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HunterMcGushion/hyperparameter_hunter

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hyperparameter_hunter/callbacks/aggregators.py

Summary

Maintainability
A
0 mins
Test Coverage

Function __loop_helper has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Wontfix

    def __loop_helper(self, agg_key):
        # TODO: Add documentation
        for dataset_key, metric_results in self.last_evaluation_results.items():
            if metric_results is not None:
                for metric_key, metric_value in metric_results.items():
Severity: Minor
Found in hyperparameter_hunter/callbacks/aggregators.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 on_run_end has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Wontfix

    def on_run_end(self):
        #################### Initialize Evaluations Aggregator ####################
        if len(self.stat_aggregates.setdefault("evaluations", {}).keys()) == 0:
            for dataset_key, metric_results in self.last_evaluation_results.items():
                if metric_results is not None:
Severity: Minor
Found in hyperparameter_hunter/callbacks/aggregators.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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