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

      track_id_batch = [
          tf.constant([0, 1]),
          tf.constant([1, 0]),
          tf.constant([0, 2]),
Severity: Major
Found in research/object_detection/core/target_assigner_test.py and 3 other locations - About 50 mins to fix
research/object_detection/core/target_assigner_test.py on lines 1600..1603
research/object_detection/core/target_assigner_test.py on lines 2369..2372
research/object_detection/core/target_assigner_test.py on lines 2374..2377

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 2 locations. Consider refactoring.
Open

def padded_neg_log_perplexity(logits, labels, vocab_size):
  """Average log-perplexity excluding padding 0s. No smoothing."""
  num, den = padded_cross_entropy_loss(logits, labels, 0, vocab_size)
  return -num, den
Severity: Minor
Found in official/legacy/transformer/metrics.py and 1 other location - About 50 mins to fix
official/legacy/transformer/utils/metrics.py on lines 185..188

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 4 locations. Consider refactoring.
Open

  densepose_num_points = [
      tf.constant([1], dtype=tf.int32),
      tf.constant([0], dtype=tf.int32),
Severity: Major
Found in research/object_detection/meta_architectures/center_net_meta_arch_tf2_test.py and 3 other locations - About 50 mins to fix
research/object_detection/meta_architectures/center_net_meta_arch_tf2_test.py on lines 3087..3089
research/object_detection/meta_architectures/center_net_meta_arch_tf2_test.py on lines 3095..3097
research/object_detection/utils/ops_test.py on lines 1589..1591

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 4 locations. Consider refactoring.
Open

      sample['groundtruth_boxes'] = tf.concat(
          [one['groundtruth_boxes'], two['groundtruth_boxes']], axis=0)
Severity: Major
Found in official/projects/yolo/ops/mosaic.py and 3 other locations - About 50 mins to fix
official/projects/yolo/ops/mosaic.py on lines 452..453
official/projects/yolo/ops/mosaic.py on lines 454..455
official/projects/yolo/ops/mosaic.py on lines 456..457

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 4 locations. Consider refactoring.
Open

      sample['groundtruth_classes'] = tf.concat(
          [one['groundtruth_classes'], two['groundtruth_classes']], axis=0)
Severity: Major
Found in official/projects/yolo/ops/mosaic.py and 3 other locations - About 50 mins to fix
official/projects/yolo/ops/mosaic.py on lines 450..451
official/projects/yolo/ops/mosaic.py on lines 454..455
official/projects/yolo/ops/mosaic.py on lines 456..457

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 2 locations. Consider refactoring.
Open

      negatives = tf.reshape(negatives, [tf.shape(queries)[0], neg_num,
                                         model.meta['outputdim']])
Severity: Minor
Found in research/delf/delf/python/training/global_features/train_utils.py and 1 other location - About 50 mins to fix
research/delf/delf/python/training/global_features/train_utils.py on lines 58..59

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 4 locations. Consider refactoring.
Open

  if output_path:
    with tf.gfile.GFile(output_path, 'w') as fid:
      json_utils.Dump(segment_export_list, fid, float_digits=4, indent=2)
Severity: Major
Found in research/object_detection/metrics/coco_tools.py and 3 other locations - About 50 mins to fix
research/object_detection/metrics/coco_tools.py on lines 582..584
research/object_detection/metrics/coco_tools.py on lines 798..800
research/object_detection/metrics/coco_tools.py on lines 977..979

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 2 locations. Consider refactoring.
Open

    return {
        "shared_inputs": tf.ones((3, 3)),
        "control_inputs": tf.ones((3, 10)),
        "treatment_inputs": tf.ones((3, 10)),
Severity: Minor
Found in official/recommendation/uplift/layers/uplift_networks/two_tower_uplift_network_test.py and 1 other location - About 50 mins to fix
official/recommendation/uplift/layers/uplift_networks/two_tower_uplift_network_test.py on lines 150..153

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 2 locations. Consider refactoring.
Open

  with tf.variable_scope(
      'sub_add'):  # If number of filters do not agree then zero pad them
    if in_filter != out_filter:
      orig_x = ops.avg_pool(orig_x, stride, stride)
      orig_x = ops.zero_pad(orig_x, in_filter, out_filter)
Severity: Minor
Found in research/autoaugment/wrn.py and 1 other location - About 50 mins to fix
research/autoaugment/wrn.py on lines 93..95

