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Function _preprocess_eval_data has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def _preprocess_eval_data(self, params):
    eval_examples = self.squad_lib.read_squad_examples(
        input_file=params.input_path,
        is_training=False,
        version_2_with_negative=params.version_2_with_negative)
Severity: Minor
Found in official/nlp/tasks/question_answering.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 _run_split_on_punc has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def _run_split_on_punc(self, text):
    """Splits punctuation on a piece of text."""
    chars = list(text)
    i = 0
    start_new_word = True
Severity: Minor
Found in official/nlp/tools/tokenization.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 _clean_text has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def _clean_text(self, text):
    """Performs invalid character removal and whitespace cleanup on text."""
    output = []
    for char in text:
      cp = ord(char)
Severity: Minor
Found in official/nlp/tools/tokenization.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 make_factory_options_table has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def make_factory_options_table(self):
    lines = [
        '',
        'Allowed values for `exp_name`:',
        '',
Severity: Minor
Found in official/utils/docs/build_tfm_api_docs.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 _pool_and_concat has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def _pool_and_concat(mask, unpool_length: int, strides: Union[Sequence[int],
                                                              int],
                     axes: Union[Sequence[int], int]):
  """Pools the mask along a given axis with stride.
Severity: Minor
Found in official/nlp/modeling/networks/funnel_transformer.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 __init__ has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(self,
               vocab_size,
               type_vocab_size,
               embedding_width,
               hidden_size,
Severity: Minor
Found in official/nlp/modeling/networks/packed_sequence_embedding.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 __init__ has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(self,
               in_features: int,
               out_features: int,
               num_heads: int,
               use_bias: bool = True,
Severity: Minor
Found in official/nlp/modeling/models/t5.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, inputs):  # pytype: disable=signature-mismatch  # overriding-parameter-count-checks
    """Calculate target logits or inferred target sequences.

    Args:
      inputs: a dictionary of tensors.
Severity: Minor
Found in official/nlp/modeling/models/seq2seq_transformer.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,
           content_stream,
           content_attention_bias,
           positional_attention_bias,
           query_stream,
Severity: Minor
Found in official/nlp/modeling/layers/relative_attention.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,
           content_stream,
           content_attention_bias,
           positional_attention_bias,
           relative_position_encoding=None,
Severity: Minor
Found in official/nlp/modeling/layers/transformer_xl.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 __init__ has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(self,
               feature_transform="exp",
               num_random_features=256,
               seed=0,
               redraw=False,
Severity: Minor
Found in official/nlp/modeling/layers/kernel_attention.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 _make_output_dense has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def _make_output_dense(self, free_dims, common_kwargs, name=None,
                         use_bias=True):
    """Builds the output projection matrix.

    Args:
Severity: Minor
Found in official/nlp/modeling/layers/reuse_attention.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_projection_matrix has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def create_projection_matrix(m, d, seed=None):
  r"""Constructs the matrix of random projections.

  Constructs a matrix of random orthogonal projections. Each projection vector
  has direction chosen uniformly at random length taken from the
Severity: Minor
Found in official/nlp/modeling/layers/kernel_attention.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_fake_serialized_examples has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def _create_fake_serialized_examples(features_dict):
  """Creates a fake dataset."""

  def create_int_feature(values):
    f = tf.train.Feature(int64_list=tf.train.Int64List(value=list(values)))
Severity: Minor
Found in official/nlp/serving/serving_modules_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 _compute_softmax has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def _compute_softmax(scores):
  """Compute softmax probability over raw logits."""
  if not scores:
    return []
Severity: Minor
Found in official/nlp/data/squad_lib.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 _bucketize_and_batch has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def _bucketize_and_batch(
      self,
      dataset,
      input_context: Optional[tf.distribute.InputContext] = None):
    """Bucketize by sequence length and batch the datasets."""
Severity: Minor
Found in official/nlp/data/pretrain_dynamic_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 _compute_softmax has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def _compute_softmax(scores):
  """Compute softmax probability over raw logits."""
  if not scores:
    return []
Severity: Minor
Found in official/nlp/data/squad_lib_sp.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 dump_chars_to_textfile has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def dump_chars_to_textfile(dataset: tf.data.Dataset,
                           data_keys: Tuple[str],
                           max_char: int = -1):
  """Write part of a TFDS sentence dataset to lines in a text file.
Severity: Minor
Found in official/nlp/data/train_sentencepiece.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_fake_raw_dataset has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def _create_fake_raw_dataset(output_path, text_fields, label_type):
  """Creates a fake tf record file."""
  writer = tf.io.TFRecordWriter(output_path)

  def create_str_feature(value):
Severity: Minor
Found in official/nlp/data/sentence_prediction_dataloader_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

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