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Function main has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def main(_):

  params = exp_factory.get_exp_config(_EXPERIMENT.value)
  for config_file in _CONFIG_FILE.value or []:
    params = hyperparams.override_params_dict(
Severity: Minor
Found in official/projects/qat/vision/serving/export_saved_model.py - About 35 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Identical blocks of code found in 7 locations. Consider refactoring.
Open

    common_kwargs = dict(
        kernel_regularizer=self._kernel_regularizer,
        bias_regularizer=self._bias_regularizer,
        activity_regularizer=self._activity_regularizer,
        kernel_constraint=self._kernel_constraint,
Severity: Major
Found in official/nlp/modeling/layers/reuse_attention.py and 6 other locations - About 35 mins to fix
official/nlp/modeling/layers/gated_feedforward.py on lines 103..108
official/nlp/modeling/layers/multi_channel_attention.py on lines 63..68
official/nlp/modeling/layers/reuse_transformer.py on lines 161..166
official/nlp/modeling/layers/tn_transformer_expand_condense.py on lines 132..137
official/nlp/modeling/layers/transformer.py on lines 265..270
official/nlp/modeling/layers/transformer_scaffold.py on lines 148..153

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 33.

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 6 locations. Consider refactoring.
Open

    if image.dtype != tf.float32:
      image = tf.image.convert_image_dtype(image, dtype=tf.float32)
Severity: Major
Found in research/cognitive_planning/preprocessing/inception_preprocessing.py and 5 other locations - About 35 mins to fix
research/attention_ocr/python/inception_preprocessing.py on lines 195..196
research/attention_ocr/python/inception_preprocessing.py on lines 269..270
research/cognitive_planning/preprocessing/inception_preprocessing.py on lines 191..192
research/slim/preprocessing/inception_preprocessing.py on lines 199..200
research/slim/preprocessing/inception_preprocessing.py on lines 289..290

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 33.

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

Function create_eval_loop_fn has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def create_eval_loop_fn(self, has_state: bool):
    """Creates an eval loop from the current step function and options.

    Args:
      has_state: If the step function has state, state will be kept in the loop.
Severity: Minor
Found in orbit/standard_runner.py - About 35 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

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

  if input_pipeline_context and input_pipeline_context.num_input_pipelines > 1:
    dataset = dataset.shard(input_pipeline_context.num_input_pipelines,
                            input_pipeline_context.input_pipeline_id)
Severity: Major
Found in official/legacy/bert/input_pipeline.py and 4 other locations - About 35 mins to fix
official/legacy/bert/input_pipeline.py on lines 173..175
official/legacy/bert/input_pipeline.py on lines 222..224
official/legacy/bert/input_pipeline.py on lines 267..269
official/legacy/xlnet/data_utils.py on lines 698..700

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 33.

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 5 locations. Consider refactoring.
Open

  if input_pipeline_context and input_pipeline_context.num_input_pipelines > 1:
    dataset = dataset.shard(input_pipeline_context.num_input_pipelines,
                            input_pipeline_context.input_pipeline_id)
Severity: Major
Found in official/legacy/bert/input_pipeline.py and 4 other locations - About 35 mins to fix
official/legacy/bert/input_pipeline.py on lines 93..95
official/legacy/bert/input_pipeline.py on lines 173..175
official/legacy/bert/input_pipeline.py on lines 267..269
official/legacy/xlnet/data_utils.py on lines 698..700

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 33.

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 5 locations. Consider refactoring.
Open

    features = {
        '3': np.random.rand(2, 128, 128, 16),
        '4': np.random.rand(2, 64, 64, 16),
Severity: Major
Found in official/vision/modeling/heads/dense_prediction_heads_test.py and 4 other locations - About 35 mins to fix
official/projects/qat/vision/modeling/heads/dense_prediction_heads_test.py on lines 82..84
official/vision/modeling/heads/dense_prediction_heads_test.py on lines 100..102
official/vision/modeling/heads/dense_prediction_heads_test.py on lines 178..180
official/vision/modeling/heads/dense_prediction_heads_test.py on lines 253..255

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 33.

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 5 locations. Consider refactoring.
Open

  if input_pipeline_context and input_pipeline_context.num_input_pipelines > 1:
    dataset = dataset.shard(input_pipeline_context.num_input_pipelines,
                            input_pipeline_context.input_pipeline_id)
Severity: Major
Found in official/legacy/bert/input_pipeline.py and 4 other locations - About 35 mins to fix
official/legacy/bert/input_pipeline.py on lines 93..95
official/legacy/bert/input_pipeline.py on lines 222..224
official/legacy/bert/input_pipeline.py on lines 267..269
official/legacy/xlnet/data_utils.py on lines 698..700

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 33.

