = tensor_shape.TensorShape(input_shape).as_list()
          # pylint: disable=invalid-unary-operand-type
          if self.data_format == 'channels_first':
            if input_shape[2] is not None:
      Severity: Minor
      Found in tensorflow/python/keras/layers/convolutional.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 21 arguments (exceeds 4 allowed). Consider refactoring.
      Open

        def __init__(self,
      Severity: Major
      Found in tensorflow/python/keras/layers/convolutional.py - About 2 hrs to fix

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

          def __init__(self,
        Severity: Major
        Found in tensorflow/python/keras/layers/convolutional.py - About 2 hrs to fix

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

            def __init__(self,
          Severity: Major
          Found in tensorflow/python/keras/layers/convolutional.py - About 2 hrs to fix

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

              def call(self, inputs):
                # pylint: disable=invalid-unary-operand-type
                if self.data_format == 'channels_first':
                  if self.cropping[0][1] == self.cropping[1][1] == self.cropping[2][1] == 0:
                    return inputs[:, :, self.cropping[0][0]:, self.cropping[1][0]:,
            Severity: Minor
            Found in tensorflow/python/keras/layers/convolutional.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 18 arguments (exceeds 4 allowed). Consider refactoring.
            Open

              def __init__(self,
            Severity: Major
            Found in tensorflow/python/keras/layers/convolutional.py - About 2 hrs to fix

              Function __init__ has 18 arguments (exceeds 4 allowed). Consider refactoring.
              Open

                def __init__(self,
              Severity: Major
              Found in tensorflow/python/keras/layers/convolutional.py - About 2 hrs to fix

                Function __init__ has 18 arguments (exceeds 4 allowed). Consider refactoring.
                Open

                  def __init__(self,
                Severity: Major
                Found in tensorflow/python/keras/layers/convolutional.py - About 2 hrs to fix

                  Function __init__ has 18 arguments (exceeds 4 allowed). Consider refactoring.
                  Open

                    def __init__(self,
                  Severity: Major
                  Found in tensorflow/python/keras/layers/convolutional.py - About 2 hrs to fix

                    Function __init__ has 18 arguments (exceeds 4 allowed). Consider refactoring.
                    Open

                      def __init__(self,
                    Severity: Major
                    Found in tensorflow/python/keras/layers/convolutional.py - About 2 hrs to fix

                      Function __init__ has 18 arguments (exceeds 4 allowed). Consider refactoring.
                      Open

                        def __init__(self,
                      Severity: Major
                      Found in tensorflow/python/keras/layers/convolutional.py - About 2 hrs to fix

                        Function __init__ has 17 arguments (exceeds 4 allowed). Consider refactoring.
                        Open

                          def __init__(self,
                        Severity: Major
                        Found in tensorflow/python/keras/layers/convolutional.py - About 2 hrs to fix

                          Function compute_output_shape has a Cognitive Complexity of 14 (exceeds 5 allowed). Consider refactoring.
                          Open

                            def compute_output_shape(self, input_shape):
                              input_shape = tensor_shape.TensorShape(input_shape).as_list()
                              if self.data_format == 'channels_first':
                                dim1 = self.size[0] * input_shape[
                                    2] if input_shape[2] is not None else None
                          Severity: Minor
                          Found in tensorflow/python/keras/layers/convolutional.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 compute_output_shape has a Cognitive Complexity of 14 (exceeds 5 allowed). Consider refactoring.
                          Open

                            def compute_output_shape(self, input_shape):
                              input_shape = tensor_shape.TensorShape(input_shape).as_list()
                              if self.data_format == 'channels_first':
                                if input_shape[2] is not None:
                                  rows = input_shape[2] + self.padding[0][0] + self.padding[0][1]
                          Severity: Minor
                          Found in tensorflow/python/keras/layers/convolutional.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 call has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
                          Open

                            def call(self, inputs):
                              inputs_shape = array_ops.shape(inputs)
                              batch_size = inputs_shape[0]
                              if self.data_format == 'channels_first':
                                h_axis, w_axis = 2, 3
                          Severity: Minor
                          Found in tensorflow/python/keras/layers/convolutional.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 call has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
                          Open

