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

  def _patch(self, one, two):
    """Stitch together 2 images in totality."""
    sample = one
    unique_instance_ids, _ = tf.unique(
        tf.reshape(two['groundtruth_panoptic_instance_mask'], [-1]))
Severity: Minor
Found in official/projects/maskconver/modeling/layers/copypaste.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(_):
  do_lower_case = export_tfhub_lib.get_do_lower_case(FLAGS.do_lower_case,
                                                     FLAGS.vocab_file)
  if FLAGS.export_type == "model":
    if FLAGS.bert_tfhub_module:
Severity: Minor
Found in official/projects/labse/export_tfhub.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 call has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def call(self, inputs, training=None):
    """Builds computation graph.

    Args:
      inputs: Input tensor (of any rank).
Severity: Minor
Found in official/projects/bigbird/recomputing_dropout.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 smart_cond has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def smart_cond(pred, true_fn=None, false_fn=None, name=None):
  """Return either `true_fn()` if predicate `pred` is true else `false_fn()`.

  If `pred` is a bool or has a constant value, we return either `true_fn()`
  or `false_fn()`, otherwise we use `tf.cond` to dynamically route to both.
Severity: Minor
Found in official/projects/bigbird/recomputing_dropout.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 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 initialize_bert2bert_from_pretrained_bert has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def initialize_bert2bert_from_pretrained_bert(
    bert_encoder: tf_keras.layers.Layer,
    bert_decoder: tf_keras.layers.Layer,
    init_checkpoint: Optional[Text] = None) -> None:
  """Helper function to initialze Bert2Bert from Bert pretrained checkpoint."""
Severity: Minor
Found in official/projects/nhnet/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 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 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,
                 metrics: Optional[List[Any]] = None):
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 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 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 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 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 _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 fuse has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def fuse(self):
    """Fuses all Convolution and Batchnorm layers to get better latency."""
    print('Fusing Conv Batch Norm Layers.')
    if not self._fused:
      self._fused = True
Severity: Minor
Found in official/projects/yolo/modeling/yolo_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 _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 _apply has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _apply(self, grad, var, weight_decay, momentum, lr):
    """Uses Pytorch Optimizer with Weight decay SGDW."""
    dparams = grad
    groups = []
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 main has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def main(argv: Sequence[str]) -> None:
  if len(argv) > 1:
    raise app.UsageError('Too many command-line arguments.')

  # Set up experiment params and load the configs from file/files.
Severity: Minor
Found in official/projects/edgetpu/nlp/serving/export_tflite_squad.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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