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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]):
    signatures = {}
    valid_keys = ("serve", "serve_examples")
    for func_key, signature_key in function_keys.items():
      if func_key not in valid_keys:
Severity: Minor
Found in official/nlp/serving/serving_modules.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 _bert_preprocess has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def _bert_preprocess(self, record: Mapping[str, tf.Tensor]):
    """Parses raw tensors into a dict of tensors to be consumed by the model."""
    if self._use_next_sentence_label:
      input_text = record[self._params.text_field_names[0]]
      # Split sentences
Severity: Minor
Found in official/nlp/data/pretrain_text_dataloader.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]):
    signatures = {}
    valid_keys = ("serve", "serve_examples")
    for func_key, signature_key in function_keys.items():
      if func_key not in valid_keys:
Severity: Minor
Found in official/nlp/serving/serving_modules.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_test_step has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def _create_test_step(self, strategy, model, metric):
    """Creates a distributed test step."""

    @tf.function
    def test_step(iterator, eval_steps):
Severity: Minor
Found in official/legacy/detection/executor/detection_executor.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, roi_features, is_training=None):
    """Box and class branches for the Mask-RCNN model.

    Args:
      roi_features: A ROI feature tensor of shape [batch_size, num_rois,
Severity: Minor
Found in official/legacy/detection/modeling/architecture/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 post_processing has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def post_processing(self, labels, outputs):
    # TODO(yeqing): Moves the output related part into build_outputs.
    required_output_fields = ['cls_outputs', 'box_outputs']
    for field in required_output_fields:
      if field not in outputs:
Severity: Minor
Found in official/legacy/detection/modeling/retinanet_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 post_processing has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def post_processing(self, labels, outputs):
    required_output_fields = [
        'num_detections', 'detection_boxes', 'detection_classes',
        'detection_masks', 'detection_scores'
    ]
Severity: Minor
Found in official/legacy/detection/modeling/shapemask_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, roi_features, is_training=None):
    """Box and class branches for the Mask-RCNN model.

    Args:
      roi_features: A ROI feature tensor of shape [batch_size, num_rois,
Severity: Minor
Found in official/legacy/detection/modeling/architecture/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 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 groundtruth generator."""
  groundtruths = {}
  logging.info('Loading groundtruth annotations from dataset to memory...')
Severity: Minor
Found in official/legacy/detection/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 evaluator_generator has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def evaluator_generator(params):
  """Generator function for various evaluators."""
  if params.type == 'box':
    evaluator = coco_evaluator.COCOEvaluator(
        annotation_file=params.val_json_file, include_mask=False)
Severity: Minor
Found in official/legacy/detection/evaluation/factory.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, h, g, r, r_w_bias, r_r_bias, seg_mat, r_s_bias, seg_embed,
           attn_mask_h, attn_mask_g, mems, target_mapping):
    """Implements call() for the layer."""

    if mems is not None and mems.shape.ndims > 1:
Severity: Minor
Found in official/legacy/xlnet/xlnet_modeling.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 _split_token_to_subtokens has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def _split_token_to_subtokens(token, subtoken_dict, max_subtoken_length):
  """Splits a token into subtokens defined in the subtoken dict."""
  ret = []
  start = 0
  token_len = len(token)
Severity: Minor
Found in official/legacy/transformer/utils/tokenizer.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 rouge_n has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def rouge_n(eval_sentences, ref_sentences, n=2):
  """Computes ROUGE-N f1 score of two text collections of sentences.

  Source: https://www.microsoft.com/en-us/research/publication/
  rouge-a-package-for-automatic-evaluation-of-summaries/
Severity: Minor
Found in official/legacy/transformer/utils/metrics.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 shuffle_records has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def shuffle_records(fname):
  """Shuffle records in a single file."""
  logging.info("Shuffling records in file %s", fname)

  # Rename file prior to shuffling
Severity: Minor
Found in official/legacy/transformer/data_download.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 _compute_softmax has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def _compute_softmax(scores):
  """Computes softmax probability over raw logits."""
  if not scores:
    return []
Severity: Minor
Found in official/legacy/xlnet/squad_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 _unescape_token has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def _unescape_token(token):
  r"""Replaces escaped characters in the token with their unescaped versions.

  Applies inverse transformations as _escape_token():
    1. Replace "\u" with "_", and "\\" with "\".
Severity: Minor
Found in official/legacy/transformer/utils/tokenizer.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,
               similarity_matrix: tf.Tensor) -> Tuple[tf.Tensor, tf.Tensor]:
    """Tries to match each column of the similarity matrix to a row.

    Args:
Severity: Minor
Found in official/vision/ops/box_matcher.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 custom_main has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def custom_main(custom_callbacks=None, custom_metrics=None):
  """Run classification or regression.

  Args:
    custom_callbacks: list of tf_keras.Callbacks passed to training loop.
Severity: Minor
Found in official/legacy/bert/run_classifier.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 testLabelAnchors has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def testLabelAnchors(self, min_level, max_level, num_scales, aspect_ratios,
                       anchor_size, has_attribute):
    input_size = [512, 512]
    ground_truth_class_id = 2
    attribute_name = 'depth'
Severity: Minor
Found in official/vision/ops/anchor_test.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 resize_to_range has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def resize_to_range(image,
                    masks=None,
                    min_dimension=None,
                    max_dimension=None,
                    method=tf.image.ResizeMethod.BILINEAR,
Severity: Minor
Found in official/vision/utils/object_detection/preprocessor.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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