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

      rpn_objectness_predictions_with_background = tf.constant([
          [[-10, 13],
           [10, -10],
           [10, -11],
           [10, -12]],], dtype=tf.float32)
Severity: Major
Found in research/object_detection/meta_architectures/faster_rcnn_meta_arch_test_lib.py and 4 other locations - About 50 mins to fix
official/vision/modeling/layers/detection_generator_test.py on lines 87..89
official/vision/modeling/layers/detection_generator_test.py on lines 237..238
research/object_detection/meta_architectures/faster_rcnn_meta_arch_test_lib.py on lines 1539..1543
research/object_detection/meta_architectures/faster_rcnn_meta_arch_test_lib.py on lines 1879..1883

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 5 locations. Consider refactoring.
Open

    oivchallenge_evaluator.add_single_detected_image_info(
        image_key, {
            standard_fields.DetectionResultFields.detection_boxes:
                detected_boxes,
            standard_fields.DetectionResultFields.detection_scores:
Severity: Major
Found in research/object_detection/utils/object_detection_evaluation_test.py and 4 other locations - About 50 mins to fix
research/object_detection/utils/object_detection_evaluation_test.py on lines 135..144
research/object_detection/utils/object_detection_evaluation_test.py on lines 288..297
research/object_detection/utils/object_detection_evaluation_test.py on lines 455..464
research/object_detection/utils/object_detection_evaluation_test.py on lines 502..511

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 5 locations. Consider refactoring.
Open

      return (augmented_tensor_dict[fields.InputDataFields.image],
              augmented_tensor_dict[fields.InputDataFields.
                                    groundtruth_instance_masks],
              augmented_tensor_dict[fields.InputDataFields.
Severity: Major
Found in research/object_detection/inputs_test.py and 4 other locations - About 50 mins to fix
research/object_detection/builders/decoder_builder_test.py on lines 129..131
research/object_detection/inputs_test.py on lines 835..837
research/object_detection/inputs_test.py on lines 1184..1187
research/object_detection/inputs_test.py on lines 1524..1526

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 5 locations. Consider refactoring.
Open

    mask_np = np.array([[0, 0, 0, 0], [0, 0, 0, 0], [0, 0, 0, 0], [0, 0, 0, 0]])
Severity: Major
Found in research/object_detection/metrics/oid_challenge_evaluation_utils_test.py and 4 other locations - About 50 mins to fix
official/legacy/transformer/transformer_forward_test.py on lines 119..120
research/object_detection/core/target_assigner_test.py on lines 450..453
research/object_detection/metrics/oid_challenge_evaluation_utils_test.py on lines 63..63
research/object_detection/metrics/oid_challenge_evaluation_utils_test.py on lines 66..66

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 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 5 locations. Consider refactoring.
Open

    pascal_evaluator.add_single_ground_truth_image_info(
        image_key2, {
            standard_fields.InputDataFields.groundtruth_boxes:
                groundtruth_boxes2,
            standard_fields.InputDataFields.groundtruth_instance_masks:
Severity: Major
Found in research/object_detection/utils/object_detection_evaluation_test.py and 4 other locations - About 50 mins to fix
research/object_detection/utils/object_detection_evaluation_test.py on lines 135..144
research/object_detection/utils/object_detection_evaluation_test.py on lines 288..297
research/object_detection/utils/object_detection_evaluation_test.py on lines 306..315
research/object_detection/utils/object_detection_evaluation_test.py on lines 502..511

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 5 locations. Consider refactoring.
Open

    pascal_evaluator.add_single_detected_image_info(
        image_key, {
            standard_fields.DetectionResultFields.detection_boxes:
                detected_boxes,
            standard_fields.DetectionResultFields.detection_masks:
Severity: Major
Found in research/object_detection/utils/object_detection_evaluation_test.py and 4 other locations - About 50 mins to fix
research/object_detection/utils/object_detection_evaluation_test.py on lines 135..144
research/object_detection/utils/object_detection_evaluation_test.py on lines 288..297
research/object_detection/utils/object_detection_evaluation_test.py on lines 306..315
research/object_detection/utils/object_detection_evaluation_test.py on lines 455..464

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 5 locations. Consider refactoring.
Open

      return (augmented_tensor_dict[fields.InputDataFields.image],
              augmented_tensor_dict[fields.InputDataFields.groundtruth_boxes],
              augmented_tensor_dict[fields.InputDataFields.
Severity: Major
Found in research/object_detection/inputs_test.py and 4 other locations - About 50 mins to fix
research/object_detection/builders/decoder_builder_test.py on lines 129..131
research/object_detection/inputs_test.py on lines 803..806
research/object_detection/inputs_test.py on lines 1184..1187
research/object_detection/inputs_test.py on lines 1524..1526

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 5 locations. Consider refactoring.
Open

    oivchallenge_evaluator.add_single_detected_image_info(
        image_key, {
            standard_fields.DetectionResultFields.detection_boxes:
                detected_boxes,
            standard_fields.DetectionResultFields.detection_scores:
Severity: Major
Found in research/object_detection/utils/object_detection_evaluation_test.py and 4 other locations - About 50 mins to fix
research/object_detection/utils/object_detection_evaluation_test.py on lines 135..144
research/object_detection/utils/object_detection_evaluation_test.py on lines 306..315
research/object_detection/utils/object_detection_evaluation_test.py on lines 455..464
research/object_detection/utils/object_detection_evaluation_test.py on lines 502..511

