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official/legacy/detection/modeling/olnmask_model.py

Summary

Maintainability
F
1 wk
Test Coverage

File olnmask_model.py has 352 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/legacy/detection/modeling/olnmask_model.py - About 4 hrs to fix

    Function build_loss_fn has a Cognitive Complexity of 19 (exceeds 5 allowed). Consider refactoring.
    Open

      def build_loss_fn(self):
    if self._keras_model is None:
      raise ValueError('build_loss_fn() must be called after build_model().')

    filter_fn = self.make_filter_trainable_variables_fn()
    Severity: Minor
    Found in official/legacy/detection/modeling/olnmask_model.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 build_outputs has a Cognitive Complexity of 16 (exceeds 5 allowed). Consider refactoring.
    Open

      def build_outputs(self, inputs, mode):
    is_training = mode == mode_keys.TRAIN
    model_outputs = {}

    image = inputs['image']
    Severity: Minor
    Found in official/legacy/detection/modeling/olnmask_model.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 a Cognitive Complexity of 13 (exceeds 5 allowed). Consider refactoring.
    Open

      def __init__(self, params):
    super(OlnMaskModel, self).__init__(params)

    self._params = params
    Severity: Minor
    Found in official/legacy/detection/modeling/olnmask_model.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 __init__ has 27 lines of code (exceeds 25 allowed). Consider refactoring.
    Open

      def __init__(self, params):
    super(OlnMaskModel, self).__init__(params)

    self._params = params
    Severity: Minor
    Found in official/legacy/detection/modeling/olnmask_model.py - About 1 hr to fix

      Function build_input_layers has a Cognitive Complexity of 8 (exceeds 5 allowed). Consider refactoring.
      Open

        def build_input_layers(self, params, mode):
    is_training = mode == mode_keys.TRAIN
    input_shape = (
        params.olnmask_parser.output_size +
        [params.olnmask_parser.num_channels])
      Severity: Minor
      Found in official/legacy/detection/modeling/olnmask_model.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

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

        def build_input_layers(self, params, mode):
    is_training = mode == mode_keys.TRAIN
    input_shape = (
        params.olnmask_parser.output_size +
        [params.olnmask_parser.num_channels])
      Severity: Major
      Found in official/legacy/detection/modeling/olnmask_model.py and 1 other location - About 2 days to fix
      official/legacy/detection/modeling/maskrcnn_model.py on lines 233..290

      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 293.

      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 build_model(self, params, mode):
    if self._keras_model is None:
      input_layers = self.build_input_layers(self._params, mode)
      outputs = self.model_outputs(input_layers, mode)
      Severity: Major
      Found in official/legacy/detection/modeling/olnmask_model.py and 2 other locations - About 6 hrs to fix
      official/legacy/detection/modeling/maskrcnn_model.py on lines 292..303
      official/legacy/detection/modeling/shapemask_model.py on lines 255..266

      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 101.

      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 2 locations. Consider refactoring.
      Open

          if is_training:
      rpn_rois, classes, mask_targets = self._sample_masks_fn(
          rpn_rois, matched_gt_boxes, matched_gt_classes, matched_gt_indices,
          inputs['gt_masks'])
      mask_targets = tf.stop_gradient(mask_targets)
      Severity: Major
      Found in official/legacy/detection/modeling/olnmask_model.py and 1 other location - About 5 hrs to fix
      official/legacy/detection/modeling/maskrcnn_model.py on lines 155..169

      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 95.

      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 4 locations. Consider refactoring.
      Open

          model_outputs.update({
        'class_outputs':
            tf.nest.map_structure(lambda x: tf.cast(x, tf.float32),
                                  class_outputs),
        'box_outputs':
      Severity: Major
      Found in official/legacy/detection/modeling/olnmask_model.py and 3 other locations - About 3 hrs to fix
      official/legacy/detection/modeling/maskrcnn_model.py on lines 87..93
      official/legacy/detection/modeling/maskrcnn_model.py on lines 131..137
      official/legacy/detection/modeling/olnmask_model.py on lines 122..128

      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 63.

