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

    self.assertEqual(outputs['raw_output']['ct_offset'][0].shape,
                     (5, 128, 128, 2))
Severity: Major
Found in official/projects/centernet/modeling/centernet_model_test.py and 2 other locations - About 45 mins to fix
official/projects/centernet/modeling/centernet_model_test.py on lines 63..64
official/projects/centernet/modeling/centernet_model_test.py on lines 67..68

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 35.

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

    elif variant == 'hourglass20':
      logging.info('Using hourglass 20 network.')
      self._hourglass = hourglass_network.hourglass_20(
          self._config_dict['num_filters'], initial_downsample=False)
Severity: Major
Found in official/projects/deepmac_maskrcnn/modeling/heads/instance_heads.py and 2 other locations - About 45 mins to fix
official/projects/deepmac_maskrcnn/modeling/heads/instance_heads.py on lines 262..265
official/projects/deepmac_maskrcnn/modeling/heads/instance_heads.py on lines 267..270

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 35.

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

equalize = TransformT(
    'Equalize',
    lambda pil_img, level: ImageOps.equalize(
        pil_img.convert('RGB')).convert('RGBA'))
Severity: Major
Found in research/autoaugment/augmentation_transforms.py and 2 other locations - About 45 mins to fix
research/autoaugment/augmentation_transforms.py on lines 233..236
research/autoaugment/augmentation_transforms.py on lines 241..244

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 35.

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.parameters.mode == base_layers.TRAIN:
      layer_in = tf.nn.dropout(layer_in, rate=self.activation_dropout_rate)
Severity: Major
Found in research/seq_flow_lite/models/transformer_uniform_attn_decoder.py and 2 other locations - About 45 mins to fix
research/seq_flow_lite/models/transformer_uniform_attn_decoder.py on lines 102..103
research/seq_flow_lite/models/transformer_uniform_attn_decoder.py on lines 111..112

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 35.

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

    network = encoder_scaffold.EncoderScaffold(
        num_hidden_instances=3,
        pooled_output_dim=hidden_size,
        pooler_layer_initializer=tf_keras.initializers.TruncatedNormal(
Severity: Major
Found in official/nlp/modeling/networks/encoder_scaffold_test.py and 3 other locations - About 45 mins to fix
official/nlp/modeling/networks/encoder_scaffold_test.py on lines 196..199
official/nlp/modeling/networks/encoder_scaffold_test.py on lines 303..306
official/nlp/modeling/networks/encoder_scaffold_test.py on lines 411..414

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 35.

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

          example.features.feature[
              'image/object/bbox/xmin'].float_list.value.extend([
                  detection_boxes[0, idx, 1]])
Severity: Major
Found in research/object_detection/dataset_tools/context_rcnn/generate_detection_data.py and 3 other locations - About 45 mins to fix
research/object_detection/dataset_tools/context_rcnn/generate_detection_data.py on lines 127..129
research/object_detection/dataset_tools/context_rcnn/generate_detection_data.py on lines 133..135
research/object_detection/dataset_tools/context_rcnn/generate_detection_data.py on lines 136..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 35.

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 calibration_mapping_value:
      calibration_text_proto = """
      calibration_config {
        function_approximation {
          x_y_pairs {
Severity: Minor
Found in research/object_detection/meta_architectures/context_rcnn_meta_arch_test.py and 1 other location - About 45 mins to fix
research/object_detection/meta_architectures/faster_rcnn_meta_arch_test_lib.py on lines 422..436

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 35.

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

    with test_utils.GraphContextOrNone() as g:
      model = self._build_model(
Severity: Major
Found in research/object_detection/meta_architectures/faster_rcnn_meta_arch_test_lib.py and 3 other locations - About 45 mins to fix
research/object_detection/meta_architectures/faster_rcnn_meta_arch_test.py on lines 229..230
research/object_detection/meta_architectures/faster_rcnn_meta_arch_test.py on lines 267..268
research/object_detection/meta_architectures/faster_rcnn_meta_arch_test.py on lines 319..320

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 35.

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

    with test_utils.GraphContextOrNone() as g:
      feature_extractor = self._create_features(
          depth_multiplier,
          pad_to_multiple,
Severity: Minor
Found in research/object_detection/models/ssd_feature_extractor_test.py and 1 other location - About 45 mins to fix
research/object_detection/models/ssd_feature_extractor_test.py on lines 171..174

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 35.

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

auto_contrast = TransformT(
    'AutoContrast',
    lambda pil_img, level: ImageOps.autocontrast(
        pil_img.convert('RGB')).convert('RGBA'))
Severity: Major
Found in research/autoaugment/augmentation_transforms.py and 2 other locations - About 45 mins to fix
research/autoaugment/augmentation_transforms.py on lines 237..240
research/autoaugment/augmentation_transforms.py on lines 241..244

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 35.

