baybe.utils.validation.validate_parameter_input

baybe.utils.validation.validate_parameter_input(data: DataFrame, parameters: Iterable[Parameter], numerical_measurements_must_be_within_tolerance: bool = False)

Validate input dataframe columns corresponding to parameters.

Parameters:

• data (DataFrame) – The input dataframe to be validated.

• parameters (Iterable[Parameter]) – The allowed parameters.

• numerical_measurements_must_be_within_tolerance (bool) – If True, numerical parameter values must match to parameter values within the parameter-specific tolerance.

Raises:

• ValueError – If the input dataframe is empty.

• ValueError – If a parameter contains NaN.

• TypeError – If a parameter contains non-numeric values.

Return type:

None