tensorflow/models

View on GitHub
official/projects/pruning/tasks/image_classification.py

Summary

Maintainability
A
1 hr
Test Coverage

Function _make_block_prunable has a Cognitive Complexity of 8 (exceeds 5 allowed). Consider refactoring.
Open

  def _make_block_prunable(
      self, layer: tf_keras.layers.Layer) -> tf_keras.layers.Layer:
    if isinstance(layer, tf_keras.Model):
      return tf_keras.models.clone_model(
          layer, input_tensors=None, clone_function=self._make_block_prunable)
Severity: Minor
Found in official/projects/pruning/tasks/image_classification.py - About 45 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_model has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Open

  def build_model(self) -> tf_keras.Model:
    """Builds classification model with pruning."""
    model = super(ImageClassificationTask, self).build_model()
    if self.task_config.pruning is None:
      return model
Severity: Minor
Found in official/projects/pruning/tasks/image_classification.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 collect_prunable_layers has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def collect_prunable_layers(model):
  """Recursively collect the prunable layers in the model."""
  prunable_layers = []
  for layer in model.layers:
    if isinstance(layer, tf_keras.Model):
Severity: Minor
Found in official/projects/pruning/tasks/image_classification.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

There are no issues that match your filters.

Category
Status