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official/vision/modeling/factory.py

Summary

Maintainability
C
1 day
Test Coverage

File factory.py has 375 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/vision/modeling/factory.py - About 5 hrs to fix

    Function build_maskrcnn has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
    Open

    def build_maskrcnn(input_specs: tf_keras.layers.InputSpec,
                   model_config: maskrcnn_cfg.MaskRCNN,
                   l2_regularizer: Optional[
                       tf_keras.regularizers.Regularizer] = None,
                   backbone: Optional[tf_keras.Model] = None,
    Severity: Minor
    Found in official/vision/modeling/factory.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_maskrcnn has 28 lines of code (exceeds 25 allowed). Consider refactoring.
    Open

    def build_maskrcnn(input_specs: tf_keras.layers.InputSpec,
                   model_config: maskrcnn_cfg.MaskRCNN,
                   l2_regularizer: Optional[
                       tf_keras.regularizers.Regularizer] = None,
                   backbone: Optional[tf_keras.Model] = None,
    Severity: Minor
    Found in official/vision/modeling/factory.py - About 1 hr to fix

      Function build_retinanet has 7 arguments (exceeds 4 allowed). Consider refactoring.
      Open

      def build_retinanet(
      Severity: Major
      Found in official/vision/modeling/factory.py - About 50 mins to fix

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

        def build_maskrcnn(input_specs: tf_keras.layers.InputSpec,
        Severity: Minor
        Found in official/vision/modeling/factory.py - About 35 mins to fix

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

          def build_classification_model(
          Severity: Minor
          Found in official/vision/modeling/factory.py - About 35 mins to fix

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

            def build_segmentation_model(
            Severity: Minor
            Found in official/vision/modeling/factory.py - About 35 mins to fix

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

              def build_retinanet(
    input_specs: tf_keras.layers.InputSpec,
    model_config: retinanet_cfg.RetinaNet,
    l2_regularizer: Optional[tf_keras.regularizers.Regularizer] = None,
    backbone: Optional[tf_keras.Model] = None,
              Severity: Minor
              Found in official/vision/modeling/factory.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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