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

    expected_masks = np.array(
        [[[0, 1, 0], [1, 1, 1], [0, 0, 0]]], dtype=np.uint8)
Severity: Major
Found in research/object_detection/utils/np_box_mask_list_ops_test.py and 2 other locations - About 45 mins to fix
official/projects/detr/ops/matchers_test.py on lines 32..33
research/object_detection/meta_architectures/center_net_meta_arch_tf2_test.py on lines 1301..1309

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 35.

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._use_legacy_mask:
      # Legacy input mask assumes `real` values are 0 and `padding`
      # values are 1.
      input_mask = 1 - features["input_mask"]
    else:
Severity: Major
Found in official/legacy/xlnet/xlnet_modeling.py and 2 other locations - About 45 mins to fix
official/legacy/xlnet/xlnet_modeling.py on lines 796..801
official/legacy/xlnet/xlnet_modeling.py on lines 1135..1140

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 35.

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.parameters.mode == base_layers.TRAIN:
      layer_out = tf.nn.dropout(layer_out, rate=self.activation_dropout_rate)
Severity: Major
Found in research/seq_flow_lite/models/transformer_uniform_attn_decoder.py and 2 other locations - About 45 mins to fix
research/seq_flow_lite/models/transformer_uniform_attn_decoder.py on lines 111..112
research/seq_flow_lite/models/transformer_uniform_attn_decoder.py on lines 169..170

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 35.

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

    self.assertEqual(outputs['raw_output']['ct_size'][0].shape,
                     (5, 128, 128, 2))
Severity: Major
Found in official/projects/centernet/modeling/centernet_model_test.py and 2 other locations - About 45 mins to fix
official/projects/centernet/modeling/centernet_model_test.py on lines 63..64
official/projects/centernet/modeling/centernet_model_test.py on lines 65..66

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 35.

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

invert = TransformT(
    'Invert',
    lambda pil_img, level: ImageOps.invert(
        pil_img.convert('RGB')).convert('RGBA'))
Severity: Major
Found in research/autoaugment/augmentation_transforms.py and 2 other locations - About 45 mins to fix
research/autoaugment/augmentation_transforms.py on lines 233..236
research/autoaugment/augmentation_transforms.py on lines 237..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 35.

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 step_type == 'drop_label_probabilistically':
    config = preprocessor_step_config.drop_label_probabilistically
    return (preprocessor.drop_label_probabilistically, {
        'dropped_label': config.label,
        'drop_probability': config.drop_probability,
Severity: Major
Found in research/object_detection/builders/preprocessor_builder.py and 2 other locations - About 45 mins to fix
research/object_detection/builders/preprocessor_builder.py on lines 296..300
research/object_detection/builders/preprocessor_builder.py on lines 337..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 35.

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

    keypoint_scores_np = np.array(
        [
            # Example 0.
            [
                [0.8, 0.9, 1.0],  # Candidate 0.
Severity: Major
Found in research/object_detection/meta_architectures/center_net_meta_arch_tf2_test.py and 2 other locations - About 45 mins to fix
official/projects/detr/ops/matchers_test.py on lines 32..33
research/object_detection/utils/np_box_mask_list_ops_test.py on lines 138..139

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 35.

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

    self.assertEqual(outputs['raw_output']['ct_heatmaps'][0].shape,
                     (5, 128, 128, 90))
Severity: Major
Found in official/projects/centernet/modeling/centernet_model_test.py and 2 other locations - About 45 mins to fix
official/projects/centernet/modeling/centernet_model_test.py on lines 65..66
official/projects/centernet/modeling/centernet_model_test.py on lines 67..68

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 35.

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.parameters.mode == base_layers.TRAIN:
      layer_out = tf.nn.dropout(layer_out, rate=self.activation_dropout_rate)
Severity: Major
Found in research/seq_flow_lite/models/transformer_uniform_attn_decoder.py and 2 other locations - About 45 mins to fix
research/seq_flow_lite/models/transformer_uniform_attn_decoder.py on lines 102..103
research/seq_flow_lite/models/transformer_uniform_attn_decoder.py on lines 169..170

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 35.

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

    elif variant == 'hourglass100':
      logging.info('Using hourglass 100 network.')
      self._hourglass = hourglass_network.hourglass_100(
          self._config_dict['num_filters'], initial_downsample=False)
Severity: Major
Found in official/projects/deepmac_maskrcnn/modeling/heads/instance_heads.py and 2 other locations - About 45 mins to fix
official/projects/deepmac_maskrcnn/modeling/heads/instance_heads.py on lines 257..260
official/projects/deepmac_maskrcnn/modeling/heads/instance_heads.py on lines 262..265

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 35.

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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