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research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py

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F
1 wk
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File ssd_efficientnet_bifpn_feature_extractor.py has 896 lines of code (exceeds 250 allowed). Consider refactoring.
Open

# Copyright 2020 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

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

      def __init__(self,

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

        def __init__(self,

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

          def __init__(self,

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

            def __init__(self,

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

              def __init__(self,

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

                def __init__(self,

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

                  def __init__(self,

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

                    def __init__(self,

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

                      def __init__(self,

                      Function __init__ has 26 lines of code (exceeds 25 allowed). Consider refactoring.
                      Open

                        def __init__(self,
                                     is_training,
                                     depth_multiplier,
                                     min_depth,
                                     pad_to_multiple,

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

                          def __init__(self,
                                       is_training,
                                       depth_multiplier,
                                       min_depth,
                                       pad_to_multiple,

                        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

                        Similar blocks of code found in 8 locations. Consider refactoring.
                        Open

                        class SSDEfficientNetB7BiFPNKerasFeatureExtractor(
                            SSDEfficientNetBiFPNKerasFeatureExtractor):
                          """SSD Keras EfficientNet-b7 BiFPN Feature Extractor."""
                        
                          def __init__(self,
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 254..322
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 344..412
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 434..503
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 525..594
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 616..685
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 707..776
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 798..872

                        Duplicated Code

                        Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                        Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                        When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                        Tuning

                        This issue has a mass of 111.

                        We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                        The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                        If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                        See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                        Refactorings

                        Further Reading

                        Similar blocks of code found in 8 locations. Consider refactoring.
                        Open

                        class SSDEfficientNetB2BiFPNKerasFeatureExtractor(
                            SSDEfficientNetBiFPNKerasFeatureExtractor):
                          """SSD Keras EfficientNet-b2 BiFPN (EfficientDet-d2) Feature Extractor."""
                        
                          def __init__(self,
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 254..322
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 344..412
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 525..594
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 616..685
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 707..776
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 798..872
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 894..963

                        Duplicated Code

                        Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                        Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                        When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                        Tuning

                        This issue has a mass of 111.

                        We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                        The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                        If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                        See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                        Refactorings

                        Further Reading

                        Similar blocks of code found in 8 locations. Consider refactoring.
                        Open

                        class SSDEfficientNetB0BiFPNKerasFeatureExtractor(
                            SSDEfficientNetBiFPNKerasFeatureExtractor):
                          """SSD Keras EfficientNet-b0 BiFPN (EfficientDet-d0) Feature Extractor."""
                        
                          def __init__(self,
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 344..412
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 434..503
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 525..594
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 616..685
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 707..776
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 798..872
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 894..963

                        Duplicated Code

                        Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                        Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                        When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                        Tuning

                        This issue has a mass of 111.

                        We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                        The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                        If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                        See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                        Refactorings

                        Further Reading

                        Similar blocks of code found in 8 locations. Consider refactoring.
                        Open

                        class SSDEfficientNetB5BiFPNKerasFeatureExtractor(
                            SSDEfficientNetBiFPNKerasFeatureExtractor):
                          """SSD Keras EfficientNet-b5 BiFPN (EfficientDet-d5) Feature Extractor."""
                        
                          def __init__(self,
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 254..322
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 344..412
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 434..503
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 525..594
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 616..685
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 798..872
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 894..963

                        Duplicated Code

                        Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                        Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                        When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                        Tuning

                        This issue has a mass of 111.

                        We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                        The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                        If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                        See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                        Refactorings

                        Further Reading

                        Similar blocks of code found in 8 locations. Consider refactoring.
                        Open

                        class SSDEfficientNetB6BiFPNKerasFeatureExtractor(
                            SSDEfficientNetBiFPNKerasFeatureExtractor):
                          """SSD Keras EfficientNet-b6 BiFPN (EfficientDet-d[6,7]) Feature Extractor."""
                        
                          def __init__(self,
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 254..322
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 344..412
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 434..503
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 525..594
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 616..685
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 707..776
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 894..963

                        Duplicated Code

                        Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                        Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                        When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                        Tuning

                        This issue has a mass of 111.

                        We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                        The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                        If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                        See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                        Refactorings

                        Further Reading

                        Similar blocks of code found in 8 locations. Consider refactoring.
                        Open

                        class SSDEfficientNetB1BiFPNKerasFeatureExtractor(
                            SSDEfficientNetBiFPNKerasFeatureExtractor):
                          """SSD Keras EfficientNet-b1 BiFPN (EfficientDet-d1) Feature Extractor."""
                        
                          def __init__(self,
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 254..322
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 434..503
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 525..594
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 616..685
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 707..776
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 798..872
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 894..963

                        Duplicated Code

                        Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                        Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                        When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                        Tuning

                        This issue has a mass of 111.

                        We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                        The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                        If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                        See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                        Refactorings

                        Further Reading

                        Similar blocks of code found in 8 locations. Consider refactoring.
                        Open

                        class SSDEfficientNetB3BiFPNKerasFeatureExtractor(
                            SSDEfficientNetBiFPNKerasFeatureExtractor):
                          """SSD Keras EfficientNet-b3 BiFPN (EfficientDet-d3) Feature Extractor."""
                        
                          def __init__(self,
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 254..322
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 344..412
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 434..503
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 616..685
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 707..776
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 798..872
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 894..963

                        Duplicated Code

                        Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                        Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                        When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                        Tuning

                        This issue has a mass of 111.

                        We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                        The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                        If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                        See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                        Refactorings

                        Further Reading

                        Similar blocks of code found in 8 locations. Consider refactoring.
                        Open

                        class SSDEfficientNetB4BiFPNKerasFeatureExtractor(
                            SSDEfficientNetBiFPNKerasFeatureExtractor):
                          """SSD Keras EfficientNet-b4 BiFPN (EfficientDet-d4) Feature Extractor."""
                        
                          def __init__(self,
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 254..322
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 344..412
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 434..503
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 525..594
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 707..776
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 798..872
                        research/object_detection/models/ssd_efficientnet_bifpn_feature_extractor.py on lines 894..963

                        Duplicated Code

                        Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

                        Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

                        When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

                        Tuning

                        This issue has a mass of 111.

                        We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

                        The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

                        If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

                        See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

                        Refactorings

                        Further Reading

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