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

def run_bert(strategy,
             input_meta_data,
             model_config,
             train_input_fn=None,
             eval_input_fn=None,
Severity: Minor
Found in official/legacy/bert/run_classifier.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 pretrain_model has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def pretrain_model(bert_config,
                   seq_length,
                   max_predictions_per_seq,
                   initializer=None,
                   use_next_sentence_label=True,
Severity: Minor
Found in official/legacy/bert/bert_models.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, eval_type='box', annotation_file=None, gt_dataset=None):
    """Instantiates a COCO-style API object.

    Args:
      eval_type: either 'box' or 'mask'.
Severity: Minor
Found in official/vision/evaluation/coco_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 calculate_batch_sizes has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def calculate_batch_sizes(total_batch_size: int,
                          pseudo_label_ratio: float,
                          pseudo_label_batch_size: int = 0) -> Tuple[int, int]:
  """Calculates labeled and pseudo-labeled dataset batch sizes.
Severity: Minor
Found in official/vision/dataloaders/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 _parse_eval_data has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _parse_eval_data(self, data):
    """Parses data for training and evaluation."""
    image, label = self._prepare_image_and_label(data)

    # Binarize mask if ground-truth is a matting map
Severity: Minor
Found in official/vision/dataloaders/segmentation_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 __init__ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(self,
               output_size,
               min_level: int | None,
               max_level,
               num_scales: int | None,
Severity: Minor
Found in official/vision/dataloaders/retinanet_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 assert_shape_equal has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def assert_shape_equal(shape_a, shape_b):
  """Asserts that shape_a and shape_b are equal.

  If the shapes are static, raises a ValueError when the shapes
  mismatch.
Severity: Minor
Found in official/vision/utils/object_detection/shape_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 get_computation_shape_for_model_parallelism has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def get_computation_shape_for_model_parallelism(
    input_partition_dims: Sequence[int]) -> Sequence[int]:
  """Returns computation shape to be used for TPUStrategy spatial partition.

  Args:
Severity: Minor
Found in official/vision/train_spatial_partitioning.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, data):
    """Parses data for training and evaluation."""
    image, label = self._prepare_image_and_label(data)

    # Normalize the label into the range of 0 and 1 for matting ground-truth.
Severity: Minor
Found in official/vision/dataloaders/segmentation_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 draw_bounding_boxes_on_image has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def draw_bounding_boxes_on_image(image,
                                 boxes,
                                 color='red',
                                 thickness=4,
                                 display_str_list_list=()):
Severity: Minor
Found in official/vision/utils/object_detection/visualization_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 refine_boxes_multi_class has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def refine_boxes_multi_class(pool_boxes,
                             num_classes,
                             nms_iou_thresh,
                             nms_max_detections,
                             voting_iou_thresh=0.5):
Severity: Minor
Found in official/vision/utils/object_detection/box_list_ops.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_label has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def process_label(label: tf.Tensor,
                  one_hot_label: bool = True,
                  num_classes: Optional[int] = None,
                  label_dtype: tf.DType = tf.int32) -> tf.Tensor:
  """Processes label Tensor."""
Severity: Minor
Found in official/vision/dataloaders/video_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 update_state has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def update_state(
      self, y_true: Dict[str, tf.Tensor], y_pred: Dict[str, tf.Tensor]
  ):
    # (batch_size, num_detections, 4) in absolute coordinates.
    detection_boxes = tf.cast(y_pred['detection_boxes'], tf.float32)
Severity: Minor
Found in official/vision/evaluation/instance_metrics.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 _update_metrics has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _update_metrics(self, labels, outputs, logs):
    instance_predictions = {
        'detection_boxes': outputs['detection_boxes'],
        'detection_scores': outputs['detection_scores'],
        'detection_classes': outputs['detection_classes'],
Severity: Minor
Found in official/vision/tasks/maskrcnn.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, class_outputs, class_targets, class_weights=None):
    """Computes the class loss (Fast-RCNN branch) of Mask-RCNN.

    This function implements the classification loss of the Fast-RCNN.
Severity: Minor
Found in official/vision/losses/maskrcnn_losses.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_losses has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def build_losses(self,
                   labels: Any,
                   model_outputs: Any,
                   aux_losses: Optional[Any] = None):
    """Sparse categorical cross entropy loss.
Severity: Minor
Found in official/vision/tasks/video_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 test_build_model has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def test_build_model(self, use_separable_conv, build_anchor_boxes,
                       is_training, has_att_heads):
    num_classes = 3
    min_level = 3
    max_level = 7
Severity: Minor
Found in official/vision/modeling/retinanet_model_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 build_inputs has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def build_inputs(self,
                   params: exp_cfg.DataConfig,
                   input_context: Optional[tf.distribute.InputContext] = None):
    """Build input dataset."""
Severity: Minor
Found in official/vision/tasks/retinanet.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, training=None):
    shortcut = inputs
    if self._use_projection:
      if self._resnetd_shortcut:
        shortcut = self._shortcut0(shortcut)
Severity: Minor
Found in official/vision/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,
           inputs: tf.Tensor,
           training: Optional[bool] = None) -> tf.Tensor:

    @tf.custom_gradient
Severity: Minor
Found in official/vision/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

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