                            def call(self, inputs):
                              input_shape = inputs.shape
                          
                              if self._is_causal:  # Apply causal padding to inputs for Conv1D.
                                inputs = array_ops.pad(inputs, self._compute_causal_padding(inputs))
                          Severity: Minor
                          Found in tensorflow/python/keras/layers/convolutional.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 call has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
                          Open

                            def call(self, inputs):
                              # pylint: disable=invalid-unary-operand-type
                              if self.data_format == 'channels_first':
                                if self.cropping[0][1] == self.cropping[1][1] == 0:
                                  return inputs[:, :, self.cropping[0][0]:, self.cropping[1][0]:]
                          Severity: Minor
                          Found in tensorflow/python/keras/layers/convolutional.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 compute_output_shape has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
                          Open

                            def compute_output_shape(self, input_shape):
                              input_shape = tensor_shape.TensorShape(input_shape).as_list()
                              # pylint: disable=invalid-unary-operand-type
                              if self.data_format == 'channels_first':
                                return tensor_shape.TensorShape([
                          Severity: Minor
                          Found in tensorflow/python/keras/layers/convolutional.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 compute_output_shape has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
                          Open

                            def compute_output_shape(self, input_shape):
                              input_shape = tensor_shape.TensorShape(input_shape).as_list()
                              if self.data_format == 'channels_first':
                                height = self.size[0] * input_shape[
                                    2] if input_shape[2] is not None else None
                          Severity: Minor
                          Found in tensorflow/python/keras/layers/convolutional.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 call has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
                          Open

                            def call(self, inputs):
                              inputs_shape = array_ops.shape(inputs)
                              batch_size = inputs_shape[0]
                              if self.data_format == 'channels_first':
                                t_axis = 2
                          Severity: Minor
                          Found in tensorflow/python/keras/layers/convolutional.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 call has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
                          Open

                            def call(self, inputs):
                              inputs_shape = array_ops.shape(inputs)
                              batch_size = inputs_shape[0]
                              if self.data_format == 'channels_first':
                                d_axis, h_axis, w_axis = 2, 3, 4
                          Severity: Minor
                          Found in tensorflow/python/keras/layers/convolutional.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 __init__ has 5 arguments (exceeds 4 allowed). Consider refactoring.
                          Open

                            def __init__(self,
                          Severity: Minor
                          Found in tensorflow/python/keras/layers/convolutional.py - About 35 mins to fix

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

                              def build(self, input_shape):
                                input_shape = tensor_shape.TensorShape(input_shape)
                                input_channel = self._get_input_channel(input_shape)
                                if input_channel % self.groups != 0:
                                  raise ValueError(
                            Severity: Minor
                            Found in tensorflow/python/keras/layers/convolutional.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, inputs):
                                if self.padding == 'causal':
                                  inputs = array_ops.pad(inputs, self._compute_causal_padding(inputs))
                                if self.data_format == 'channels_last':
                                  strides = (1,) + self.strides * 2 + (1,)
                            Severity: Minor
                            Found in tensorflow/python/keras/layers/convolutional.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

                            Avoid too many return statements within this function.
                            Open

                                    return inputs[:, :, self.cropping[0][0]:, self.cropping[1][
                            Severity: Major
                            Found in tensorflow/python/keras/layers/convolutional.py - About 30 mins to fix

                              Avoid too many return statements within this function.
                              Open

                                      return inputs[:, :, self.cropping[0][0]:-self.cropping[0][1], self.
                              Severity: Major
                              Found in tensorflow/python/keras/layers/convolutional.py - About 30 mins to fix

                                Avoid too many return statements within this function.
                                Open

                                      return inputs[:, self.cropping[0][0]:-self.cropping[0][1], self.cropping[
                                Severity: Major
                                Found in tensorflow/python/keras/layers/convolutional.py - About 30 mins to fix

                                  Avoid too many return statements within this function.
                                  Open

                                          return inputs[:, self.cropping[0][0]:, self.cropping[1][
                                  Severity: Major
                                  Found in tensorflow/python/keras/layers/convolutional.py - About 30 mins to fix

                                    Avoid too many return statements within this function.
                                    Open

