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Similar blocks of code found in 6 locations. Consider refactoring.
Open

  labels['relation'] = data_boxes['RelationshipLabel'].map(
      lambda x: relationship_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 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_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 1675..1684
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

  labels['relation'] = data_boxes['RelationshipLabel'].map(
      lambda x: relationship_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 113..114

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 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

Similar blocks of code found in 5 locations. Consider refactoring.
Open

    net = slim.conv2d(
        net,
        num_filters, [1, 1],
        activation_fn=tf.identity,
        normalizer_fn=self._normalization_fn,
Severity: Major
Found in research/object_detection/models/ssd_spaghettinet_feature_extractor.py and 4 other locations - About 1 hr to fix
research/object_detection/models/ssd_spaghettinet_feature_extractor.py on lines 134..140
research/object_detection/models/ssd_spaghettinet_feature_extractor.py on lines 150..156
research/object_detection/models/ssd_spaghettinet_feature_extractor.py on lines 232..238
research/object_detection/models/ssd_spaghettinet_feature_extractor.py on lines 273..279

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 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 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 1064..1072
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

Similar blocks of code found in 5 locations. Consider refactoring.
Open

  def createTestBoxesOutOfImage(self):
    boxes = tf.constant(
        [[-0.1, 0.25, 0.75, 1], [0.25, 0.5, 0.75, 1.1]], dtype=tf.float32)
    return boxes
Severity: Major
Found in research/object_detection/core/preprocessor_test.py and 4 other locations - About 1 hr to fix
research/object_detection/core/preprocessor_test.py on lines 77..80
research/object_detection/core/preprocessor_test.py on lines 285..288
research/object_detection/core/preprocessor_test.py on lines 290..293
research/object_detection/core/preprocessor_test.py on lines 295..298

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 5 locations. Consider refactoring.
Open

    net = slim.conv2d(
        net,
        num_filters, [1, 1],
        activation_fn=tf.identity,
        normalizer_fn=self._normalization_fn,
Severity: Major
Found in research/object_detection/models/ssd_spaghettinet_feature_extractor.py and 4 other locations - About 1 hr to fix
research/object_detection/models/ssd_spaghettinet_feature_extractor.py on lines 134..140
research/object_detection/models/ssd_spaghettinet_feature_extractor.py on lines 210..216
research/object_detection/models/ssd_spaghettinet_feature_extractor.py on lines 232..238
research/object_detection/models/ssd_spaghettinet_feature_extractor.py on lines 273..279

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 5 locations. Consider refactoring.
Open

  def expectedBoxesAfterLeftRightFlip(self):
    boxes = tf.constant([[0.0, 0.0, 0.75, 0.75], [0.25, 0.0, 0.75, 0.5]],
                        dtype=tf.float32)
    return boxes
Severity: Major
Found in research/object_detection/core/preprocessor_test.py and 4 other locations - About 1 hr to fix
research/object_detection/core/preprocessor_test.py on lines 77..80
research/object_detection/core/preprocessor_test.py on lines 180..183
research/object_detection/core/preprocessor_test.py on lines 290..293
research/object_detection/core/preprocessor_test.py on lines 295..298

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 5 locations. Consider refactoring.
Open

  def expectedBoxesAfterRot90(self):
    boxes = tf.constant(
        [[0.0, 0.0, 0.75, 0.75], [0.0, 0.25, 0.5, 0.75]], dtype=tf.float32)
    return boxes
Severity: Major
Found in research/object_detection/core/preprocessor_test.py and 4 other locations - About 1 hr to fix
research/object_detection/core/preprocessor_test.py on lines 77..80
research/object_detection/core/preprocessor_test.py on lines 180..183
research/object_detection/core/preprocessor_test.py on lines 285..288
research/object_detection/core/preprocessor_test.py on lines 290..293

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 5 locations. Consider refactoring.
Open

    net = slim.conv2d(
        net,
        expanded_num_filters, [1, 1],
        activation_fn=self._activation_fn,
        normalizer_fn=self._normalization_fn,
Severity: Major
Found in research/object_detection/models/ssd_spaghettinet_feature_extractor.py and 4 other locations - About 1 hr to fix
research/object_detection/models/ssd_spaghettinet_feature_extractor.py on lines 150..156
research/object_detection/models/ssd_spaghettinet_feature_extractor.py on lines 210..216
research/object_detection/models/ssd_spaghettinet_feature_extractor.py on lines 232..238
research/object_detection/models/ssd_spaghettinet_feature_extractor.py on lines 273..279

