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Similar blocks of code found in 10 locations. Consider refactoring.
Open

    similarity = np.array([[1, 1, 1, 3, 1],
                           [2, -1, 2, 0, 4],
                           [3, 0, -1, 0, 0]], dtype=np.float32)
Severity: Major
Found in research/object_detection/matchers/argmax_matcher_test.py and 9 other locations - About 1 hr to fix
research/object_detection/matchers/argmax_matcher_test.py on lines 37..39
research/object_detection/matchers/argmax_matcher_test.py on lines 94..96
research/object_detection/matchers/argmax_matcher_test.py on lines 121..123
research/object_detection/matchers/argmax_matcher_test.py on lines 146..148
research/object_detection/matchers/argmax_matcher_test.py on lines 171..173
research/object_detection/utils/np_box_list_ops_test.py on lines 394..397
research/object_detection/utils/np_box_mask_list_ops_test.py on lines 170..173
research/object_detection/utils/target_assigner_utils_test.py on lines 127..130
research/object_detection/utils/target_assigner_utils_test.py on lines 158..161

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 39.

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 10 locations. Consider refactoring.
Open

    similarity = np.array([[1, 1, 1, 3, 1],
                           [2, -1, 2, 0, 4],
                           [3, 0, -1, 0, 0]], dtype=np.float32)
Severity: Major
Found in research/object_detection/matchers/argmax_matcher_test.py and 9 other locations - About 1 hr to fix
research/object_detection/matchers/argmax_matcher_test.py on lines 37..39
research/object_detection/matchers/argmax_matcher_test.py on lines 69..71
research/object_detection/matchers/argmax_matcher_test.py on lines 121..123
research/object_detection/matchers/argmax_matcher_test.py on lines 146..148
research/object_detection/matchers/argmax_matcher_test.py on lines 171..173
research/object_detection/utils/np_box_list_ops_test.py on lines 394..397
research/object_detection/utils/np_box_mask_list_ops_test.py on lines 170..173
research/object_detection/utils/target_assigner_utils_test.py on lines 127..130
research/object_detection/utils/target_assigner_utils_test.py on lines 158..161

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 39.

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 3 locations. Consider refactoring.
Open

    additional_false_sample = tf.less_equal(
        tf.cumsum(tf.cast(tf.logical_not(indicator), tf.float32)),
        batch_size - num_true_sampled)
Severity: Major
Found in official/vision/ops/sampling_ops.py and 2 other locations - About 1 hr to fix
official/vision/utils/object_detection/balanced_positive_negative_sampler.py on lines 159..161
research/object_detection/core/balanced_positive_negative_sampler.py on lines 152..154

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 39.

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 3 locations. Consider refactoring.
Open

    if bbox is None:
      bbox = tf.constant(
          [0.0, 0.0, 1.0, 1.0], dtype=tf.float32, shape=[1, 1, 4])
Severity: Major
Found in research/attention_ocr/python/inception_preprocessing.py and 2 other locations - About 1 hr to fix
research/cognitive_planning/preprocessing/inception_preprocessing.py on lines 187..190
research/slim/preprocessing/inception_preprocessing.py on lines 195..198

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 39.

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 7 locations. Consider refactoring.
Open

    if fields.InputDataFields.groundtruth_group_of in input_dict:
      groundtruth[fields.InputDataFields.groundtruth_group_of] = (
          input_dict[fields.InputDataFields.groundtruth_group_of])
Severity: Major
Found in research/object_detection/legacy/evaluator.py and 6 other locations - About 1 hr to fix
research/object_detection/inputs.py on lines 737..739
research/object_detection/inputs.py on lines 740..742
research/object_detection/inputs.py on lines 743..745
research/object_detection/inputs.py on lines 746..748
research/object_detection/inputs.py on lines 749..751
research/object_detection/model_lib.py on lines 671..673

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 39.

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 7 locations. Consider refactoring.
Open

      if fields.InputDataFields.image_additional_channels in features:
        eval_dict[fields.InputDataFields.image_additional_channels] = features[
            fields.InputDataFields.image_additional_channels]
Severity: Major
Found in research/object_detection/model_lib.py and 6 other locations - About 1 hr to fix
research/object_detection/legacy/evaluator.py on lines 105..107
research/object_detection/inputs.py on lines 737..739
research/object_detection/inputs.py on lines 740..742
research/object_detection/inputs.py on lines 743..745
research/object_detection/inputs.py on lines 746..748
research/object_detection/inputs.py on lines 749..751

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 39.

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 3 locations. Consider refactoring.
Open

def _get_labelmap_path():
  """Returns an absolute path to label map file."""
  parent_path = os.path.dirname(tf.resource_loader.get_data_files_path())
  return os.path.join(parent_path, 'data',
                      'pet_label_map.pbtxt')
Severity: Major
Found in research/object_detection/builders/decoder_builder_test.py and 2 other locations - About 1 hr to fix
research/object_detection/builders/dataset_builder_test.py on lines 51..55
research/object_detection/builders/input_reader_builder_tf1_test.py on lines 33..37

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 39.