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 2 locations. Consider refactoring.
Open

  if in_filter != out_filter:
    orig_x = ops.avg_pool(orig_x, stride, stride)
    orig_x = ops.zero_pad(orig_x, in_filter, out_filter)
Severity: Minor
Found in research/autoaugment/wrn.py and 1 other location - About 50 mins to fix
research/autoaugment/wrn.py on lines 69..73

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 4 locations. Consider refactoring.
Open

      weights_batch = [
          tf.constant([0.0, 1.0]),
          tf.constant([1.0, 1.0]),
          tf.constant([0.0, 0.0])
Severity: Major
Found in research/object_detection/core/target_assigner_test.py and 3 other locations - About 50 mins to fix
research/object_detection/core/target_assigner_test.py on lines 2328..2331
research/object_detection/core/target_assigner_test.py on lines 2369..2372
research/object_detection/core/target_assigner_test.py on lines 2374..2377

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 4 locations. Consider refactoring.
Open

  track_match_flags = [
      tf.constant([1.0], dtype=tf.float32),
      tf.constant([1.0], dtype=tf.float32),
Severity: Major
Found in research/object_detection/meta_architectures/center_net_meta_arch_tf2_test.py and 3 other locations - About 50 mins to fix
research/object_detection/meta_architectures/center_net_meta_arch_tf2_test.py on lines 3073..3075
research/object_detection/meta_architectures/center_net_meta_arch_tf2_test.py on lines 3087..3089
research/object_detection/utils/ops_test.py on lines 1589..1591

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 2 locations. Consider refactoring.
Open

def padded_neg_log_perplexity(logits, labels, vocab_size):
  """Average log-perplexity excluding padding 0s. No smoothing."""
  num, den = padded_cross_entropy_loss(logits, labels, 0, vocab_size)
  return -num, den
Severity: Minor
Found in official/legacy/transformer/utils/metrics.py and 1 other location - About 50 mins to fix
official/legacy/transformer/metrics.py on lines 128..131

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 2 locations. Consider refactoring.
Open

    inputs = {
        "shared_inputs": tf.ones((3, 3)),
        "control_inputs": tf.ones((3, 10)),
        "treatment_inputs": tf.ones((3, 10)),
Severity: Minor
Found in official/recommendation/uplift/layers/uplift_networks/two_tower_uplift_network_test.py and 1 other location - About 50 mins to fix
official/recommendation/uplift/layers/uplift_networks/two_tower_uplift_network_test.py on lines 55..58

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 2 locations. Consider refactoring.
Open

    negatives = tf.reshape(negatives, [tf.shape(queries)[0], neg_num,
                                       model.meta['outputdim']])
Severity: Minor
Found in research/delf/delf/python/training/global_features/train_utils.py and 1 other location - About 50 mins to fix
research/delf/delf/python/training/global_features/train_utils.py on lines 171..172

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 4 locations. Consider refactoring.
Open

      weights_batch = [
          tf.constant([0.0, 1.0]),
          tf.constant([1.0, 1.0]),
          tf.constant([0.0, 0.0])
Severity: Major
Found in research/object_detection/core/target_assigner_test.py and 3 other locations - About 50 mins to fix
research/object_detection/core/target_assigner_test.py on lines 1600..1603
research/object_detection/core/target_assigner_test.py on lines 2328..2331
research/object_detection/core/target_assigner_test.py on lines 2369..2372

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_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

       | ('WriteTfImageExample') >> beam.io.tfrecordio.WriteToTFRecord(
           output_tfrecord_prefix,
           num_shards=num_shards,
           coder=beam.coders.ProtoCoder(tf.train.Example)))
Severity: Major
Found in research/object_detection/dataset_tools/context_rcnn/create_cococameratraps_tfexample_main.py and 2 other locations - About 50 mins to fix
research/object_detection/dataset_tools/context_rcnn/generate_detection_data.py on lines 204..207
research/object_detection/dataset_tools/context_rcnn/generate_embedding_data.py on lines 278..281

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

    self.assertGreater(
        0.01, loss_dict['%s/%s' % (cnma.LOSS_KEY_PREFIX,
                                   cnma.get_keypoint_name(
                                       _TASK_NAME, cnma.KEYPOINT_REGRESSION))])
Severity: Major
Found in research/object_detection/meta_architectures/center_net_meta_arch_tf2_test.py and 2 other locations - About 50 mins to fix
research/object_detection/meta_architectures/center_net_meta_arch_tf2_test.py on lines 2164..2168
research/object_detection/meta_architectures/center_net_meta_arch_tf2_test.py on lines 2169..2173

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

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