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official/projects/yolo/modeling/decoders/yolo_decoder.py

Summary

Maintainability
D
2 days
Test Coverage

File yolo_decoder.py has 528 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/projects/yolo/modeling/decoders/yolo_decoder.py - About 1 day to fix

    Function __init__ has 20 arguments (exceeds 4 allowed). Consider refactoring.
    Open

      def __init__(self,
    Severity: Major
    Found in official/projects/yolo/modeling/decoders/yolo_decoder.py - About 2 hrs to fix

      Function __init__ has 16 arguments (exceeds 4 allowed). Consider refactoring.
      Open

        def __init__(self,
      Severity: Major
      Found in official/projects/yolo/modeling/decoders/yolo_decoder.py - About 2 hrs to fix

        Function __init__ has 15 arguments (exceeds 4 allowed). Consider refactoring.
        Open

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

          Function build has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
          Open

            def build(self, inputs):
              """Use config dictionary to generate all important attributes for head.
          
              Args:
                inputs: dictionary of the shape of input args as a dictionary of lists.
          Severity: Minor
          Found in official/projects/yolo/modeling/decoders/yolo_decoder.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 build_yolo_decoder has a Cognitive Complexity of 8 (exceeds 5 allowed). Consider refactoring.
          Open

          def build_yolo_decoder(
              input_specs: Mapping[str, tf.TensorShape],
              model_config: hyperparams.Config,
              l2_regularizer: Optional[tf_keras.regularizers.Regularizer] = None,
              **kwargs) -> Union[None, tf_keras.Model, tf_keras.layers.Layer]:
          Severity: Minor
          Found in official/projects/yolo/modeling/decoders/yolo_decoder.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 get_raw_depths has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
          Open

            def get_raw_depths(self, minimum_depth, inputs):
              """Calculates the unscaled depths of the FPN branches.
          
              Args:
                minimum_depth: `int` depth of the smallest branch of the FPN.
          Severity: Minor
          Found in official/projects/yolo/modeling/decoders/yolo_decoder.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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