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 3 locations. Consider refactoring.
Open

    additional_false_sample = tf.less_equal(
        tf.cumsum(tf.cast(tf.logical_not(indicator), tf.float32)),
        batch_size - num_true_sampled)
Severity: Major
Found in research/object_detection/core/balanced_positive_negative_sampler.py and 2 other locations - About 1 hr to fix
official/vision/ops/sampling_ops.py on lines 266..268
official/vision/utils/object_detection/balanced_positive_negative_sampler.py on lines 159..161

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 39.

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 3 locations. Consider refactoring.
Open

    if bbox is None:
      bbox = tf.constant([0.0, 0.0, 1.0, 1.0],
                         dtype=tf.float32,
                         shape=[1, 1, 4])
Severity: Major
Found in research/cognitive_planning/preprocessing/inception_preprocessing.py and 2 other locations - About 1 hr to fix
research/attention_ocr/python/inception_preprocessing.py on lines 192..194
research/slim/preprocessing/inception_preprocessing.py on lines 195..198

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 39.

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 7 locations. Consider refactoring.
Open

  if fields.InputDataFields.valid_context_size in input_dict:
    features[fields.InputDataFields.valid_context_size] = input_dict[
        fields.InputDataFields.valid_context_size]
Severity: Major
Found in research/object_detection/inputs.py and 6 other locations - About 1 hr to fix
research/object_detection/legacy/evaluator.py on lines 105..107
research/object_detection/inputs.py on lines 737..739
research/object_detection/inputs.py on lines 740..742
research/object_detection/inputs.py on lines 743..745
research/object_detection/inputs.py on lines 749..751
research/object_detection/model_lib.py on lines 671..673

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 39.

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 7 locations. Consider refactoring.
Open

  if fields.InputDataFields.original_image in input_dict:
    features[fields.InputDataFields.original_image] = input_dict[
        fields.InputDataFields.original_image]
Severity: Major
Found in research/object_detection/inputs.py and 6 other locations - About 1 hr to fix
research/object_detection/legacy/evaluator.py on lines 105..107
research/object_detection/inputs.py on lines 740..742
research/object_detection/inputs.py on lines 743..745
research/object_detection/inputs.py on lines 746..748
research/object_detection/inputs.py on lines 749..751
research/object_detection/model_lib.py on lines 671..673

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 39.

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 7 locations. Consider refactoring.
Open

  if fields.InputDataFields.image_additional_channels in input_dict:
    features[fields.InputDataFields.image_additional_channels] = input_dict[
        fields.InputDataFields.image_additional_channels]
Severity: Major
Found in research/object_detection/inputs.py and 6 other locations - About 1 hr to fix
research/object_detection/legacy/evaluator.py on lines 105..107
research/object_detection/inputs.py on lines 737..739
research/object_detection/inputs.py on lines 743..745
research/object_detection/inputs.py on lines 746..748
research/object_detection/inputs.py on lines 749..751
research/object_detection/model_lib.py on lines 671..673

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 39.

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 7 locations. Consider refactoring.
Open

  if fields.InputDataFields.context_features_image_id_list in input_dict:
    features[fields.InputDataFields.context_features_image_id_list] = (
        input_dict[fields.InputDataFields.context_features_image_id_list])
Severity: Major
Found in research/object_detection/inputs.py and 6 other locations - About 1 hr to fix
research/object_detection/legacy/evaluator.py on lines 105..107
research/object_detection/inputs.py on lines 737..739
research/object_detection/inputs.py on lines 740..742
research/object_detection/inputs.py on lines 743..745
research/object_detection/inputs.py on lines 746..748
research/object_detection/model_lib.py on lines 671..673

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 39.

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 7 locations. Consider refactoring.
Open

  if fields.InputDataFields.context_features in input_dict:
    features[fields.InputDataFields.context_features] = input_dict[
        fields.InputDataFields.context_features]
Severity: Major
Found in research/object_detection/inputs.py and 6 other locations - About 1 hr to fix
research/object_detection/legacy/evaluator.py on lines 105..107
research/object_detection/inputs.py on lines 737..739
research/object_detection/inputs.py on lines 740..742
research/object_detection/inputs.py on lines 746..748
research/object_detection/inputs.py on lines 749..751
research/object_detection/model_lib.py on lines 671..673

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 39.

