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

  def checkpoint_items(self):
    items = dict(encoder=self._network)
    if hasattr(self.classifier_is_entity, 'checkpoint_items'):
      for key, item in self.classifier_is_entity.checkpoint_items.items():
        items['.'.join([self.classifier_is_entity.name, key])] = item
Severity: Minor
Found in official/projects/fffner/fffner_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 main has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def main(_):

  params = exp_factory.get_exp_config(FLAGS.experiment)
  for config_file in FLAGS.config_file or []:
    params = hyperparams.override_params_dict(
Severity: Minor
Found in official/projects/panoptic/serving/export_saved_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 build_model has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def build_model(self):
    if self.task_config.hub_module_url and self.task_config.init_checkpoint:
      raise ValueError('At most one of `hub_module_url` and '
                       '`init_checkpoint` can be specified.')
    if self.task_config.hub_module_url:
Severity: Minor
Found in official/projects/fffner/fffner_prediction.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, logits, labels, sample_weight=None):
    _, _, _, num_classes = logits.get_shape().as_list()

    logits = tf.image.resize(
        logits, tf.shape(labels)[1:3],
Severity: Minor
Found in official/projects/panoptic/losses/panoptic_deeplab_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_conv_layer_params has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _build_conv_layer_params(self, input_shape):
    """Builds params for conv layers."""
    conv_layer_params = []
    if self._conv_type == '3d':
      conv_layer_params.append(
Severity: Minor
Found in official/projects/s3d/modeling/net_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 build_panoptic_maskrcnn has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def build_panoptic_maskrcnn(
    input_specs: tf_keras.layers.InputSpec,
    model_config: panoptic_maskrcnn_cfg.PanopticMaskRCNN,
    l2_regularizer: tf_keras.regularizers.Regularizer = None) -> tf_keras.Model:  # pytype: disable=annotation-type-mismatch  # typed-keras
  """Builds Panoptic Mask R-CNN model.
Severity: Minor
Found in official/projects/panoptic/modeling/factory.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[Any, Any],
      model: tf_keras.Model,
      optimizer: tf_keras.optimizers.Optimizer,
Severity: Minor
Found in official/projects/panoptic/tasks/panoptic_deeplab.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,
           images: tf.Tensor,
           image_info: tf.Tensor,
           anchor_boxes: Optional[Mapping[str, tf.Tensor]] = None,
           gt_boxes: Optional[tf.Tensor] = None,
Severity: Minor
Found in official/projects/panoptic/modeling/panoptic_maskrcnn_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 write_dict_as_tree has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def write_dict_as_tree(dictionary, filename, spaces=0):
  """Writes nested dictionary keys to a file.

  Given a dictionary that contains nested dictionaries, this function
  writes the name of the keys recursively to a specified file as a tree
Severity: Minor
Found in official/projects/centernet/utils/checkpoints/read_checkpoints.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 run has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def run():
  """Runs NHNet using Keras APIs."""
  if FLAGS.enable_mlir_bridge:
    tf.config.experimental.enable_mlir_bridge()
Severity: Minor
Found in official/projects/nhnet/trainer.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 fuse has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def fuse(self):
    """Performs re-parameterization on ConvBN and RepConv layers."""
    logging.info('Fusing ConvBN and RepConv layers.')
    if not self._fused:
      self._fused = True
Severity: Minor
Found in official/projects/yolo/modeling/yolov7_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 load_weights_head has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def load_weights_head(head, weights_dict, head_name):
  """Loads the weights defined in the weights_dict into the head.

  This function loads the head weights by first fetching the necessary
  config classes for the decoder, then loads them in one by one for
Severity: Minor
Found in official/projects/centernet/utils/checkpoints/load_weights.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_data_decoder has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _get_data_decoder(self, params):
    """Get a decoder object to decode the dataset."""
    if params.tfds_name:
      decoder = tfds_factory.get_detection_decoder(params.tfds_name)
    else:
Severity: Minor
Found in official/projects/yolo/tasks/yolov7.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_data_decoder has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _get_data_decoder(self, params):
    """Get a decoder object to decode the dataset."""
    if params.tfds_name:
      decoder = tfds_factory.get_detection_decoder(params.tfds_name)
    else:
Severity: Minor
Found in official/projects/yolo/tasks/yolo.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."""
    if params.tfds_name:
Severity: Minor
Found in official/projects/centernet/tasks/centernet.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 load_weights_backbone has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def load_weights_backbone(backbone, weights_dict, backbone_name):
  """Loads the weights defined in the weights_dict into the backbone.

  This function loads the backbone weights by first fetching the necessary
  config classes for the backbone, then loads them in one by one for
Severity: Minor
Found in official/projects/centernet/utils/checkpoints/load_weights.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 _search_body has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _search_body(self, pred_box, pred_class, boxes, classes, running_boxes,
                   running_classes, max_iou, idx):
    """Main search fn."""

    # capture the batch size to be used, and gather a slice of
Severity: Minor
Found in official/projects/yolo/ops/loss_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 _search has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _search(self, var, keys):
    """Search all all keys for matches. Return True on match."""
    if keys is not None:
      # variable group is not ignored so search for the keys.
      for r in keys:
Severity: Minor
Found in official/projects/yolo/optimization/sgd_torch.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 _create_slots has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _create_slots(self, var_list):
    """Create a momentum variable for each variable."""
    if self._momentum:
      for var in var_list:
        # check if trainable to support GPU EMA.
Severity: Minor
Found in official/projects/yolo/optimization/sgd_torch.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):
    boxes = []
    class_scores = []
    object_scores = []
    levels = list(inputs.keys())
Severity: Minor
Found in official/projects/yolo/modeling/layers/detection_generator.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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