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Function __init__ has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(
      self,
      num_classes,
      mask_target_size,
      num_convs=4,
Severity: Minor
Found in official/legacy/detection/modeling/architecture/heads.py - About 55 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 9 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(
      self,
      min_level,
      max_level,
      anchors_per_location,
Severity: Minor
Found in official/legacy/detection/modeling/architecture/heads.py - About 55 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 9 (exceeds 5 allowed). Consider refactoring.
Open

  def _parse_train_data(self, data):
    """Parse data for ShapeMask training."""
    classes = data['groundtruth_classes']
    boxes = data['groundtruth_boxes']
    masks = data['groundtruth_instance_masks']
Severity: Minor
Found in official/legacy/detection/dataloader/shapemask_parser.py - About 55 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 decode has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

  def decode(self, serialized_example):
    """Decode the serialized example.

    Args:
      serialized_example: a single serialized tf.Example string.
Severity: Minor
Found in official/legacy/detection/dataloader/tf_example_decoder.py - About 55 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 9 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(
      self,
      min_level,
      max_level,
      anchors_per_location,
Severity: Minor
Found in official/legacy/detection/modeling/architecture/heads.py - About 55 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_examples has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

  def _create_examples(self, data_dir):
    """Creates examples."""
    examples = []
    for label in ["neg", "pos"]:
      cur_dir = os.path.join(data_dir, label)
Severity: Minor
Found in official/legacy/xlnet/preprocess_classification_data.py - About 55 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 _cache_mem has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def _cache_mem(curr_out, prev_mem, mem_len, reuse_len=None):
  """cache hidden states into memory."""

  if mem_len is None or mem_len == 0:
    return None
Severity: Minor
Found in official/legacy/xlnet/xlnet_modeling.py - About 55 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 _lcs has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def _lcs(x, y):
  """Computes the length of the LCS between two seqs.

  The implementation below uses a DP programming algorithm and runs
  in O(nm) time where n = len(x) and m = len(y).
Severity: Minor
Found in official/legacy/transformer/utils/metrics.py - About 55 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_dataset_builders has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def _get_dataset_builders(params: base_configs.ExperimentConfig,
                          strategy: tf.distribute.Strategy,
                          one_hot: bool) -> Tuple[Any, Any]:
  """Create and return train and validation dataset builders."""
  if one_hot:
Severity: Minor
Found in official/legacy/image_classification/classifier_trainer.py - About 55 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_keras_compile_fit has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def run_keras_compile_fit(model_dir,
                          strategy,
                          model_fn,
                          train_input_fn,
                          eval_input_fn,
Severity: Minor
Found in official/legacy/bert/run_classifier.py - About 55 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 efficientnet has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def efficientnet(image_input: tf_keras.layers.Input, config: ModelConfig):  # pytype: disable=invalid-annotation  # typed-keras
  """Creates an EfficientNet graph given the model parameters.

  This function is wrapped by the `EfficientNet` class to make a tf_keras.Model.
Severity: Minor
Found in official/legacy/image_classification/efficientnet/efficientnet_model.py - About 55 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_image has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

  def _parse_eval_image(self, decoded_tensors):
    """Parses image data for evaluation."""
    image_bytes = decoded_tensors[self._image_field_key]
    require_decoding = (
        not tf.is_tensor(image_bytes) or image_bytes.dtype == tf.dtypes.string
Severity: Minor
Found in official/vision/dataloaders/classification_input.py - About 55 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 9 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(self,
               matched_threshold,
               unmatched_threshold=None,
               negatives_lower_than_unmatched=True,
               force_match_for_each_row=False):
Severity: Minor
Found in official/vision/utils/object_detection/argmax_matcher.py - About 55 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_detection_state has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def update_detection_state(step_outputs=None) -> Dict[str, Any]:
  """Updates detection state to optionally add input image and predictions."""
  state = {}
  if step_outputs:
    state['image'] = tf.concat(step_outputs['visualization'][0], axis=0)
Severity: Minor
Found in official/vision/utils/object_detection/visualization_utils.py - About 55 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 9 (exceeds 5 allowed). Consider refactoring.
Open

  def _parse_train_data(self, data):
    """Parses data for training.

    Args:
      data: the decoded tensor dictionary from TfExampleDecoder.
Severity: Minor
Found in official/vision/dataloaders/maskrcnn_input.py - About 55 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 random_crop_image_with_boxes_and_labels has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def random_crop_image_with_boxes_and_labels(
    img,
    boxes,
    labels,
    min_scale,
Severity: Minor
Found in official/vision/ops/preprocess_ops.py - About 55 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 9 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(self,
               backbone: tf_keras.Model,
               decoder: tf_keras.Model,
               rpn_head: tf_keras.layers.Layer,
               detection_head: Union[tf_keras.layers.Layer,
Severity: Minor
Found in official/vision/modeling/maskrcnn_model.py - About 55 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 gather has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def gather(boxlist, indices, fields=None, scope=None, use_static_shapes=False):
  """Gather boxes from BoxList according to indices and return new BoxList.

  By default, `gather` returns boxes corresponding to the input index list, as
  well as all additional fields stored in the boxlist (indexing into the
Severity: Minor
Found in official/vision/utils/object_detection/box_list_ops.py - About 55 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 9 (exceeds 5 allowed). Consider refactoring.
Open

  def call(self, inputs, training=None):
    """Run layer computation."""
    endpoints = {}
    shortcut = inputs
    x = inputs
Severity: Minor
Found in official/vision/modeling/layers/nn_blocks.py - About 55 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_attribute_loss has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

  def build_attribute_loss(self,
                           attribute_heads: List[exp_cfg.AttributeHead],
                           outputs: Mapping[str, Any],
                           labels: Mapping[str, Any],
                           box_sample_weight: tf.Tensor) -> float:
Severity: Minor
Found in official/vision/tasks/retinanet.py - About 55 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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