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

class WeightedGIOULocalizationLossTest(test_case.TestCase):

  def testReturnsCorrectLoss(self):
    def graph_fn():
      prediction_tensor = tf.constant([[[1.5, 0, 2.4, 1],
Severity: Major
Found in research/object_detection/core/losses_test.py and 1 other location - About 3 days to fix
research/object_detection/core/losses_test.py on lines 162..198

Duplicated Code

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

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

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

Tuning

This issue has a mass of 323.

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 2 locations. Consider refactoring.
Open

class WeightedIOULocalizationLossTest(test_case.TestCase):

  def testReturnsCorrectLoss(self):
    def graph_fn():
      prediction_tensor = tf.constant([[[1.5, 0, 2.4, 1],
Severity: Major
Found in research/object_detection/core/losses_test.py and 1 other location - About 3 days to fix
research/object_detection/core/losses_test.py on lines 201..239

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 323.

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 2 locations. Consider refactoring.
Open

  def test_special_tokens_in_estimator(self):
    """Tests getting special tokens without an Eager init context."""
    vocab_file = self._make_vocab_file(
        ["[PAD]", "[UNK]", "[CLS]", "[SEP]", "d", "##ef", "abc", "xy"])
Severity: Major
Found in official/nlp/modeling/layers/text_layers_test.py and 1 other location - About 3 days to fix
official/nlp/modeling/layers/text_layers_test.py on lines 97..130

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 321.

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 2 locations. Consider refactoring.
Open

  def test_stream_conv_block_2plus1d(self):
    conv_block = movinet_layers.ConvBlock(
        filters=3,
        kernel_size=(3, 3, 3),
        strides=(1, 2, 2),
Severity: Major
Found in official/projects/movinet/modeling/movinet_layers_test.py and 1 other location - About 3 days to fix
official/projects/movinet/modeling/movinet_layers_test.py on lines 253..300

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 321.

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 2 locations. Consider refactoring.
Open

  def test_stream_conv_block_3d_2plus1d(self):
    conv_block = movinet_layers.ConvBlock(
        filters=3,
        kernel_size=(3, 3, 3),
        strides=(1, 2, 2),
Severity: Major
Found in official/projects/movinet/modeling/movinet_layers_test.py and 1 other location - About 3 days to fix
official/projects/movinet/modeling/movinet_layers_test.py on lines 204..251

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 321.

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 2 locations. Consider refactoring.
Open

  def test_special_tokens_in_estimator(self):
    """Tests getting special tokens without an Eager init context."""
    vocab_file = self._make_vocab_file(
        ["[PAD]", "[UNK]", "[CLS]", "[SEP]", "d", "##ef", "abc", "xy"])
Severity: Major
Found in official/nlp/modeling/layers/text_layers_test.py and 1 other location - About 3 days to fix
official/nlp/modeling/layers/text_layers_test.py on lines 514..547

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 321.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

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

  with tf.name_scope(scope or 'BooleanMask'):
    if indicator.shape.ndims != 1:
      raise ValueError('indicator should have rank 1')
    if indicator.dtype != tf.bool:
      raise ValueError('indicator should be a boolean tensor')
Severity: Major
Found in official/vision/utils/object_detection/box_list_ops.py and 1 other location - About 3 days to fix
research/object_detection/core/box_list_ops.py on lines 529..560

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 316.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

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

  with tf.name_scope(scope, 'BooleanMask'):
    if indicator.shape.ndims != 1:
      raise ValueError('indicator should have rank 1')
    if indicator.dtype != tf.bool:
      raise ValueError('indicator should be a boolean tensor')
Severity: Major
Found in research/object_detection/core/box_list_ops.py and 1 other location - About 3 days to fix
official/vision/utils/object_detection/box_list_ops.py on lines 466..496

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 316.

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 2 locations. Consider refactoring.
Open

  def _process_groundtruth_boxes(self, groundtruth_box_tuples):
    """Pre-processes boxes before adding them to the VRDDetectionEvaluation.

    In case of phrase evaluation task, evaluation expects exactly one bounding
    box containing all objects in the phrase. This bounding box is computed
Severity: Major
Found in research/object_detection/utils/vrd_evaluation.py and 1 other location - About 3 days to fix
research/object_detection/utils/vrd_evaluation.py on lines 377..411

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 316.

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 2 locations. Consider refactoring.
Open

  def _process_detection_boxes(self, detections_box_tuples):
    """Pre-processes boxes before adding them to the VRDDetectionEvaluation.

    In case of phrase evaluation task, evaluation expects exactly one bounding
    box containing all objects in the phrase. This bounding box is computed
Severity: Major
Found in research/object_detection/utils/vrd_evaluation.py and 1 other location - About 3 days to fix
research/object_detection/utils/vrd_evaluation.py on lines 341..375

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 316.