      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 2 locations. Consider refactoring.
      Open

          if is_training:
      model_outputs.update({
          'mask_outputs':
              tf.nest.map_structure(lambda x: tf.cast(x, tf.float32),
                                    mask_outputs),
      Severity: Major
      Found in official/legacy/detection/modeling/olnmask_model.py and 1 other location - About 3 hrs to fix
      official/legacy/detection/modeling/maskrcnn_model.py on lines 176..183

      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 63.

      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 4 locations. Consider refactoring.
      Open

          model_outputs.update({
        'rpn_score_outputs':
            tf.nest.map_structure(lambda x: tf.cast(x, tf.float32),
                                  rpn_score_outputs),
        'rpn_box_outputs':
      Severity: Major
      Found in official/legacy/detection/modeling/olnmask_model.py and 3 other locations - About 3 hrs to fix
      official/legacy/detection/modeling/maskrcnn_model.py on lines 87..93
      official/legacy/detection/modeling/maskrcnn_model.py on lines 131..137
      official/legacy/detection/modeling/olnmask_model.py on lines 209..215

      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 63.

      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 2 locations. Consider refactoring.
      Open

          input_anchor = anchor.Anchor(self._params.architecture.min_level,
                                 self._params.architecture.max_level,
                                 self._params.anchor.num_scales,
                                 self._params.anchor.aspect_ratios,
                                 self._params.anchor.anchor_size,
      Severity: Major
      Found in official/legacy/detection/modeling/olnmask_model.py and 1 other location - About 1 hr to fix
      official/legacy/detection/modeling/maskrcnn_model.py on lines 95..100

      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 49.

      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 2 locations. Consider refactoring.
      Open

            box_targets = tf.where(
          tf.tile(
              tf.expand_dims(tf.equal(matched_gt_classes, 0), axis=-1),
              [1, 1, 4]), tf.zeros_like(box_targets), box_targets)
      Severity: Major
      Found in official/legacy/detection/modeling/olnmask_model.py and 1 other location - About 1 hr to fix
      official/legacy/detection/modeling/maskrcnn_model.py on lines 117..120

      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 47.

      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

          if not self._include_frcnn_class:
      boxes, scores, classes, valid_detections = self._generate_detections_fn(
          box_outputs,
          box_scores,
          rpn_rois,
      Severity: Major
      Found in official/legacy/detection/modeling/olnmask_model.py and 1 other location - About 1 hr to fix
      official/legacy/detection/modeling/olnmask_model.py on lines 153..155

      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 44.

      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

            boxes, scores, classes, valid_detections = self._generate_detections_fn(
          box_outputs, rpn_roi_scores, rpn_rois,
          inputs['image_info'][:, 1:2, :],
      Severity: Major
      Found in official/legacy/detection/modeling/olnmask_model.py and 1 other location - About 1 hr to fix
      official/legacy/detection/modeling/olnmask_model.py on lines 234..239

      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 44.

      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

            if self._include_frcnn_box:
        frcnn_box_loss = self._frcnn_box_loss_fn(
            outputs['box_outputs'], outputs['class_targets'],
            outputs['box_targets'])
      else:
      Severity: Major
      Found in official/legacy/detection/modeling/olnmask_model.py and 2 other locations - About 1 hr to fix
      official/legacy/detection/modeling/maskrcnn_model.py on lines 206..211
      official/legacy/detection/modeling/olnmask_model.py on lines 332..337

      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 43.

      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

            if self._include_mask:
        mask_loss = self._mask_loss_fn(outputs['mask_outputs'],
                                       outputs['mask_targets'],
                                       outputs['sampled_class_targets'])
      else:
      Severity: Major
      Found in official/legacy/detection/modeling/olnmask_model.py and 2 other locations - About 1 hr to fix
      official/legacy/detection/modeling/maskrcnn_model.py on lines 206..211
      official/legacy/detection/modeling/olnmask_model.py on lines 320..325

      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 43.