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 6 locations. Consider refactoring.
Open

    eval_dict = {
        input_data_fields.key: image_id,
        input_data_fields.groundtruth_boxes: groundtruth_boxes,
        input_data_fields.groundtruth_classes: groundtruth_classes,
        input_data_fields.groundtruth_instance_masks: groundtruth_masks,
Severity: Major
Found in research/object_detection/metrics/coco_evaluation_test.py and 5 other locations - About 1 hr to fix
research/object_detection/metrics/coco_evaluation_test.py on lines 1064..1072
research/object_detection/metrics/coco_evaluation_test.py on lines 1403..1411
research/object_detection/metrics/coco_evaluation_test.py on lines 1611..1620
research/object_detection/metrics/coco_evaluation_test.py on lines 1799..1808
research/object_detection/metrics/coco_evaluation_test.py on lines 2035..2043

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 39.

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 6 locations. Consider refactoring.
Open

    eval_dict = {
        input_data_fields.key: image_id,
        input_data_fields.groundtruth_classes: groundtruth_classes,
        input_data_fields.groundtruth_instance_masks: groundtruth_masks,
        input_data_fields.groundtruth_is_crowd: groundtruth_is_crowd,
Severity: Major
Found in research/object_detection/metrics/coco_evaluation_test.py and 5 other locations - About 1 hr to fix
research/object_detection/metrics/coco_evaluation_test.py on lines 1064..1072
research/object_detection/metrics/coco_evaluation_test.py on lines 1403..1411
research/object_detection/metrics/coco_evaluation_test.py on lines 1611..1620
research/object_detection/metrics/coco_evaluation_test.py on lines 1675..1684
research/object_detection/metrics/coco_evaluation_test.py on lines 1799..1808

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 39.

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 6 locations. Consider refactoring.
Open

  labels['subject'] = data_boxes['LabelName1'].map(
      lambda x: class_label_map[x]).to_numpy()
Severity: Major
Found in research/object_detection/metrics/oid_vrd_challenge_evaluation_utils.py and 5 other locations - About 1 hr to fix
research/object_detection/metrics/oid_vrd_challenge_evaluation_utils.py on lines 62..63
research/object_detection/metrics/oid_vrd_challenge_evaluation_utils.py on lines 64..65
research/object_detection/metrics/oid_vrd_challenge_evaluation_utils.py on lines 111..112
research/object_detection/metrics/oid_vrd_challenge_evaluation_utils.py on lines 113..114
research/object_detection/metrics/oid_vrd_challenge_evaluation_utils.py on lines 115..116

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 39.

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 6 locations. Consider refactoring.
Open

  labels['object'] = data_boxes['LabelName2'].map(
      lambda x: class_label_map[x]).to_numpy()
Severity: Major
Found in research/object_detection/metrics/oid_vrd_challenge_evaluation_utils.py and 5 other locations - About 1 hr to fix
research/object_detection/metrics/oid_vrd_challenge_evaluation_utils.py on lines 60..61
research/object_detection/metrics/oid_vrd_challenge_evaluation_utils.py on lines 62..63
research/object_detection/metrics/oid_vrd_challenge_evaluation_utils.py on lines 64..65
research/object_detection/metrics/oid_vrd_challenge_evaluation_utils.py on lines 111..112
research/object_detection/metrics/oid_vrd_challenge_evaluation_utils.py on lines 115..116

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 39.

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 6 locations. Consider refactoring.
Open

  labels['object'] = data_boxes['LabelName2'].map(
      lambda x: class_label_map[x]).to_numpy()
Severity: Major
Found in research/object_detection/metrics/oid_vrd_challenge_evaluation_utils.py and 5 other locations - About 1 hr to fix
research/object_detection/metrics/oid_vrd_challenge_evaluation_utils.py on lines 60..61
research/object_detection/metrics/oid_vrd_challenge_evaluation_utils.py on lines 64..65
research/object_detection/metrics/oid_vrd_challenge_evaluation_utils.py on lines 111..112
research/object_detection/metrics/oid_vrd_challenge_evaluation_utils.py on lines 113..114
research/object_detection/metrics/oid_vrd_challenge_evaluation_utils.py on lines 115..116

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 39.

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 6 locations. Consider refactoring.
Open

    eval_dict = {
        input_data_fields.key: image_id,
        input_data_fields.groundtruth_boxes: groundtruth_boxes,
        input_data_fields.groundtruth_classes: groundtruth_classes,
        input_data_fields.groundtruth_keypoints: groundtruth_keypoints,
Severity: Major
Found in research/object_detection/metrics/coco_evaluation_test.py and 5 other locations - About 1 hr to fix
research/object_detection/metrics/coco_evaluation_test.py on lines 1403..1411
research/object_detection/metrics/coco_evaluation_test.py on lines 1611..1620
research/object_detection/metrics/coco_evaluation_test.py on lines 1675..1684
research/object_detection/metrics/coco_evaluation_test.py on lines 1799..1808
research/object_detection/metrics/coco_evaluation_test.py on lines 2035..2043

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 39.

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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