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

  def __init__(self,
               output_size,
               min_level,
               max_level,
               num_scales,
Severity: Minor
Found in official/vision/dataloaders/maskrcnn_input.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 update_state has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def update_state(self, groundtruths, predictions):
    """Update the metrics state with prediction and ground-truth data.

    Args:
      groundtruths: a dictionary of Tensors including the fields below.
Severity: Minor
Found in official/vision/evaluation/wod_detection_evaluator.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 generate_annotation_file has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def generate_annotation_file(groundtruth_generator,
                             annotation_file):
  """Generates COCO-style annotation JSON file given a ground-truth generator."""
  groundtruths = {}
  logging.info('Loading groundtruth annotations from dataset to memory...')
Severity: Minor
Found in official/vision/evaluation/coco_utils.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 assign has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def assign(self,
             anchors,
             groundtruth_boxes,
             groundtruth_labels=None,
             groundtruth_weights=None,
Severity: Minor
Found in official/vision/utils/object_detection/target_assigner.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 _parse_eval_data has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def _parse_eval_data(self, data, anchor_labeler=None, input_anchor=None):
    """Parses data for training and evaluation."""

    classes = data['groundtruth_classes']
    boxes = data['groundtruth_boxes']
Severity: Minor
Found in official/vision/dataloaders/retinanet_input.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 build has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def build(self, input_shape):
    if self._use_projection:
      self._shortcut = tf_keras.layers.Conv2D(
          filters=self._filters,
          kernel_size=1,
Severity: Minor
Found in official/vision/modeling/layers/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 train_step has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def train_step(self,
                 inputs: Tuple[Any, Any],
                 model: tf_keras.Model,
                 optimizer: tf_keras.optimizers.Optimizer,
                 metrics: Optional[List[Any]] = None):
Severity: Minor
Found in official/vision/tasks/video_classification.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_mask_outputs has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def _call_mask_outputs(
      self,
      model_box_outputs: Mapping[str, tf.Tensor],
      features: tf.Tensor,
      current_rois: tf.Tensor,
Severity: Minor
Found in official/vision/modeling/maskrcnn_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

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

  def call(self, inputs):
    """Run layer computation."""
    x = inputs
    px = self._get_pixels(x)
Severity: Minor
Found in official/vision/modeling/layers/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 build has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def build(self, input_shape):
    channels = input_shape[3]

    self.aspp_layers = []
    bn_op = tf_keras.layers.BatchNormalization
Severity: Minor
Found in official/vision/modeling/layers/deeplab.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 reduce_aggregated_logs has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def reduce_aggregated_logs(self, aggregated_logs, global_step=None):
    logs = {}
    if self.iou_metric is not None:
      ious = self.iou_metric.result()
      # TODO(arashwan): support loading class name from a label map file.
Severity: Minor
Found in official/vision/tasks/semantic_segmentation.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 validation_step has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def validation_step(self,
                      inputs: Tuple[Any, Any],
                      model: tf_keras.Model,
                      metrics: Optional[List[Any]] = None):
    """Validatation step.
Severity: Minor
Found in official/vision/tasks/retinanet.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 multi_level_flatten has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def multi_level_flatten(multi_level_inputs, last_dim=None):
  """Flattens a multi-level input.

  Args:
    multi_level_inputs: Ordered Dict with level to [batch, d1, ..., dm].
Severity: Minor
Found in official/vision/losses/loss_utils.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/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 build has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def build(self, input_shape):
    self._shortcut_maxpool = tf_keras.layers.MaxPool3D(
        pool_size=[1, 1, 1],
        strides=[
            self._temporal_strides, self._spatial_strides, self._spatial_strides
Severity: Minor
Found in official/vision/modeling/layers/nn_blocks_3d.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 build has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def build(self, input_shape: Union[tf.TensorShape, List[tf.TensorShape]]):
    """Creates the variables of the segmentation head."""
    use_depthwise_convolution = self._config_dict['use_depthwise_convolution']
    conv_op = tf_keras.layers.Conv2D
    bn_op = tf_keras.layers.BatchNormalization
Severity: Minor
Found in official/vision/modeling/heads/segmentation_heads.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 shard_tensors has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def shard_tensors(
    axis: int, block_size: int, tensors: 'Sequence[tf.Tensor]'
) -> Union[List[Sequence[tf.Tensor]], 'Iterable[Sequence[tf.Tensor]]']:
  """Consistently splits multiple tensors sharding-style.
Severity: Minor
Found in official/vision/modeling/layers/edgetpu.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,
           states: Optional[States] = None,
           output_states: bool = False
           ) -> Union[tf.Tensor, Tuple[tf.Tensor, States]]:
Severity: Minor
Found in official/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_representative_dataset has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def create_representative_dataset(
    params: cfg.ExperimentConfig,
    task: Optional[base_task.Task] = None) -> tf.data.Dataset:
  """Creates a tf.data.Dataset to load images for representative dataset.
Severity: Minor
Found in official/vision/serving/export_tflite_lib.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 get_inference_signatures has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def get_inference_signatures(self, function_keys: Dict[Text, Text]):
    """Gets defined function signatures.

    Args:
      function_keys: A dictionary with keys as the function to create signature
Severity: Minor
Found in official/vision/serving/video_classification.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

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