      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

            model_loss = (
          rpn_score_loss + rpn_box_loss + rpn_center_loss +
          frcnn_class_loss + frcnn_box_loss + box_score_loss +
      Severity: Major
      Found in official/legacy/detection/modeling/olnmask_model.py and 1 other location - About 1 hr to fix
      research/autoaugment/policies.py on lines 138..138

      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 41.

      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

            if self._include_rpn_class:
        rpn_score_loss = self._rpn_score_loss_fn(outputs['rpn_score_outputs'],
                                                 labels['rpn_score_targets'])
      else:
        rpn_score_loss = 0.0
      Severity: Major
      Found in official/legacy/detection/modeling/olnmask_model.py and 2 other locations - About 50 mins to fix
      official/legacy/detection/modeling/olnmask_model.py on lines 315..319
      official/legacy/detection/modeling/olnmask_model.py on lines 326..330

      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

      Similar blocks of code found in 3 locations. Consider refactoring.
      Open

            if self._include_frcnn_class:
        frcnn_class_loss = self._frcnn_class_loss_fn(
            outputs['class_outputs'], outputs['class_targets'])
      else:
        frcnn_class_loss = 0.0
      Severity: Major
      Found in official/legacy/detection/modeling/olnmask_model.py and 2 other locations - About 50 mins to fix
      official/legacy/detection/modeling/olnmask_model.py on lines 299..303
      official/legacy/detection/modeling/olnmask_model.py on lines 326..330

      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

      Similar blocks of code found in 3 locations. Consider refactoring.
      Open

            if self._include_box_score:
        box_score_loss = self._frcnn_box_score_loss_fn(
            outputs['box_score_outputs'], outputs['box_iou_targets'])
      else:
        box_score_loss = 0.0
      Severity: Major
      Found in official/legacy/detection/modeling/olnmask_model.py and 2 other locations - About 50 mins to fix
      official/legacy/detection/modeling/olnmask_model.py on lines 299..303
      official/legacy/detection/modeling/olnmask_model.py on lines 315..319

      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

      Similar blocks of code found in 3 locations. Consider refactoring.
      Open

          if self._include_mask:
      if self._include_mask_score:
        self._mrcnn_head_fn = factory.oln_mask_score_head_generator(params)
      else:
        self._mrcnn_head_fn = factory.mask_rcnn_head_generator(params)
      Severity: Minor
      Found in official/legacy/detection/modeling/olnmask_model.py and 2 other locations - About 35 mins to fix
      official/legacy/detection/modeling/olnmask_model.py on lines 58..61
      official/legacy/detection/modeling/olnmask_model.py on lines 68..71

      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

      Similar blocks of code found in 3 locations. Consider refactoring.
      Open

          if self._include_centerness:
      self._rpn_head_fn = factory.oln_rpn_head_generator(params)
    else:
      self._rpn_head_fn = factory.rpn_head_generator(params)
      Severity: Minor
      Found in official/legacy/detection/modeling/olnmask_model.py and 2 other locations - About 35 mins to fix
      official/legacy/detection/modeling/olnmask_model.py on lines 68..71
      official/legacy/detection/modeling/olnmask_model.py on lines 73..77

      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

      Similar blocks of code found in 3 locations. Consider refactoring.
      Open

          if self._include_box_score:
      self._frcnn_head_fn = factory.oln_box_score_head_generator(params)
    else:
      self._frcnn_head_fn = factory.fast_rcnn_head_generator(params)
      Severity: Minor
      Found in official/legacy/detection/modeling/olnmask_model.py and 2 other locations - About 35 mins to fix
      official/legacy/detection/modeling/olnmask_model.py on lines 58..61
      official/legacy/detection/modeling/olnmask_model.py on lines 73..77

      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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