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 5 locations. Consider refactoring.
Open

    features = {
        '3': np.random.rand(2, 128, 128, 16),
        '4': np.random.rand(2, 64, 64, 16),
Severity: Major
Found in official/vision/modeling/heads/dense_prediction_heads_test.py and 4 other locations - About 35 mins to fix
official/projects/qat/vision/modeling/heads/dense_prediction_heads_test.py on lines 82..84
official/vision/modeling/heads/dense_prediction_heads_test.py on lines 100..102
official/vision/modeling/heads/dense_prediction_heads_test.py on lines 138..140
official/vision/modeling/heads/dense_prediction_heads_test.py on lines 178..180

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 33.

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 5 locations. Consider refactoring.
Open

    features = {
        '3': np.random.rand(2, 128, 128, 16),
        '4': np.random.rand(2, 64, 64, 16),
Severity: Major
Found in official/vision/modeling/heads/dense_prediction_heads_test.py and 4 other locations - About 35 mins to fix
official/projects/qat/vision/modeling/heads/dense_prediction_heads_test.py on lines 82..84
official/vision/modeling/heads/dense_prediction_heads_test.py on lines 138..140
official/vision/modeling/heads/dense_prediction_heads_test.py on lines 178..180
official/vision/modeling/heads/dense_prediction_heads_test.py on lines 253..255

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 33.

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 5 locations. Consider refactoring.
Open

    features = {
        '3': np.random.rand(2, 128, 128, 16),
        '4': np.random.rand(2, 64, 64, 16),
Severity: Major
Found in official/vision/modeling/heads/dense_prediction_heads_test.py and 4 other locations - About 35 mins to fix
official/projects/qat/vision/modeling/heads/dense_prediction_heads_test.py on lines 82..84
official/vision/modeling/heads/dense_prediction_heads_test.py on lines 100..102
official/vision/modeling/heads/dense_prediction_heads_test.py on lines 138..140
official/vision/modeling/heads/dense_prediction_heads_test.py on lines 253..255

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 33.

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 4 locations. Consider refactoring.
Open

    if self._box_encodings_clip_range is not None:
      box_encodings = tf.clip_by_value(
          box_encodings, self._box_encodings_clip_range.min,
          self._box_encodings_clip_range.max)
Severity: Major
Found in research/object_detection/predictors/heads/box_head.py and 3 other locations - About 35 mins to fix
research/object_detection/predictors/heads/box_head.py on lines 191..194
research/object_detection/predictors/heads/keras_box_head.py on lines 130..133
research/object_detection/predictors/heads/keras_box_head.py on lines 338..341

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 33.

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 5 locations. Consider refactoring.
Open

  if input_pipeline_context and input_pipeline_context.num_input_pipelines > 1:
    dataset = dataset.shard(input_pipeline_context.num_input_pipelines,
                            input_pipeline_context.input_pipeline_id)
Severity: Major
Found in official/legacy/xlnet/data_utils.py and 4 other locations - About 35 mins to fix
official/legacy/bert/input_pipeline.py on lines 93..95
official/legacy/bert/input_pipeline.py on lines 173..175
official/legacy/bert/input_pipeline.py on lines 222..224
official/legacy/bert/input_pipeline.py on lines 267..269

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 33.

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 4 locations. Consider refactoring.
Open

    if self._box_encodings_clip_range is not None:
      box_encodings = tf.clip_by_value(
          box_encodings, self._box_encodings_clip_range.min,
          self._box_encodings_clip_range.max)
Severity: Major
Found in research/object_detection/predictors/heads/box_head.py and 3 other locations - About 35 mins to fix
research/object_detection/predictors/heads/box_head.py on lines 274..277
research/object_detection/predictors/heads/keras_box_head.py on lines 130..133
research/object_detection/predictors/heads/keras_box_head.py on lines 338..341

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 33.

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 4 locations. Consider refactoring.
Open

    if self._box_encodings_clip_range is not None:
      box_encodings = tf.clip_by_value(
          box_encodings, self._box_encodings_clip_range.min,
          self._box_encodings_clip_range.max)
Severity: Major
Found in research/object_detection/predictors/heads/keras_box_head.py and 3 other locations - About 35 mins to fix
research/object_detection/predictors/heads/box_head.py on lines 191..194
research/object_detection/predictors/heads/box_head.py on lines 274..277
research/object_detection/predictors/heads/keras_box_head.py on lines 338..341

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 33.

