CADETProcess.transform.AutoTransformer

class CADETProcess.transform.AutoTransformer(*args: Any, threshold: int = 100, **kwargs: Any)

Bases: TransformerBase

A transformer that automatically selects between linear and logarithmic transformations.

Transforms the input value to the range [0, 1] using either the NormLinearTransformer or the NormLogTransformer based on the input parameter space.

Attributes:

linearNormLinearTransformer

Instance of the linear normalization transform.

logNormLogTransformer

Instance of the logarithmic normalization transform.

thresholdint

The maximum threshold to switch from linear to logarithmic transformation.

See also

TransformerBase

NormLinearTransformer

NormLogTransformer

property is_linear: bool

Return True if linear transformation is used, otherwise False.

property lb: float

Return the lower bound of the output parameter space (0).

property lb_input: float | ndarray

Return the lower bounds of the input parameter space.

property ub: float

Return the upper bound of the output parameter space (1).

property ub_input: float | ndarray

Return the upper bounds of the input parameter space.

property use_linear: bool

Determine whether linear transformation should be used.

property use_log: bool

Return True if logarithmic transformation is used, otherwise False.