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

def rnn_decoder(decoder_inputs,
                initial_state,
                cell,
                loop_function=None,
                scope=None):
Severity: Minor
Found in research/lstm_object_detection/lstm/rnn_decoder.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 quantizable_concat has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def quantizable_concat(inputs,
                       axis,
                       is_training,
                       is_quantized=True,
                       default_min=0,
Severity: Minor
Found in research/lstm_object_detection/lstm/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 decode has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def decode(self, serialized_example, items=None):
    """Decodes the given serialized TF-SequenceExample.

    Args:
      serialized_example: A serialized TF-SequenceExample tensor.
Severity: Minor
Found in research/lstm_object_detection/inputs/tf_sequence_example_decoder.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 main has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def main(_):
  runner_config = load_runner_config()

  if FLAGS.output_dir:
    tf.io.gfile.makedirs(FLAGS.output_dir)
Severity: Minor
Found in research/seq_flow_lite/trainer_v2.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_vocab_freqs has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def _get_vocab_freqs():
  """Returns vocab frequencies.

  Returns:
    List of integers, length=FLAGS.vocab_size.
Severity: Minor
Found in research/adversarial_text/graphs.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 adversarial_loss has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def adversarial_loss(self):
    """Compute adversarial loss based on FLAGS.adv_training_method."""

    def random_perturbation_loss():
      return adv_lib.random_perturbation_loss_bidir(self.tensors['cl_embedded'],
Severity: Minor
Found in research/adversarial_text/graphs.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 cl_logits_subgraph has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def cl_logits_subgraph(layer_sizes, input_size, num_classes, keep_prob=1.):
  """Construct multiple ReLU layers with dropout and a linear layer."""
  subgraph = K.models.Sequential(name='cl_logits')
  for i, layer_size in enumerate(layer_sizes):
    if i == 0:
Severity: Minor
Found in research/adversarial_text/layers.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 adversarial_loss has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def adversarial_loss(self):
    """Compute adversarial loss based on FLAGS.adv_training_method."""

    def random_perturbation_loss():
      return adv_lib.random_perturbation_loss(self.tensors['cl_embedded'],
Severity: Minor
Found in research/adversarial_text/graphs.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 main has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def main(_):
  if FLAGS.dataset not in ['cifar10', 'cifar100']:
    raise ValueError('Invalid dataset: %s' % FLAGS.dataset)
  hparams = tf.contrib.training.HParams(
      train_size=50000,
Severity: Minor
Found in research/autoaugment/train_cifar.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 load_datasets has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def load_datasets(data_dir, data_filename_stem):
  """Load the datasets from a specified directory.

  Example files look like
    >data_dir/my_dataset_first_day
Severity: Minor
Found in research/lfads/run_lfads.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 pre_bottleneck has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def pre_bottleneck(self, inputs, state, input_index):
    """Apply pre-bottleneck projection to inputs.

    Pre-bottleneck operation maps features of different channels into the same
    dimension. The purpose of this op is to share the features from both large
Severity: Minor
Found in research/lstm_object_detection/lstm/lstm_cells.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 add_single_detected_image_info has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def add_single_detected_image_info(self, image_id, detections_dict):
    """Add detection results of all frames to the eval pipeline.

    This method overrides the function defined in the base class.
Severity: Minor
Found in research/lstm_object_detection/metrics/coco_evaluation_all_frames.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 export_model has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def export_model(export_dir,
                 export_for_serving,
                 batch_size=None,
                 crop_image_width=None,
                 crop_image_height=None):
Severity: Minor
Found in research/attention_ocr/python/model_export.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_serialized_example has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def create_serialized_example(name_to_values):
  """Creates a tf.Example proto using a dictionary.

  It automatically detects type of values and define a corresponding feature.
Severity: Minor
Found in research/attention_ocr/python/datasets/unittest_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 reduce_aggregated_logs has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def reduce_aggregated_logs(self, aggregated_logs, global_step=None):

    def _decode(ids):
      return self._sp_tokenizer.detokenize(ids).numpy().decode()
Severity: Minor
Found in official/nlp/tasks/translation.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 test_preprocessing_for_mlm has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def test_preprocessing_for_mlm(self, use_bert):
    """Combines both SavedModel types and TF.text helpers for MLM."""
    # Create the preprocessing SavedModel with a [MASK] token.
    non_special_tokens = [
        "hello", "world", "nice", "movie", "great", "actors", "quick", "fox",
Severity: Minor
Found in official/nlp/tools/export_tfhub_lib_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 create_model has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def create_model(model, model_config, features, mode, model_name):
  """Creates a sequence labeling model."""
  keras_model = model.Encoder(model_config, mode)
  if any(model in model_name for model in ["pqrnn", "prado"]):
    logits = keras_model(features["projection"], features["seq_length"])
Severity: Minor
Found in research/seq_flow_lite/trainer.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 require_cloud_storage has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

def require_cloud_storage(flag_names):
  """Register a validator to check directory flags.

  Args:
    flag_names: An iterable of strings containing the names of flags to be
Severity: Minor
Found in official/utils/flags/_device.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 test_shapes has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def test_shapes(self, use_sp_model):
    preprocess = tf.saved_model.load(
        self._do_export(
            ["abc", "def"],
            do_lower_case=True,
Severity: Minor
Found in official/nlp/tools/export_tfhub_lib_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 __init__ has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(self, params: cfg.TaskConfig, logging_dir=None, name=None):
    super().__init__(params, logging_dir, name=name)
    self._sentencepiece_model_path = params.sentencepiece_model_path
    if params.sentencepiece_model_path:
      self._sp_tokenizer = tftxt.SentencepieceTokenizer(
Severity: Minor
Found in official/nlp/tasks/translation.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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