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

  def sample_action(self, logits, sampling_dim,
                    act_dim, act_type, greedy=False):
    """Sample an action from a distribution."""
    if self.env_spec.is_discrete(act_type):
      if greedy:
Severity: Minor
Found in research/pcl_rl/policy.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 generate_action has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def generate_action(selection_strategy, local_step, sequence_step,
                    action_shape):
  """Generate current (binary) action based on selection strategy.

  Args:
Severity: Minor
Found in research/lstm_object_detection/lstm/rnn_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 all_plot has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def all_plot(d, full_name="", exclude="", nspaces=0):
  """Recursively plot all the LFADS model parameters in the nested
  dictionary."""
  for k, v in d.iteritems():
    this_name = full_name+"/"+k
Severity: Minor
Found in research/lfads/plot_lfads.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, token_ids, seq_length):
    input_embeds = self.embedding(token_ids)
    if self.parameters.mode in [base_layers.PREDICT, base_layers.TFLITE]:
      mask_rank2 = tf.ones(tf.shape(input_embeds)[:-1], dtype=tf.float32)
      seq_length = tf.reduce_sum(mask_rank2, axis=1)
Severity: Minor
Found in research/seq_flow_lite/models/byteqrnn.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 has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def build(input_reader_config,
          model_config,
          lstm_config,
          unroll_length,
          data_augmentation_options=None,
Severity: Minor
Found in research/lstm_object_detection/inputs/seq_dataset_builder.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_inputs has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def get_inputs(input_queue, num_classes, merge_multiple_label_boxes=False):
  """Dequeues batch and constructs inputs to object detection model.

  Args:
    input_queue: BatchQueue object holding enqueued tensor_dicts.
Severity: Minor
Found in research/lstm_object_detection/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 call has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

  def call(self, inputs, mask, inverse_normalizer, attn_mask=None):
    bsz = self.get_batch_dimension(inputs)
    self._assert_rank_and_type(inputs, 3)
    self._assert_rank_and_type(mask, 3)
    assert inputs.get_shape().as_list()[-1] == self.model_dimension
Severity: Minor
Found in research/seq_flow_lite/layers/transformer_layers.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 load_model_config_file has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def load_model_config_file(model_config_file: str) -> Dict[str, Any]:
  """Loads bert config json file or `encoders.EncoderConfig` in yaml file."""
  if not model_config_file:
    # model_config_file may be empty when using tf.hub.
    return {}
Severity: Minor
Found in official/nlp/finetuning/binary_helper.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_requirements has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def _get_requirements(is_nightly=False):
  """Parses requirements.txt file."""
  install_requires_tmp = []
  dependency_links_tmp = []
  if is_nightly:
Severity: Minor
Found in official/pip_package/setup.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 _is_punctuation has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def _is_punctuation(char):
  """Checks whether `chars` is a punctuation character."""
  cp = ord(char)
  # We treat all non-letter/number ASCII as punctuation.
  # Characters such as "^", "$", and "`" are not in the Unicode
Severity: Minor
Found in official/nlp/tools/tokenization.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 preprocess_image has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def preprocess_image(image, augment=False, central_crop_size=None,
                     num_towers=4):
  """Normalizes image to have values in a narrow range around zero.

  Args:
Severity: Minor
Found in research/attention_ocr/python/data_provider.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_mock_attention_data has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def _create_mock_attention_data(
    num_heads,
    key_dim,
    value_dim,
    seq_length,
Severity: Minor
Found in official/nlp/modeling/layers/relative_attention_test.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 _compute_attention has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

  def _compute_attention(self,
                         query,
                         key,
                         value,
                         reuse_scores=None,
Severity: Minor
Found in official/nlp/modeling/layers/reuse_attention.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 has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

  def build(self, input_shape):
    if isinstance(input_shape, tf.TensorShape):
      input_tensor_shape = input_shape
    elif isinstance(input_shape, (list, tuple)):
      input_tensor_shape = tf.TensorShape(input_shape[0])
Severity: Minor
Found in official/nlp/modeling/layers/reuse_transformer.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,
           query,
           value,
           key=None,
           attention_mask=None,
Severity: Minor
Found in official/nlp/modeling/layers/reuse_attention.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_train_examples has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

  def get_train_examples(self, data_dir):
    """See base class."""
    examples = []
    if self.translated_data_dir is None:
      lines = self._read_tsv(os.path.join(data_dir, "train-en.tsv"))
Severity: Minor
Found in official/nlp/data/classifier_data_lib.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/nlp/data/classifier_data_lib.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, record: tf.Tensor):
    """Decodes a serialized tf.Example."""
    name_to_features = {
        'input_mask': tf.io.VarLenFeature(tf.int64),
        'masked_lm_positions': tf.io.VarLenFeature(tf.int64),
Severity: Minor
Found in official/nlp/data/pretrain_dynamic_dataloader.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_dev_examples has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

  def get_dev_examples(self, data_dir):
    """See base class."""
    examples = []
    if self.only_use_en_dev:
      lines = self._read_tsv(os.path.join(data_dir, "dev-en.tsv"))
Severity: Minor
Found in official/nlp/data/classifier_data_lib.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 has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

  def _parse(self, record: Mapping[str, tf.Tensor]):
    """Parses raw tensors into a dict of tensors to be consumed by the model."""
    x, y = {}, {}
    for name, tensor in record.items():
      if name in ('start_positions', 'end_positions', 'is_impossible'):
Severity: Minor
Found in official/nlp/data/question_answering_dataloader.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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