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 5 locations. Consider refactoring.
Open

  if input_pipeline_context and input_pipeline_context.num_input_pipelines > 1:
    dataset = dataset.shard(input_pipeline_context.num_input_pipelines,
                            input_pipeline_context.input_pipeline_id)
Severity: Major
Found in official/legacy/bert/input_pipeline.py and 4 other locations - About 35 mins to fix
official/legacy/bert/input_pipeline.py on lines 93..95
official/legacy/bert/input_pipeline.py on lines 173..175
official/legacy/bert/input_pipeline.py on lines 222..224
official/legacy/xlnet/data_utils.py on lines 698..700

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 33.

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 5 locations. Consider refactoring.
Open

    features = {
        '3': np.random.rand(2, 128, 128, 16),
        '4': np.random.rand(2, 64, 64, 16),
Severity: Major
Found in official/projects/qat/vision/modeling/heads/dense_prediction_heads_test.py and 4 other locations - About 35 mins to fix
official/vision/modeling/heads/dense_prediction_heads_test.py on lines 100..102
official/vision/modeling/heads/dense_prediction_heads_test.py on lines 138..140
official/vision/modeling/heads/dense_prediction_heads_test.py on lines 178..180
official/vision/modeling/heads/dense_prediction_heads_test.py on lines 253..255

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 33.

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 4 locations. Consider refactoring.
Open

    if self._box_encodings_clip_range is not None:
      box_encodings = tf.clip_by_value(
          box_encodings, self._box_encodings_clip_range.min,
          self._box_encodings_clip_range.max)
Severity: Major
Found in research/object_detection/predictors/heads/keras_box_head.py and 3 other locations - About 35 mins to fix
research/object_detection/predictors/heads/box_head.py on lines 191..194
research/object_detection/predictors/heads/box_head.py on lines 274..277
research/object_detection/predictors/heads/keras_box_head.py on lines 130..133

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 33.

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 13 locations. Consider refactoring.
Open

  x = layers.Conv2D(
      128, (3, 3),
      padding='same',
      kernel_regularizer=_gen_l2_regularizer(use_l2_regularizer),
Severity: Major
Found in official/legacy/image_classification/vgg/vgg_model.py and 12 other locations - About 35 mins to fix
official/legacy/image_classification/vgg/vgg_model.py on lines 62..65
official/legacy/image_classification/vgg/vgg_model.py on lines 75..78
official/legacy/image_classification/vgg/vgg_model.py on lines 104..107
official/legacy/image_classification/vgg/vgg_model.py on lines 120..123
official/legacy/image_classification/vgg/vgg_model.py on lines 133..136
official/legacy/image_classification/vgg/vgg_model.py on lines 146..149
official/legacy/image_classification/vgg/vgg_model.py on lines 162..165
official/legacy/image_classification/vgg/vgg_model.py on lines 175..178
official/legacy/image_classification/vgg/vgg_model.py on lines 188..191
official/legacy/image_classification/vgg/vgg_model.py on lines 204..207
official/legacy/image_classification/vgg/vgg_model.py on lines 217..220
official/legacy/image_classification/vgg/vgg_model.py on lines 230..233

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 33.

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 13 locations. Consider refactoring.
Open

  x = layers.Conv2D(
      256, (3, 3),
      padding='same',
      kernel_regularizer=_gen_l2_regularizer(use_l2_regularizer),
Severity: Major
Found in official/legacy/image_classification/vgg/vgg_model.py and 12 other locations - About 35 mins to fix
official/legacy/image_classification/vgg/vgg_model.py on lines 62..65
official/legacy/image_classification/vgg/vgg_model.py on lines 75..78
official/legacy/image_classification/vgg/vgg_model.py on lines 91..94
official/legacy/image_classification/vgg/vgg_model.py on lines 104..107
official/legacy/image_classification/vgg/vgg_model.py on lines 120..123
official/legacy/image_classification/vgg/vgg_model.py on lines 146..149
official/legacy/image_classification/vgg/vgg_model.py on lines 162..165
official/legacy/image_classification/vgg/vgg_model.py on lines 175..178
official/legacy/image_classification/vgg/vgg_model.py on lines 188..191
official/legacy/image_classification/vgg/vgg_model.py on lines 204..207
official/legacy/image_classification/vgg/vgg_model.py on lines 217..220
official/legacy/image_classification/vgg/vgg_model.py on lines 230..233

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 33.

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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