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 5 locations. Consider refactoring.
Open

  def expectedBoxesAfterUpDownFlip(self):
    boxes = tf.constant([[0.25, 0.25, 1.0, 1.0], [0.25, 0.5, 0.75, 1.0]],
                        dtype=tf.float32)
    return boxes
Severity: Major
Found in research/object_detection/core/preprocessor_test.py and 4 other locations - About 1 hr to fix
research/object_detection/core/preprocessor_test.py on lines 77..80
research/object_detection/core/preprocessor_test.py on lines 180..183
research/object_detection/core/preprocessor_test.py on lines 285..288
research/object_detection/core/preprocessor_test.py on lines 295..298

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 5 locations. Consider refactoring.
Open

    net = slim.conv2d(
        net,
        num_filters, [1, 1],
        activation_fn=self._activation_fn,
        normalizer_fn=self._normalization_fn,
Severity: Major
Found in research/object_detection/models/ssd_spaghettinet_feature_extractor.py and 4 other locations - About 1 hr to fix
research/object_detection/models/ssd_spaghettinet_feature_extractor.py on lines 134..140
research/object_detection/models/ssd_spaghettinet_feature_extractor.py on lines 150..156
research/object_detection/models/ssd_spaghettinet_feature_extractor.py on lines 210..216
research/object_detection/models/ssd_spaghettinet_feature_extractor.py on lines 273..279

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 4 locations. Consider refactoring.
Open

    self._norm1 = self._norm(
        axis=self._bn_axis,
        momentum=self._config_dict['norm_momentum'],
        epsilon=self._config_dict['norm_epsilon'])
Severity: Major
Found in official/projects/basnet/modeling/nn_blocks.py and 3 other locations - About 1 hr to fix
official/projects/basnet/modeling/nn_blocks.py on lines 102..105
official/projects/basnet/modeling/nn_blocks.py on lines 204..207
official/projects/basnet/modeling/nn_blocks.py on lines 222..225

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 5 locations. Consider refactoring.
Open

    node_after_down = slim.conv2d(
        node_down,
        num_filters, [1, 1],
        activation_fn=tf.identity,
        normalizer_fn=self._normalization_fn,
Severity: Major
Found in research/object_detection/models/ssd_spaghettinet_feature_extractor.py and 4 other locations - About 1 hr to fix
research/object_detection/models/ssd_spaghettinet_feature_extractor.py on lines 134..140
research/object_detection/models/ssd_spaghettinet_feature_extractor.py on lines 150..156
research/object_detection/models/ssd_spaghettinet_feature_extractor.py on lines 210..216
research/object_detection/models/ssd_spaghettinet_feature_extractor.py on lines 232..238

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 4 locations. Consider refactoring.
Open

          'detection_boxes': tf.constant([[[0.0, 0.0, 0.5, 0.5],
                                           [0.5, 0.5, 0.8, 0.8]],
                                          [[0.5, 0.5, 1.0, 1.0],
                                           [0.0, 0.0, 0.0, 0.0]]], tf.float32),
Severity: Major
Found in research/object_detection/exporter_lib_tf2_test.py and 3 other locations - About 1 hr to fix
research/object_detection/export_tflite_graph_lib_tf2_test.py on lines 72..74
research/object_detection/exporter_tf1_test.py on lines 71..74
research/object_detection/exporter_tf1_test.py on lines 83..87

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 2 locations. Consider refactoring.
Open

    fft_length = 2 ** int(np.ceil(np.log(window_length_samples) / np.log(2.0)))
Severity: Major
Found in research/audioset/yamnet/features.py and 1 other location - About 1 hr to fix
research/audioset/vggish/mel_features.py on lines 214..214

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 4 locations. Consider refactoring.
Open

              tf.constant([[[0.0, 0.0, 0.5, 0.5], [0.5, 0.5, 0.8, 0.8]],
                           [[0.5, 0.5, 1.0, 1.0], [0.0, 0.0, 0.0, 0.0]]],
                          tf.float32),
Severity: Major
Found in research/object_detection/export_tflite_graph_lib_tf2_test.py and 3 other locations - About 1 hr to fix
research/object_detection/exporter_lib_tf2_test.py on lines 65..68
research/object_detection/exporter_tf1_test.py on lines 71..74
research/object_detection/exporter_tf1_test.py on lines 83..87

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 5 locations. Consider refactoring.
Open

  def createTestBoxes(self):
    boxes = tf.constant(
        [[0.0, 0.25, 0.75, 1.0], [0.25, 0.5, 0.75, 1.0]], dtype=tf.float32)
    return boxes
Severity: Major
Found in research/object_detection/core/preprocessor_test.py and 4 other locations - About 1 hr to fix
research/object_detection/core/preprocessor_test.py on lines 180..183
research/object_detection/core/preprocessor_test.py on lines 285..288
research/object_detection/core/preprocessor_test.py on lines 290..293
research/object_detection/core/preprocessor_test.py on lines 295..298

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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