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official/projects/yolo/modeling/backbones/darknet.py

Summary

Maintainability
D
2 days
Test Coverage

File darknet.py has 616 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/backbones/darknet.py - About 1 day to fix

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

      def __init__(
    Severity: Major
    Found in official/projects/yolo/modeling/backbones/darknet.py - About 2 hrs to fix

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

        def _build_struct(self, net, inputs):
    if self._use_reorg_input:
      inputs = nn_blocks.Reorg()(inputs)
      net[0].filters = net[1].filters
      net[0].output_name = net[1].output_name
      Severity: Minor
      Found in official/projects/yolo/modeling/backbones/darknet.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 14 arguments (exceeds 4 allowed). Consider refactoring.
      Open

        def __init__(self, layer, stack, reps, bottleneck, filters, pool_size,
      Severity: Major
      Found in official/projects/yolo/modeling/backbones/darknet.py - About 1 hr to fix

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

          def _csp_stack(self, inputs, config, name):
    if config.bottleneck:
      csp_filter_scale = 1
      residual_filter_scale = 2
      scale_filters = 1
        Severity: Minor
        Found in official/projects/yolo/modeling/backbones/darknet.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 _residual_stack has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
        Open

          def _residual_stack(self, inputs, config, name):
    self._default_dict['activation'] = self._get_activation(config.activation)
    self._default_dict['name'] = f'{name}_residual_down'
    if self._dilate:
      self._default_dict['dilation_rate'] = config.dilation_rate
        Severity: Minor
        Found in official/projects/yolo/modeling/backbones/darknet.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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