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

moblenet_v2_expected_feature_map_shape_128 = [
    (2, 64, 64, 32), (2, 64, 64, 96), (2, 32, 32, 96), (2, 32, 32, 24),
    (2, 32, 32, 144), (2, 32, 32, 144), (2, 32, 32, 24), (2, 32, 32, 144),
    (2, 16, 16, 144), (2, 16, 16, 32), (2, 16, 16, 192), (2, 16, 16, 192),
    (2, 16, 16, 32), (2, 16, 16, 192), (2, 16, 16, 192), (2, 16, 16, 32),
Severity: Major
Found in research/object_detection/models/keras_models/test_utils.py and 5 other locations - About 2 days to fix
research/object_detection/models/keras_models/test_utils.py on lines 136..149
research/object_detection/models/keras_models/test_utils.py on lines 152..165
research/object_detection/models/keras_models/test_utils.py on lines 168..181
research/object_detection/models/keras_models/test_utils.py on lines 184..197
research/object_detection/models/keras_models/test_utils.py on lines 200..213

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 306.

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

moblenet_v2_expected_feature_map_shape_128_explicit_padding = [
    (2, 64, 64, 32), (2, 64, 64, 96), (2, 32, 32, 96), (2, 32, 32, 24),
    (2, 32, 32, 144), (2, 32, 32, 144), (2, 32, 32, 24), (2, 32, 32, 144),
    (2, 16, 16, 144), (2, 16, 16, 32), (2, 16, 16, 192), (2, 16, 16, 192),
    (2, 16, 16, 32), (2, 16, 16, 192), (2, 16, 16, 192), (2, 16, 16, 32),
Severity: Major
Found in research/object_detection/models/keras_models/test_utils.py and 5 other locations - About 2 days to fix
research/object_detection/models/keras_models/test_utils.py on lines 120..133
research/object_detection/models/keras_models/test_utils.py on lines 152..165
research/object_detection/models/keras_models/test_utils.py on lines 168..181
research/object_detection/models/keras_models/test_utils.py on lines 184..197
research/object_detection/models/keras_models/test_utils.py on lines 200..213

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 306.

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

moblenet_v2_expected_feature_map_shape_with_conv_defs = [
    (2, 150, 150, 32), (2, 150, 150, 96), (2, 75, 75, 96), (2, 75, 75, 24),
    (2, 75, 75, 144), (2, 75, 75, 144), (2, 75, 75, 24), (2, 75, 75, 144),
    (2, 38, 38, 144), (2, 38, 38, 32), (2, 38, 38, 192), (2, 38, 38, 192),
    (2, 38, 38, 32), (2, 38, 38, 192), (2, 38, 38, 192), (2, 38, 38, 32),
Severity: Major
Found in research/object_detection/models/keras_models/test_utils.py and 5 other locations - About 2 days to fix
research/object_detection/models/keras_models/test_utils.py on lines 120..133
research/object_detection/models/keras_models/test_utils.py on lines 136..149
research/object_detection/models/keras_models/test_utils.py on lines 152..165
research/object_detection/models/keras_models/test_utils.py on lines 168..181
research/object_detection/models/keras_models/test_utils.py on lines 184..197

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 306.

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 8 locations. Consider refactoring.
Open

      with tf.variable_scope(end_point):
        with tf.variable_scope('Branch_0'):
          branch_0 = slim.conv2d(net, depth(352), [1, 1], scope='Conv2d_0a_1x1')
        with tf.variable_scope('Branch_1'):
          branch_1 = slim.conv2d(
Severity: Major
Found in research/slim/nets/inception_v2.py and 7 other locations - About 2 days to fix
research/slim/nets/inception_v2.py on lines 171..199
research/slim/nets/inception_v2.py on lines 202..230
research/slim/nets/inception_v2.py on lines 258..286
research/slim/nets/inception_v2.py on lines 289..317
research/slim/nets/inception_v2.py on lines 320..348
research/slim/nets/inception_v2.py on lines 351..379
research/slim/nets/inception_v2.py on lines 408..436

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 306.

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

mobilenet_v2_expected_feature_map_shape_with_dynamic_inputs = [
    (2, 64, 64, 32), (2, 64, 64, 96), (2, 32, 32, 96), (2, 32, 32, 24),
    (2, 32, 32, 144), (2, 32, 32, 144), (2, 32, 32, 24), (2, 32, 32, 144),
    (2, 16, 16, 144), (2, 16, 16, 32), (2, 16, 16, 192), (2, 16, 16, 192),
    (2, 16, 16, 32), (2, 16, 16, 192), (2, 16, 16, 192), (2, 16, 16, 32),
Severity: Major
Found in research/object_detection/models/keras_models/test_utils.py and 5 other locations - About 2 days to fix
research/object_detection/models/keras_models/test_utils.py on lines 120..133
research/object_detection/models/keras_models/test_utils.py on lines 136..149
research/object_detection/models/keras_models/test_utils.py on lines 168..181
research/object_detection/models/keras_models/test_utils.py on lines 184..197
research/object_detection/models/keras_models/test_utils.py on lines 200..213

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 306.

