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Function build has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def build(self, input_shape):
    """Creates the variables of the BASNet decoder."""
    conv_op = tf_keras.layers.Conv2D
    conv_kwargs = {
        'kernel_size': 3,
Severity: Minor
Found in official/projects/basnet/modeling/basnet_model.py - About 25 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 train_step has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def train_step(self, inputs, model, optimizer, metrics=None):
    """Does forward and backward.

    Args:
      inputs: a dictionary of input tensors.
Severity: Minor
Found in official/projects/detr/tasks/detection.py - About 25 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 build has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def build(self, input_shape):
    if isinstance(input_shape, tf.TensorShape):
      input_tensor_shape = input_shape
    elif isinstance(input_shape, (list, tuple)):
      input_tensor_shape = tf.TensorShape(input_shape[0])
Severity: Minor
Found in official/projects/detr/modeling/transformer.py - About 25 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 __init__ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(self,
               num_hidden_layers: int,
               num_hidden_channels: int,
               num_output_channels: int,
               use_sync_bn: bool,
Severity: Minor
Found in official/projects/const_cl/modeling/heads/simple.py - About 25 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 build has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def build(self, input_shape):
    if isinstance(input_shape, tf.TensorShape):
      input_tensor_shape = input_shape
    elif isinstance(input_shape, (list, tuple)):
      input_tensor_shape = tf.TensorShape(input_shape[0])
Severity: Minor
Found in official/projects/roformer/roformer_encoder_block.py - About 25 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 train_step has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def train_step(self, inputs, model, optimizer, metrics=None):
    """Does forward and backward.

    Args:
      inputs: a dictionary of input tensors.
Severity: Minor
Found in official/projects/simclr/tasks/simclr.py - About 25 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 test_outputs has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def test_outputs(self, num_proj_layers, proj_output_dim, ft_proj_idx):
    test_layer = simclr_head.ProjectionHead(
        num_proj_layers=num_proj_layers,
        proj_output_dim=proj_output_dim,
        ft_proj_idx=ft_proj_idx
Severity: Minor
Found in official/projects/simclr/heads/simclr_head_test.py - About 25 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 process_metrics has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def process_metrics(
      self,
      metrics: List[tf_keras.metrics.Metric],
      labels: tf.Tensor,
      outputs: tf.Tensor,
Severity: Minor
Found in official/projects/yt8m/tasks/yt8m_task.py - About 25 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 build_model has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def build_model(self):
    model_config = self.task_config.model
    input_specs = tf_keras.layers.InputSpec(shape=[None] +
                                            model_config.input_size)
Severity: Minor
Found in official/projects/simclr/tasks/simclr.py - About 25 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 6 (exceeds 5 allowed). Consider refactoring.
Open

  def call(self, inputs: tf.Tensor, training: bool = False, mask: Any = None):
    """Calls ResNet3DY model."""
    del mask
    x = self._stem_conv(inputs, training=training)
    x = self._stem_bn(x, training=training)
Severity: Minor
Found in official/projects/const_cl/modeling/backbones/resnet_3d.py - About 25 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 _parse_train_data has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _parse_train_data(self, decoded_tensors):
    """Parses data for training."""
    image_bytes = decoded_tensors['image/encoded']

    if self._mode == simclr_model.FINETUNE:
Severity: Minor
Found in official/projects/simclr/dataloaders/simclr_input.py - About 25 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 test_read_segment_level_input has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def test_read_segment_level_input(self, include_video_id, num_sample_frames):
    params = yt8m_configs.yt8m(is_training=False)
    params.global_batch_size = 2
    params.segment_labels = True
    params.segment_size = 24
Severity: Minor
Found in official/projects/yt8m/dataloaders/yt8m_input_test.py - About 25 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 initialize has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def initialize(self, model: tf_keras.Model):
    """Loading pretrained checkpoint."""
    if not self.task_config.init_checkpoint:
      return
Severity: Minor
Found in official/projects/simclr/tasks/simclr.py - About 25 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 __init__ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(
      self,
      output_dim: int,
      use_bias: bool = True,
      use_normalization: bool = False,
Severity: Minor
Found in official/projects/simclr/modeling/layers/nn_blocks.py - About 25 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 6 (exceeds 5 allowed). Consider refactoring.
Open

  def __call__(
      self,
      params: cfg.DataConfig,
      input_context: Optional[tf.distribute.InputContext] = None
  ) -> tf.data.Dataset:
Severity: Minor
Found in official/projects/unified_detector/data_loaders/input_reader.py - About 25 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 train_step has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def train_step(
      self,
      inputs: Tuple[NestedTensorDict, NestedTensorDict],
      model: ModelType,
      optimizer: tf_keras.optimizers.Optimizer,
Severity: Minor
Found in official/projects/unified_detector/tasks/ocr_task.py - About 25 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 collect_prunable_layers has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def collect_prunable_layers(model):
  """Recursively collect the prunable layers in the model."""
  prunable_layers = []
  for layer in model.layers:
    if isinstance(layer, tf_keras.Model):
Severity: Minor
Found in official/projects/pruning/tasks/image_classification.py - About 25 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 compute_attribute_losses has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def compute_attribute_losses(
      self,
      outputs: Mapping[str, Any],
      labels: Mapping[str, Any],
      box_sample_weight: tf.Tensor) -> Mapping[str, float]:
Severity: Minor
Found in official/projects/pointpillars/tasks/pointpillars.py - About 25 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 annotation_to_entities has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def annotation_to_entities(annotation: Dict[str, Any]) -> List[Dict[str, Any]]:
  """Flatten the annotation dict to a list of 'entities'."""
  entities = []
  for paragraph in annotation['paragraphs']:
    paragraph_id = len(entities)
Severity: Minor
Found in official/projects/unified_detector/data_conversion/utils.py - About 25 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 truncate_or_pad has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def truncate_or_pad(input_tensor: tf.Tensor,
                    new_size: int,
                    axis: int = 1,
                    constant_value: Union[int, float] = 0) -> tf.Tensor:
  """Truncate or zeros pad the axis of input tensor to new size."""
Severity: Minor
Found in official/projects/unified_detector/utils/utilities.py - About 25 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

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