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research/object_detection/predictors/heads/box_head.py

Summary

Maintainability
D
1 day
Test Coverage

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

  def __init__(self,
Severity: Major
Found in research/object_detection/predictors/heads/box_head.py - About 50 mins to fix

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

      def __init__(self,
    Severity: Minor
    Found in research/object_detection/predictors/heads/box_head.py - About 35 mins to fix

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

        def __init__(self,
      Severity: Minor
      Found in research/object_detection/predictors/heads/box_head.py - About 35 mins to fix

        Similar blocks of code found in 2 locations. Consider refactoring.
        Open

          def __init__(self,
               box_code_size,
               kernel_size=3,
               use_depthwise=False,
               box_encodings_clip_range=None,
        Severity: Major
        Found in research/object_detection/predictors/heads/box_head.py and 1 other location - About 3 hrs to fix
        research/object_detection/predictors/heads/box_head.py on lines 119..150

        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 73.

        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 2 locations. Consider refactoring.
        Open

          def __init__(self,
               is_training,
               box_code_size,
               kernel_size,
               use_depthwise=False,
        Severity: Major
        Found in research/object_detection/predictors/heads/box_head.py and 1 other location - About 3 hrs to fix
        research/object_detection/predictors/heads/box_head.py on lines 209..240

        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 73.

        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 3 locations. Consider refactoring.
        Open

          def __init__(self,
               is_training,
               num_classes,
               fc_hyperparams_fn,
               use_dropout,
        Severity: Major
        Found in research/object_detection/predictors/heads/box_head.py and 2 other locations - About 3 hrs to fix
        research/object_detection/models/faster_rcnn_resnet_v1_fpn_keras_feature_extractor.py on lines 39..68
        research/object_detection/predictors/heads/mask_head.py on lines 291..321

        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 65.

        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 2 locations. Consider refactoring.
        Open

              box_encodings = slim.separable_conv2d(
          net, None, [self._kernel_size, self._kernel_size],
        Severity: Minor
        Found in research/object_detection/predictors/heads/box_head.py and 1 other location - About 50 mins to fix
        research/object_detection/predictors/heads/mask_head.py on lines 256..257

        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 36.

        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

        Identical blocks of code found in 4 locations. Consider refactoring.
        Open

            if self._box_encodings_clip_range is not None:
      box_encodings = tf.clip_by_value(
          box_encodings, self._box_encodings_clip_range.min,
          self._box_encodings_clip_range.max)
        Severity: Major
        Found in research/object_detection/predictors/heads/box_head.py and 3 other locations - About 35 mins to fix
        research/object_detection/predictors/heads/box_head.py on lines 191..194
        research/object_detection/predictors/heads/keras_box_head.py on lines 130..133
        research/object_detection/predictors/heads/keras_box_head.py on lines 338..341

        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 33.

        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

        Identical blocks of code found in 4 locations. Consider refactoring.
        Open

            if self._box_encodings_clip_range is not None:
      box_encodings = tf.clip_by_value(
          box_encodings, self._box_encodings_clip_range.min,
          self._box_encodings_clip_range.max)
        Severity: Major
        Found in research/object_detection/predictors/heads/box_head.py and 3 other locations - About 35 mins to fix
        research/object_detection/predictors/heads/box_head.py on lines 274..277
        research/object_detection/predictors/heads/keras_box_head.py on lines 130..133
        research/object_detection/predictors/heads/keras_box_head.py on lines 338..341

        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 33.

        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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