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official/legacy/detection/executor/detection_executor.py

Summary

Maintainability
A
1 hr
Test Coverage

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

  def _run_evaluation(self, test_step, current_training_step, metric,
                      test_iterator):
    """Runs validation steps and aggregate metrics."""
    self.eval_steps.assign(0)
    if not test_iterator or not metric:
Severity: Minor
Found in official/legacy/detection/executor/detection_executor.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 _create_replicated_step has 5 arguments (exceeds 4 allowed). Consider refactoring.
Open

  def _create_replicated_step(self,
Severity: Minor
Found in official/legacy/detection/executor/detection_executor.py - About 35 mins to fix

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

      def _create_test_step(self, strategy, model, metric):
    """Creates a distributed test step."""

    @tf.function
    def test_step(iterator, eval_steps):
    Severity: Minor
    Found in official/legacy/detection/executor/detection_executor.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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