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official/nlp/data/pretrain_dynamic_dataloader.py

Summary

Maintainability
A
1 hr
Test Coverage

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 _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

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