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

    self.groundtruth_boxes = np.array(
        [[0, 0, 1, 1], [0, 0, 5, 5], [10, 10, 20, 20]], dtype=float)
Severity: Major
Found in research/object_detection/utils/per_image_evaluation_test.py and 5 other locations - About 50 mins to fix
research/object_detection/utils/per_image_evaluation_test.py on lines 40..40
research/object_detection/utils/per_image_evaluation_test.py on lines 141..142
research/object_detection/utils/per_image_evaluation_test.py on lines 156..157
research/object_detection/utils/per_image_evaluation_test.py on lines 249..250
research/object_detection/utils/per_image_evaluation_test.py on lines 369..369

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 6 locations. Consider refactoring.
Open

      images_g_diff1 = tf.squared_difference(
          tf.cast(images_g, dtype=tf.float32),
          tf.cast(images_gray_g, dtype=tf.float32))
Severity: Major
Found in research/object_detection/core/preprocessor_test.py and 5 other locations - About 50 mins to fix
research/object_detection/core/preprocessor_test.py on lines 1081..1083
research/object_detection/core/preprocessor_test.py on lines 1084..1086
research/object_detection/core/preprocessor_test.py on lines 1091..1093
research/object_detection/core/preprocessor_test.py on lines 1095..1097
research/object_detection/core/preprocessor_test.py on lines 1098..1100

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 6 locations. Consider refactoring.
Open

    self.detected_boxes = np.array(
        [[0, 0, 1, 1], [0, 0, 2, 1], [0, 0, 3, 1]], dtype=float)
Severity: Major
Found in research/object_detection/utils/per_image_evaluation_test.py and 5 other locations - About 50 mins to fix
research/object_detection/utils/per_image_evaluation_test.py on lines 40..40
research/object_detection/utils/per_image_evaluation_test.py on lines 156..157
research/object_detection/utils/per_image_evaluation_test.py on lines 249..250
research/object_detection/utils/per_image_evaluation_test.py on lines 261..262
research/object_detection/utils/per_image_evaluation_test.py on lines 369..369

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 7 locations. Consider refactoring.
Open

    if hidden_size % self._num_heads != 0:
      raise ValueError(
          "The input size (%d) is not a multiple of the number of attention "
          "heads (%d)" % (hidden_size, self._num_heads))
Severity: Major
Found in official/nlp/modeling/layers/transformer_xl.py and 6 other locations - About 50 mins to fix
official/nlp/modeling/layers/reuse_transformer.py on lines 154..157
official/nlp/modeling/layers/tn_transformer_expand_condense.py on lines 127..130
official/nlp/modeling/layers/transformer.py on lines 260..263
official/nlp/modeling/layers/transformer_scaffold.py on lines 142..145
official/projects/detr/modeling/transformer.py on lines 256..259
official/projects/detr/modeling/transformer.py on lines 670..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 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 6 locations. Consider refactoring.
Open

    self.groundtruth_boxes = np.array(
        [[0, 0, 1, 1], [0, 0, 5, 5], [10, 10, 20, 20]], dtype=float)
Severity: Major
Found in research/object_detection/utils/per_image_evaluation_test.py and 5 other locations - About 50 mins to fix
research/object_detection/utils/per_image_evaluation_test.py on lines 40..40
research/object_detection/utils/per_image_evaluation_test.py on lines 141..142
research/object_detection/utils/per_image_evaluation_test.py on lines 249..250
research/object_detection/utils/per_image_evaluation_test.py on lines 261..262
research/object_detection/utils/per_image_evaluation_test.py on lines 369..369

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 6 locations. Consider refactoring.
Open

      images_b_diff1 = tf.squared_difference(
          tf.cast(images_b, dtype=tf.float32),
          tf.cast(images_gray_b, dtype=tf.float32))
Severity: Major
Found in research/object_detection/core/preprocessor_test.py and 5 other locations - About 50 mins to fix
research/object_detection/core/preprocessor_test.py on lines 1081..1083
research/object_detection/core/preprocessor_test.py on lines 1084..1086
research/object_detection/core/preprocessor_test.py on lines 1088..1090
research/object_detection/core/preprocessor_test.py on lines 1091..1093
research/object_detection/core/preprocessor_test.py on lines 1098..1100

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 6 locations. Consider refactoring.
Open

      images_g_diff2 = tf.squared_difference(
          tf.cast(images_gray_g, dtype=tf.float32),
          tf.cast(images_gray_b, dtype=tf.float32))
Severity: Major
Found in research/object_detection/core/preprocessor_test.py and 5 other locations - About 50 mins to fix
research/object_detection/core/preprocessor_test.py on lines 1081..1083
research/object_detection/core/preprocessor_test.py on lines 1084..1086
research/object_detection/core/preprocessor_test.py on lines 1088..1090
research/object_detection/core/preprocessor_test.py on lines 1095..1097
research/object_detection/core/preprocessor_test.py on lines 1098..1100

