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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/nlp/tasks/sentence_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 test_export_model_with_mlm has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def test_export_model_with_mlm(self, use_bert):
    # Create the encoder and export it.
    hidden_size = 16
    num_hidden_layers = 2
    bert_config, encoder_config = _get_bert_config_or_encoder_config(
Severity: Minor
Found in official/nlp/tools/export_tfhub_lib_test.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 _make_precision_recall_eval has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _make_precision_recall_eval(scores, na_probs, num_true_pos, qid_to_has_ans):
  """Make evaluation dictionary containing average recision recall."""
  qid_list = sorted(na_probs, key=lambda k: na_probs[k])
  true_pos = 0.0
  cur_p = 1.0
Severity: Minor
Found in official/nlp/tools/squad_evaluate_v2_0.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 aggregate_logs has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def aggregate_logs(self, state=None, step_outputs=None):
    """Aggregates over logs returned from a validation step."""
    if state is None:
      state = {'predict_class': [], 'label_class': []}
Severity: Minor
Found in official/nlp/tasks/tagging.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_preprocessing has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def create_preprocessing(*,
                         vocab_file: Optional[str] = None,
                         sp_model_file: Optional[str] = None,
                         do_lower_case: bool,
                         tokenize_with_offsets: bool,
Severity: Minor
Found in official/nlp/tools/export_tfhub_lib.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 _find_lambda_layers has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _find_lambda_layers(layer):
  """Returns list of all Lambda layers in a Keras model."""
  if isinstance(layer, tf_keras.layers.Lambda):
    return [layer]
  elif hasattr(layer, "layers"):  # It's nested, like a Model.
Severity: Minor
Found in official/nlp/tools/export_tfhub_lib_test.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 tokenize has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def tokenize(self, text):
    """Tokenizes a piece of text."""
    text = convert_to_unicode(text)
    text = self._clean_text(text)
Severity: Minor
Found in official/nlp/tools/tokenization.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_encoder has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def build_encoder(config: EncoderConfig,
                  embedding_layer: Optional[tf_keras.layers.Layer] = None,
                  encoder_cls=None,
                  bypass_config: bool = False):
  """Instantiate a Transformer encoder network from EncoderConfig.
Severity: Minor
Found in official/nlp/configs/encoders.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 validate_case_matches_checkpoint has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def validate_case_matches_checkpoint(do_lower_case, init_checkpoint):
  """Checks whether the casing config is consistent with the checkpoint name."""

  # The casing has to be passed in by the user and there is no explicit check
  # as to whether it matches the checkpoint. The casing information probably
Severity: Minor
Found in official/nlp/tools/tokenization.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 test_compute_attention_mask_smoke has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def test_compute_attention_mask_smoke(self,
                                        use_input_mask,
                                        use_permutation_mask,
                                        attention_type,
                                        memory_length):
Severity: Minor
Found in official/nlp/modeling/networks/xlnet_base_test.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):
    word_embeddings = None
    if isinstance(inputs, dict):
      word_ids = inputs.get('input_word_ids')
      mask = inputs.get('input_mask')
Severity: Minor
Found in official/nlp/modeling/networks/fnet.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):
    word_embeddings = None
    if isinstance(inputs, dict):
      word_ids = inputs.get('input_word_ids')
      mask = inputs.get('input_mask')
Severity: Minor
Found in official/nlp/modeling/networks/sparse_mixer.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 __init__ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(self,
               d_model: int,
               d_ff: int,
               activations: Sequence[str],
               use_bias: bool = False,
Severity: Minor
Found in official/nlp/modeling/models/t5.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 test_bert_pretrainerv2 has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def test_bert_pretrainerv2(self, dict_outputs, return_all_encoder_outputs,
                             use_customized_masked_lm, has_masked_lm_positions):
    """Validate that the Keras object can be created."""
    # Build a transformer network to use within the BERT trainer.
    del dict_outputs, return_all_encoder_outputs
Severity: Minor
Found in official/nlp/modeling/models/bert_pretrainer_test.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 encode has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def encode(self,
             encoder_input_tokens=None,
             encoder_segment_ids=None,
             encoder_dense_inputs=None,
             encoder_dense_segment_ids=None,
Severity: Minor
Found in official/nlp/modeling/models/t5.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 _grow_alive_seq has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _grow_alive_seq(self,
                      state: Dict[str, Any],
                      batch_size: int) -> decoding_module.InternalState:
    """Grow alive sequences by one token.
Severity: Minor
Found in official/nlp/modeling/ops/sampling_module.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 test_create_model_with_ds has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def test_create_model_with_ds(
      self,
      distribution,
      embed,
      is_training,
Severity: Minor
Found in official/nlp/modeling/models/seq2seq_transformer_test.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 has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def build(self, input_shape):
    """Implements build() for the layer."""

    def _select_attention_cls(attention_cls, index):
      cls = None
Severity: Minor
Found in official/nlp/modeling/models/seq2seq_transformer.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 __init__ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(self,
               network,
               num_classes,
               initializer='glorot_uniform',
               output='logits',
Severity: Minor
Found in official/nlp/modeling/models/bert_token_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 __init__ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(self,
               in_features: int,
               out_features: int,
               use_bias: bool = True,
               w_init: Optional[Initializer] = None,
Severity: Minor
Found in official/nlp/modeling/models/t5.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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