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

    positive_loss = (tf.math.pow((1 - prediction_tensor), self._alpha)*
                     tf.math.log(prediction_tensor))
Severity: Minor
Found in research/object_detection/core/losses.py and 1 other location - About 50 mins to fix
official/projects/centernet/losses/centernet_losses.py on lines 74..75

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 5 locations. Consider refactoring.
Open

  log_mel = mel_features.log_mel_spectrogram(
      data,
      audio_sample_rate=vggish_params.SAMPLE_RATE,
      log_offset=vggish_params.LOG_OFFSET,
      window_length_secs=vggish_params.STFT_WINDOW_LENGTH_SECONDS,
Severity: Major
Found in research/audioset/vggish/vggish_input.py and 4 other locations - About 50 mins to fix
official/nlp/modeling/layers/relative_attention.py on lines 135..142
official/projects/yolo/modeling/layers/nn_blocks.py on lines 1911..1921
official/projects/yolo/ops/mosaic.py on lines 236..244
research/pcl_rl/trainer.py on lines 309..316

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 5 locations. Consider refactoring.
Open

    mask_np = np.array([[0, 0, 0, 0], [0, 1, 0, 1], [0, 1, 0, 1], [0, 1, 1, 1]])
Severity: Major
Found in research/object_detection/metrics/oid_challenge_evaluation_utils_test.py and 4 other locations - About 50 mins to fix
official/legacy/transformer/transformer_forward_test.py on lines 119..120
research/object_detection/core/target_assigner_test.py on lines 450..453
research/object_detection/metrics/oid_challenge_evaluation_utils_test.py on lines 63..63
research/object_detection/metrics/oid_challenge_evaluation_utils_test.py on lines 69..69

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 len(test_layer._output_dense) == 2:
        self.assertLen(test_layer._output_dense[1].trainable_variables, 1)
Severity: Minor
Found in official/nlp/modeling/layers/reuse_attention_test.py and 1 other location - About 50 mins to fix
official/nlp/modeling/layers/reuse_attention_test.py on lines 141..142

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_is_crowd'] = tf.concat(
          [one['groundtruth_is_crowd'], two['groundtruth_is_crowd']], 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 452..453
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 5 locations. Consider refactoring.
Open

    return cls(self.env_spec, self.global_step,
               target_network_lag=self.target_network_lag,
               sample_from=self.sample_from,
               get_policy=self.get_policy,
               get_baseline=self.get_baseline,
Severity: Major
Found in research/pcl_rl/trainer.py and 4 other locations - About 50 mins to fix
official/nlp/modeling/layers/relative_attention.py on lines 135..142
official/projects/yolo/modeling/layers/nn_blocks.py on lines 1911..1921
official/projects/yolo/ops/mosaic.py on lines 236..244
research/audioset/vggish/vggish_input.py on lines 61..69

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 5 locations. Consider refactoring.
Open

    image_info = tf.constant([[[1000, 1000], [100, 100], [0.1, 0.1], [0, 0]]],
                             dtype=tf.float32)
Severity: Major
Found in official/vision/modeling/layers/detection_generator_test.py and 4 other locations - About 50 mins to fix
official/vision/modeling/layers/detection_generator_test.py on lines 87..89
research/object_detection/meta_architectures/faster_rcnn_meta_arch_test_lib.py on lines 1539..1543
research/object_detection/meta_architectures/faster_rcnn_meta_arch_test_lib.py on lines 1637..1641
research/object_detection/meta_architectures/faster_rcnn_meta_arch_test_lib.py on lines 1879..1883

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 5 locations. Consider refactoring.
Open

    prior_means = tf.constant([[0.0, 0.0, 0.5, 0.5],
                               [0.5, 0.5, 1.0, 0.8],
                               [0, 0.5, .5, 1.0],
                               [.75, 0, 1.0, .25]])
Severity: Major
Found in research/object_detection/core/target_assigner_test.py and 4 other locations - About 50 mins to fix
official/legacy/transformer/transformer_forward_test.py on lines 119..120
research/object_detection/metrics/oid_challenge_evaluation_utils_test.py on lines 63..63
research/object_detection/metrics/oid_challenge_evaluation_utils_test.py on lines 66..66
research/object_detection/metrics/oid_challenge_evaluation_utils_test.py on lines 69..69

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_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 2328..2331
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_ids = [
      tf.constant([2], dtype=tf.int32),
      tf.constant([1], 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 3073..3075
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

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

    for i in range(num_decoder_layers):
      cache[i] = _create_cache(
          batch_size,
          max_decode_len,
          config.num_heads,
Severity: Minor
Found in official/nlp/modeling/models/t5_test.py and 1 other location - About 50 mins to fix
official/nlp/modeling/models/t5_test.py on lines 663..668

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_area'] = tf.concat(
          [one['groundtruth_area'], two['groundtruth_area']], 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 452..453
official/projects/yolo/ops/mosaic.py on lines 454..455

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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