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HunterMcGushion/hyperparameter_hunter

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hyperparameter_hunter/callbacks/recipes.py

Summary

Maintainability
A
3 hrs
Test Coverage

Function lambda_check_train_targets has a Cognitive Complexity of 16 (exceeds 5 allowed). Consider refactoring.
Open

def lambda_check_train_targets(
    on_exp_start: Optional[List[TrainTargetChunk]] = None,
    on_rep_start: Optional[List[TrainTargetChunk]] = None,
    on_fold_start: Optional[List[TrainTargetChunk]] = None,
    on_run_start: Optional[List[TrainTargetChunk]] = None,
Severity: Minor
Found in hyperparameter_hunter/callbacks/recipes.py - About 2 hrs 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 aggregator_epochs_elapsed has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
Open

def aggregator_epochs_elapsed(on_run=True, on_fold=True, on_rep=True, on_exp=True):
    """Callback function to aggregate and average the number of epochs elapsed during model training
    at each stage of the Experiment

    Parameters
Severity: Minor
Found in hyperparameter_hunter/callbacks/recipes.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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