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

Open

    def __eq__(self, other):
        for attr in ["d", "run", "fold", "rep", "final"]:
            if getattr(self, attr) is None:
                if getattr(other, attr) is not None:
                    return False

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

Open

    def inverse_transform(self, data_t):
        """Inverse transform samples from the warped space back to the original space

        Parameters
        ----------

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Avoid too many return statements within this function.

Open

            return Real(*dimension, **kwargs)

Avoid too many return statements within this function.

Open

        return list(obj)

Avoid too many return statements within this function.

Open

            return (key, value)

Avoid too many return statements within this function.

Open

            return Real(*dimension, **kwargs)

Avoid too many return statements within this function.

Open

            return Categorical(dimension, **kwargs)

Avoid too many return statements within this function.

Open

    return obj

Avoid too many return statements within this function.

Open

        return (tuple(pd.util.hash_pandas_object(obj, index=True)), tuple(obj.columns))

Avoid too many return statements within this function.

Open

        return Categorical(dimension, **kwargs)

Function reinitialize_callbacks has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.

Open

def reinitialize_callbacks(callbacks):
    """Ensures the contents of `callbacks` are valid Keras callbacks

    Parameters
    ----------

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Function visit_Return has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.

Open

    def visit_Return(self, node):
        try:
            self.returns.append(node.value.id)
        except AttributeError:
            for element in node.value.elts:

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Function add_time_to_content has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.

Open

def add_time_to_content(content, add_time=False):
    """Construct a string containing the original `content`, in addition to the current time

    Parameters
    ----------

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Function _validate_estimator has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.

Open

def _validate_estimator(estimator: EstTypes, *valid_values: EstTypes) -> Optional[bool]:
    # TODO: Add docstring
    for valid_value in valid_values:
        if isinstance(valid_value, str) and estimator == valid_value.upper():
            return True

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Function initialize_dummy_model has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.

Open

def initialize_dummy_model(model_initializer, build_fn, wrapper_params):
    """Creates a dummy model with placeholder values wherever hyperparameter options are provided
    via `hyperparameter_hunter.space` classes in order to produce a valid Keras model, albeit one
    with semi-useless values, which also contains attributes injected by
    :mod:`hyperparameter_hunter.importer`, and :mod:`hyperparameter_hunter.tracers` in order to

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Function _set_direction has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.

Open

    def _set_direction(self, direction):
        """Ensure provided `direction` is valid and inferred if necessary

        Parameters
        ----------

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Function get_keras_attr has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.

Open

def get_keras_attr(model, attr, max_depth=3, default=sentinel_default_value):
    """Retrieve specific Keras model attributes safely across different versions of Keras

    Parameters
    ----------

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Function __init__ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.

Open

    def __init__(self, v_str: str):
        """Parse and compare HyperparameterHunter version strings

        Comparisons must be performed with a valid version string or another `HHVersion` instance.

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Function __call__ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.

Open

    def __call__(cls, *args, **kwargs):
        if getattr(G, "use_dummy_tracer", False) is True:
            space = (Real, Integer, Categorical)
            _args = [_ if not isinstance(_, space) else _.bounds[0] for _ in args]
            _kwargs = {k: v if not isinstance(v, space) else v.bounds[0] for k, v in kwargs.items()}

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Function subdict has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.

Open

def subdict(d, keep=None, drop=None, key=None, value=None):
    """Compute the "subdictionary" of a dict, `d`

    Parameters
    ----------

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