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HunterMcGushion/hyperparameter_hunter

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hyperparameter_hunter/models.py

Summary

Maintainability
A
25 mins
Test Coverage

Function get_input_shape has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
Wontfix

    def get_input_shape(self, get_dim=False):
        """Calculate the shape of the input that should be expected by the model

        Parameters
        ----------
Severity: Minor
Found in hyperparameter_hunter/models.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 validate_keras_params has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

    def validate_keras_params(self):
        """Ensure provided input parameters are properly formatted"""
        #################### Check Keras Import Hooks ####################
        necessary_import_hooks = ["keras_layer"]
        for hook in necessary_import_hooks:
Severity: Minor
Found in hyperparameter_hunter/models.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

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