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Function normalize_to_target has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def normalize_to_target(inputs,
                        target_norm_value,
                        dim,
                        epsilon=1e-7,
                        trainable=True,
Severity: Minor
Found in research/object_detection/utils/ops.py - About 1 hr 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 10 (exceeds 5 allowed). Consider refactoring.
Open

def build(loss_config):
  """Build losses based on the config.

  Builds classification, localization losses and optionally a hard example miner
  based on the config.
Severity: Minor
Found in research/object_detection/builders/losses_builder.py - About 1 hr 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 visualize_detection_results has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def visualize_detection_results(result_dict,
                                tag,
                                global_step,
                                categories,
                                summary_dir='',
Severity: Minor
Found in research/object_detection/eval_util.py - About 1 hr 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_tf_record has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

  def create_tf_record(self, has_additional_channels=False, num_shards=1,
                       num_examples_per_shard=1):

    def dummy_jpeg_fn():
      image_tensor = np.random.randint(255, size=(4, 5, 3)).astype(np.uint8)
Severity: Minor
Found in research/object_detection/builders/dataset_builder_test.py - About 1 hr 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 ExportSegmentsToCOCO has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def ExportSegmentsToCOCO(image_ids,
                         detection_masks,
                         detection_scores,
                         detection_classes,
                         categories,
Severity: Minor
Found in research/object_detection/metrics/coco_tools.py - About 1 hr 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 ssd_random_crop has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def ssd_random_crop(image,
                    boxes,
                    labels,
                    label_weights,
                    label_confidences=None,
Severity: Minor
Found in research/object_detection/core/preprocessor.py - About 1 hr 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 dequeue has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

  def dequeue(self):
    """Dequeues a batch of tensor_dict from the BatchQueue.

    TODO: use allow_smaller_final_batch to allow running over the whole eval set
Severity: Minor
Found in research/object_detection/core/batcher.py - About 1 hr 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 testQuantizationBuilderAddsQuantOverride has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

  def testQuantizationBuilderAddsQuantOverride(self):
    graph = ops.Graph()
    with graph.as_default():
      self._buildGraph()
Severity: Minor
Found in research/lstm_object_detection/builders/graph_rewriter_builder_test.py - About 1 hr 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_data has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def generate_data(rnn, T, E, x0s=None, P_sxn=None, input_magnitude=0.0,
                  input_times=None):
  """ Generates data from an randomly initialized RNN.
  Args:
    rnn: the rnn
Severity: Minor
Found in research/lfads/synth_data/synthetic_data_utils.py - About 1 hr 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 rcv1_documents has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def rcv1_documents(dataset='train',
                   include_unlabeled=True,
                   include_validation=False):
  # pylint:disable=line-too-long
  """Generates Documents for Reuters Corpus (rcv1) dataset.
Severity: Minor
Found in research/adversarial_text/data/document_generators.py - About 1 hr 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 write_glue_classification has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def write_glue_classification(task,
                              model,
                              input_file,
                              output_file,
                              predict_batch_size,
Severity: Minor
Found in official/nlp/finetuning/binary_helper.py - About 1 hr 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 10 (exceeds 5 allowed). Consider refactoring.
Open

def main(argv):
  if len(argv) > 1:
    raise app.UsageError("Too many command-line arguments.")
  gin.parse_config_files_and_bindings(FLAGS.gin_file, FLAGS.gin_params)
Severity: Minor
Found in official/nlp/tools/export_tfhub.py - About 1 hr 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 10 (exceeds 5 allowed). Consider refactoring.
Open

  def call(self, token_ids, seq_length):
    if self.parameters.mode in [base_layers.PREDICT, base_layers.TFLITE]:
      mask_rank2 = tf.ones(tf.shape(token_ids), dtype=tf.int32)
      seq_length = tf.reduce_sum(mask_rank2, axis=1)
      pos_indices = tf.cumsum(mask_rank2, axis=1, exclusive=True)
Severity: Minor
Found in research/seq_flow_lite/models/charformer.py - About 1 hr 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 evaluate has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def evaluate(dataset, predictions):
  """Evaluates predictions for a dataset."""
  f1 = exact_match = total = 0
  for article in dataset:
    for paragraph in article["paragraphs"]:
Severity: Minor
Found in official/nlp/tools/squad_evaluate_v1_1.py - About 1 hr 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 predict has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def predict(task: SentencePredictionTask,
            params: cfg.DataConfig,
            model: tf_keras.Model,
            params_aug: Optional[cfg.DataConfig] = None,
            test_time_aug_wgt: float = 0.3) -> List[Union[int, float]]:
Severity: Minor
Found in official/nlp/tasks/sentence_prediction.py - About 1 hr 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 set_output_quantized_for_custom_ops has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def set_output_quantized_for_custom_ops(graph_def, use_mlir=True):
  """Set output types/quantized flag for custom/unsupported ops."""
  quantized_custom_ops = {
      'SequenceStringProjection': [tf.float32.as_datatype_enum],
      'SequenceStringProjectionV2': [tf.float32.as_datatype_enum],
Severity: Minor
Found in research/seq_flow_lite/utils/tflite_utils.py - About 1 hr 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 expplus has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def expplus(data_orig,
            other_data,
            is_query,
            projection_matrix=None,
            numerical_stabilizer=0.000001,
Severity: Minor
Found in official/nlp/modeling/layers/kernel_attention.py - About 1 hr 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_tfrecords has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def create_tfrecords(
    tokenizer: tokenization.FullSentencePieceTokenizer,
    input_file_or_files: str,
    use_eod_token: bool,
    do_lower_case: bool,
Severity: Minor
Found in official/nlp/data/create_xlnet_pretraining_data.py - About 1 hr 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 _tokens_to_grams has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def _tokens_to_grams(tokens):
  """Reconstitue grams (words) from `tokens`.

  E.g.,
     tokens: ['[CLS]', 'That', 'lit', '##tle', 'blue', 'tru', '##ck', '[SEP]']
Severity: Minor
Found in official/nlp/data/create_pretraining_data.py - About 1 hr 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 10 (exceeds 5 allowed). Consider refactoring.
Open

  def __call__(self, multilevel_features, is_training=None):
    """Returns the FPN features for a given multilevel features.

    Args:
      multilevel_features: a `dict` containing `int` keys for continuous feature
Severity: Minor
Found in official/legacy/detection/modeling/architecture/fpn.py - About 1 hr 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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