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official/vision/modeling/heads/dense_prediction_heads.py

Summary

Maintainability
F
3 days
Test Coverage

File dense_prediction_heads.py has 634 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/modeling/heads/dense_prediction_heads.py - About 1 day to fix

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

      def _build_prediction_tower(
      self, net_name, predictor_name, conv_op, bn_op, predictor_kwargs
  ):
    """Builds the prediction tower. Convs across levels can be shared or not."""
    convs = []
    Severity: Minor
    Found in official/vision/modeling/heads/dense_prediction_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 18 arguments (exceeds 4 allowed). Consider refactoring.
    Open

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

      Function _build_attribute_net has a Cognitive Complexity of 16 (exceeds 5 allowed). Consider refactoring.
      Open

        def _build_attribute_net(self, conv_op, bn_op):
    self._att_predictors = {}
    self._att_convs = {}
    self._att_norms = {}
      Severity: Minor
      Found in official/vision/modeling/heads/dense_prediction_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 build has a Cognitive Complexity of 15 (exceeds 5 allowed). Consider refactoring.
      Open

        def build(self, input_shape):
    """Creates the variables of the head."""
    conv_op = (tf_keras.layers.SeparableConv2D
               if self._config_dict['use_separable_conv']
               else tf_keras.layers.Conv2D)
      Severity: Minor
      Found in official/vision/modeling/heads/dense_prediction_heads.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 13 arguments (exceeds 4 allowed). Consider refactoring.
      Open

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

        Function _apply_attribute_net has a Cognitive Complexity of 13 (exceeds 5 allowed). Consider refactoring.
        Open

          def _apply_attribute_net(
      self, attributes, level, level_idx, this_level_features, classnet_x
  ):
    prediction_tower_output = {}
    for att_config in self._config_dict['attribute_heads']:
        Severity: Minor
        Found in official/vision/modeling/heads/dense_prediction_heads.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 a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
        Open

          def __init__(
      self,
      min_level: int,
      max_level: int,
      num_classes: int,
        Severity: Minor
        Found in official/vision/modeling/heads/dense_prediction_heads.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_attribute_kwargs has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
        Open

          def _init_attribute_kwargs(self):
    self._attribute_kwargs = []
    for att_config in self._config_dict['attribute_heads']:
      att_type = att_config['type']
      att_size = att_config['size']
        Severity: Minor
        Found in official/vision/modeling/heads/dense_prediction_heads.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 8 (exceeds 5 allowed). Consider refactoring.
        Open

          def call(self, features: Mapping[str, tf.Tensor]):
    """Forward pass of the RetinaNet head.

    Args:
      features: A `dict` of `tf.Tensor` where
        Severity: Minor
        Found in official/vision/modeling/heads/dense_prediction_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 _apply_attribute_net has 5 arguments (exceeds 4 allowed). Consider refactoring.
        Open

          def _apply_attribute_net(
        Severity: Minor
        Found in official/vision/modeling/heads/dense_prediction_heads.py - About 35 mins to fix

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

            def _build_prediction_tower(
          Severity: Minor
          Found in official/vision/modeling/heads/dense_prediction_heads.py - About 35 mins to fix

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