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

def build_and_apply_nas_policy(policies, image, augmentation_hparams):
  """Build a policy from the given policies passed in and apply to image.

  Args:
    policies: list of lists of tuples in the form `(func, prob, level)`, `func`
Severity: Minor
Found in official/projects/unified_detector/data_loaders/autoaugment.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

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

  def call(self, inputs):
    """Calls the layer with the given inputs."""
    x = inputs

    # bn_op and activation_op are folded into the '2plus1d' conv layer so that
Severity: Minor
Found in official/projects/movinet/modeling/movinet_layers.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 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/attention_ocr/python/inception_preprocessing.py and 5 other locations - About 35 mins to fix
research/attention_ocr/python/inception_preprocessing.py on lines 269..270
research/cognitive_planning/preprocessing/inception_preprocessing.py on lines 191..192
research/cognitive_planning/preprocessing/inception_preprocessing.py on lines 267..268
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

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/slim/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/cognitive_planning/preprocessing/inception_preprocessing.py on lines 267..268
research/slim/preprocessing/inception_preprocessing.py on lines 199..200

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

  def __init__(self,
               in_filters,
               out_filters,
               expand_ratio,
               strides,
Severity: Minor
Found in official/projects/qat/vision/n_bit/nn_blocks.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

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

  def call(self,
           inputs: tf.Tensor,
           training: Optional[bool] = None) -> tf.Tensor:
    if training is None:
      training = tf_keras.backend.learning_phase()
Severity: Minor
Found in official/projects/qat/vision/modeling/layers/nn_layers.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

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

  def create_train_loop_fn(self):
    """Creates a training loop from the current step function and options.

    Returns:
      The train loop function, i.e. wrapper of multiple train steps.
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

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

  def replacement(self, match_layer: LayerNode) -> LayerNode:
    """See base class."""
    bottleneck_layer = match_layer.layer
    bottleneck_config = bottleneck_layer['config']
    bottleneck_names_and_weights = list(match_layer.names_and_weights)
Severity: Minor
Found in official/projects/qat/nlp/quantization/schemes.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

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

def copy_original_weights(original_model: tf_keras.Model,
                          quantized_model: tf_keras.Model):
  """Helper function that copy the original model weights to quantized model."""
  original_weight_value = original_model.get_weights()
  weight_values = quantized_model.get_weights()
Severity: Minor
Found in official/projects/qat/vision/quantization/helper.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/transformer_scaffold.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_attention.py on lines 351..356
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

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 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/multi_channel_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/reuse_attention.py on lines 351..356
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 267..268
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

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/slim/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/cognitive_planning/preprocessing/inception_preprocessing.py on lines 267..268
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

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/tn_transformer_expand_condense.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_attention.py on lines 351..356
official/nlp/modeling/layers/reuse_transformer.py on lines 161..166
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

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

  def __init__(
      self,
      vocab_size: int,
      attention_window: Union[List[int], int] = 512,
      global_attention_size: int = 0,
Severity: Minor
Found in official/projects/longformer/longformer_encoder.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/transformer.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_attention.py on lines 351..356
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_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 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_transformer.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_attention.py on lines 351..356
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

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

  def evaluate(self, steps: int = -1) -> Optional[runner.Output]:
    """Runs evaluation for the given number of steps.

    This method calls `self.evaluator.evaluate(steps)`, then writes the returned
    summaries (if any).
Severity: Minor
Found in orbit/controller.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/gated_feedforward.py and 6 other locations - About 35 mins to fix
official/nlp/modeling/layers/multi_channel_attention.py on lines 63..68
official/nlp/modeling/layers/reuse_attention.py on lines 351..356
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/attention_ocr/python/inception_preprocessing.py and 5 other locations - About 35 mins to fix
research/attention_ocr/python/inception_preprocessing.py on lines 195..196
research/cognitive_planning/preprocessing/inception_preprocessing.py on lines 191..192
research/cognitive_planning/preprocessing/inception_preprocessing.py on lines 267..268
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

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