                                            return inputs[:, self.cropping[0][0]:-self.cropping[0][1],
                                    Severity: Major
                                    Found in tensorflow/python/keras/layers/convolutional.py - About 30 mins to fix

                                      Avoid too many return statements within this function.
                                      Open

                                              return inputs[:, self.cropping[0][0]:-self.cropping[0][1],
                                      Severity: Major
                                      Found in tensorflow/python/keras/layers/convolutional.py - About 30 mins to fix

                                        Avoid too many return statements within this function.
                                        Open

                                                return inputs[:, self.cropping[0][0]:-self.cropping[0][1],
                                        Severity: Major
                                        Found in tensorflow/python/keras/layers/convolutional.py - About 30 mins to fix

                                          Avoid too many return statements within this function.
                                          Open

                                                return inputs[:, :, self.cropping[0][0]:-self.cropping[0][1],
                                          Severity: Major
                                          Found in tensorflow/python/keras/layers/convolutional.py - About 30 mins to fix

                                            Avoid too many return statements within this function.
                                            Open

                                                    return inputs[:, self.cropping[0][0]:, self.cropping[1][0]:, :]
                                            Severity: Major
                                            Found in tensorflow/python/keras/layers/convolutional.py - About 30 mins to fix

                                              Avoid too many return statements within this function.
                                              Open

                                                      return inputs[:, :, self.cropping[0][0]:-self.cropping[0][1], self.
                                              Severity: Major
                                              Found in tensorflow/python/keras/layers/convolutional.py - About 30 mins to fix

                                                Avoid too many return statements within this function.
                                                Open

                                                        return inputs[:, self.cropping[0][0]:, self.cropping[1][0]:
                                                Severity: Major
                                                Found in tensorflow/python/keras/layers/convolutional.py - About 30 mins to fix

                                                  Avoid too many return statements within this function.
                                                  Open

                                                          return inputs[:, self.cropping[0][0]:, self.cropping[1][0]:,
                                                  Severity: Major
                                                  Found in tensorflow/python/keras/layers/convolutional.py - About 30 mins to fix

                                                    Avoid too many return statements within this function.
                                                    Open

                                                            return inputs[:, self.cropping[0][0]:, self.cropping[1][0]:
                                                    Severity: Major
                                                    Found in tensorflow/python/keras/layers/convolutional.py - About 30 mins to fix

                                                      Avoid too many return statements within this function.
                                                      Open

                                                              return inputs[:, self.cropping[0][0]:, self.cropping[1][0]:,
                                                      Severity: Major
                                                      Found in tensorflow/python/keras/layers/convolutional.py - About 30 mins to fix

                                                        Avoid too many return statements within this function.
                                                        Open

                                                                return inputs[:, self.cropping[0][
                                                        Severity: Major
                                                        Found in tensorflow/python/keras/layers/convolutional.py - About 30 mins to fix

                                                          Avoid too many return statements within this function.
                                                          Open

                                                                return inputs[:, self.cropping[0][0]:-self.cropping[0][1], self.cropping[
                                                          Severity: Major
                                                          Found in tensorflow/python/keras/layers/convolutional.py - About 30 mins to fix

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

                                                              def __init__(self,
                                                                           filters,
                                                                           kernel_size,
                                                                           strides=(1, 1),
                                                                           padding='valid',
                                                            Severity: Minor
                                                            Found in tensorflow/python/keras/layers/convolutional.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

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

                                                              def __init__(self,
                                                                           filters,
                                                                           kernel_size,
                                                                           strides=(1, 1, 1),
                                                                           padding='valid',
                                                            Severity: Minor
                                                            Found in tensorflow/python/keras/layers/convolutional.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

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

                                                              def _validate_init(self):
                                                                if self.filters is not None and self.filters % self.groups != 0:
                                                                  raise ValueError(
                                                                      'The number of filters must be evenly divisible by the number of '
                                                                      'groups. Received: groups={}, filters={}'.format(
                                                            Severity: Minor
                                                            Found in tensorflow/python/keras/layers/convolutional.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

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

                                                              def __init__(self,
                                                                           filters,
                                                                           kernel_size,
                                                                           strides=1,
                                                                           padding='valid',
                                                            Severity: Minor
                                                            Found in tensorflow/python/keras/layers/convolutional.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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