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 8 locations. Consider refactoring.
Open

      with tf.variable_scope(end_point):
        with tf.variable_scope('Branch_0'):
          branch_0 = slim.conv2d(net, depth(96), [1, 1], scope='Conv2d_0a_1x1')
        with tf.variable_scope('Branch_1'):
          branch_1 = slim.conv2d(
Severity: Major
Found in research/slim/nets/inception_v2.py and 7 other locations - About 2 days to fix
research/slim/nets/inception_v2.py on lines 171..199
research/slim/nets/inception_v2.py on lines 202..230
research/slim/nets/inception_v2.py on lines 258..286
research/slim/nets/inception_v2.py on lines 289..317
research/slim/nets/inception_v2.py on lines 320..348
research/slim/nets/inception_v2.py on lines 408..436
research/slim/nets/inception_v2.py on lines 439..467

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 306.

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 8 locations. Consider refactoring.
Open

      with tf.variable_scope(end_point):
        with tf.variable_scope('Branch_0'):
          branch_0 = slim.conv2d(net, depth(64), [1, 1], scope='Conv2d_0a_1x1')
        with tf.variable_scope('Branch_1'):
          branch_1 = slim.conv2d(
Severity: Major
Found in research/slim/nets/inception_v2.py and 7 other locations - About 2 days to fix
research/slim/nets/inception_v2.py on lines 171..199
research/slim/nets/inception_v2.py on lines 258..286
research/slim/nets/inception_v2.py on lines 289..317
research/slim/nets/inception_v2.py on lines 320..348
research/slim/nets/inception_v2.py on lines 351..379
research/slim/nets/inception_v2.py on lines 408..436
research/slim/nets/inception_v2.py on lines 439..467

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 306.

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

moblenet_v2_expected_feature_map_shape_299 = [
    (2, 150, 150, 32), (2, 150, 150, 96), (2, 75, 75, 96), (2, 75, 75, 24),
    (2, 75, 75, 144), (2, 75, 75, 144), (2, 75, 75, 24), (2, 75, 75, 144),
    (2, 38, 38, 144), (2, 38, 38, 32), (2, 38, 38, 192), (2, 38, 38, 192),
    (2, 38, 38, 32), (2, 38, 38, 192), (2, 38, 38, 192), (2, 38, 38, 32),
Severity: Major
Found in research/object_detection/models/keras_models/test_utils.py and 5 other locations - About 2 days to fix
research/object_detection/models/keras_models/test_utils.py on lines 120..133
research/object_detection/models/keras_models/test_utils.py on lines 136..149
research/object_detection/models/keras_models/test_utils.py on lines 152..165
research/object_detection/models/keras_models/test_utils.py on lines 184..197
research/object_detection/models/keras_models/test_utils.py on lines 200..213

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 306.

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 8 locations. Consider refactoring.
Open

      with tf.variable_scope(end_point):
        with tf.variable_scope('Branch_0'):
          branch_0 = slim.conv2d(net, depth(160), [1, 1], scope='Conv2d_0a_1x1')
        with tf.variable_scope('Branch_1'):
          branch_1 = slim.conv2d(
Severity: Major
Found in research/slim/nets/inception_v2.py and 7 other locations - About 2 days to fix
research/slim/nets/inception_v2.py on lines 171..199
research/slim/nets/inception_v2.py on lines 202..230
research/slim/nets/inception_v2.py on lines 258..286
research/slim/nets/inception_v2.py on lines 289..317
research/slim/nets/inception_v2.py on lines 351..379
research/slim/nets/inception_v2.py on lines 408..436
research/slim/nets/inception_v2.py on lines 439..467

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 306.

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

moblenet_v2_expected_feature_map_shape_enforcing_min_depth = [
    (2, 150, 150, 32), (2, 150, 150, 192), (2, 75, 75, 192), (2, 75, 75, 32),
    (2, 75, 75, 192), (2, 75, 75, 192), (2, 75, 75, 32), (2, 75, 75, 192),
    (2, 38, 38, 192), (2, 38, 38, 32), (2, 38, 38, 192), (2, 38, 38, 192),
    (2, 38, 38, 32), (2, 38, 38, 192), (2, 38, 38, 192), (2, 38, 38, 32),
Severity: Major
Found in research/object_detection/models/keras_models/test_utils.py and 5 other locations - About 2 days to fix
research/object_detection/models/keras_models/test_utils.py on lines 120..133
research/object_detection/models/keras_models/test_utils.py on lines 136..149
research/object_detection/models/keras_models/test_utils.py on lines 152..165
research/object_detection/models/keras_models/test_utils.py on lines 168..181
research/object_detection/models/keras_models/test_utils.py on lines 200..213

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 306.

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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