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 6 locations. Consider refactoring.
Open

    self.detected_boxes = np.array([[0, 0, 1, 1], [0, 0, 2, 2], [0, 0, 3, 3]],
Severity: Major
Found in research/object_detection/utils/per_image_evaluation_test.py and 5 other locations - About 50 mins to fix
research/object_detection/utils/per_image_evaluation_test.py on lines 141..142
research/object_detection/utils/per_image_evaluation_test.py on lines 156..157
research/object_detection/utils/per_image_evaluation_test.py on lines 249..250
research/object_detection/utils/per_image_evaluation_test.py on lines 261..262
research/object_detection/utils/per_image_evaluation_test.py on lines 369..369

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 6 locations. Consider refactoring.
Open

      images_b_diff2 = tf.squared_difference(
          tf.cast(images_gray_b, dtype=tf.float32),
          tf.cast(images_gray_r, dtype=tf.float32))
Severity: Major
Found in research/object_detection/core/preprocessor_test.py and 5 other locations - About 50 mins to fix
research/object_detection/core/preprocessor_test.py on lines 1081..1083
research/object_detection/core/preprocessor_test.py on lines 1084..1086
research/object_detection/core/preprocessor_test.py on lines 1088..1090
research/object_detection/core/preprocessor_test.py on lines 1091..1093
research/object_detection/core/preprocessor_test.py on lines 1095..1097

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 6 locations. Consider refactoring.
Open

    self.detected_boxes = np.array([[0, 0, 1, 1], [0, 0, 2, 2], [0, 0, 3, 3]],
Severity: Major
Found in research/object_detection/utils/per_image_evaluation_test.py and 5 other locations - About 50 mins to fix
research/object_detection/utils/per_image_evaluation_test.py on lines 40..40
research/object_detection/utils/per_image_evaluation_test.py on lines 141..142
research/object_detection/utils/per_image_evaluation_test.py on lines 156..157
research/object_detection/utils/per_image_evaluation_test.py on lines 249..250
research/object_detection/utils/per_image_evaluation_test.py on lines 261..262

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

    common_kwargs = dict(
        kernel_initializer=self._kernel_initializer,
        bias_initializer=self._bias_initializer,
        kernel_regularizer=self._kernel_regularizer,
        bias_regularizer=self._bias_regularizer,
Severity: Major
Found in official/nlp/modeling/layers/relative_attention.py and 4 other locations - About 50 mins to fix
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
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 6 locations. Consider refactoring.
Open

    self.detected_boxes = np.array(
        [[0, 0, 1, 1], [0, 0, 2, 1], [0, 0, 3, 1]], dtype=float)
Severity: Major
Found in research/object_detection/utils/per_image_evaluation_test.py and 5 other locations - About 50 mins to fix
research/object_detection/utils/per_image_evaluation_test.py on lines 40..40
research/object_detection/utils/per_image_evaluation_test.py on lines 141..142
research/object_detection/utils/per_image_evaluation_test.py on lines 156..157
research/object_detection/utils/per_image_evaluation_test.py on lines 261..262
research/object_detection/utils/per_image_evaluation_test.py on lines 369..369

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

    targets = np.asarray([[4, 3, 4, 0], [13, 19, 17, 8], [20, 14, 1, 2],
                          [5, 7, 3, 0]])
Severity: Major
Found in official/legacy/transformer/transformer_forward_test.py and 4 other locations - About 50 mins to fix
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
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 5 locations. Consider refactoring.
Open

      return (transformed_inputs[fields.InputDataFields.original_image],
              transformed_inputs[fields.InputDataFields.
                                 original_image_spatial_shape],
              transformed_inputs[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 835..837
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

      return (padded_tensor_dict[fields.InputDataFields.groundtruth_boxes],
              padded_tensor_dict[fields.InputDataFields.groundtruth_classes],
              padded_tensor_dict[fields.InputDataFields.num_groundtruth_boxes])
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 835..837
research/object_detection/inputs_test.py on lines 1184..1187

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

      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 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

      rpn_objectness_predictions_with_background = tf.constant(
          [[[-10, 13],
            [-10, 12],
            [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 1637..1641

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_ground_truth_image_info(
        image_key, {
            standard_fields.InputDataFields.groundtruth_boxes:
                groundtruth_boxes,
            standard_fields.InputDataFields.groundtruth_classes:
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 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
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

    conv_op = functools.partial(
        tf_keras.layers.SeparableConv2D
        if self._use_separable_conv
        else tf_keras.layers.Conv2D,
        filters=self._filters,
Severity: Major
Found in official/projects/yolo/modeling/layers/nn_blocks.py and 4 other locations - About 50 mins to fix
official/nlp/modeling/layers/relative_attention.py on lines 135..142
official/projects/yolo/ops/mosaic.py on lines 236..244
research/audioset/vggish/vggish_input.py on lines 61..69
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

      return (tensor_dict[fields.InputDataFields.image],
              tensor_dict[fields.InputDataFields.groundtruth_classes],
              tensor_dict[fields.InputDataFields.groundtruth_boxes])
Severity: Major
Found in research/object_detection/builders/decoder_builder_test.py and 4 other locations - About 50 mins to fix
research/object_detection/inputs_test.py on lines 803..806
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

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