baybe.constraints.utils.is_cardinality_fulfilled¶

baybe.constraints.utils.is_cardinality_fulfilled(df: DataFrame, subspace_continuous: SubspaceContinuous, *, check_minimum: bool = True, check_maximum: bool = True)[source]¶

Validate cardinality constraints in a dataframe of parameter configurations.

Parameters:

df (DataFrame) – The dataframe to be checked.
subspace_continuous (SubspaceContinuous) – The subspace spanned by the considered parameters.
check_minimum (bool) – If True, minimum cardinality constraints are validated.
check_maximum (bool) – If True, maximum cardinality constraints are validated.

Return type:

bool

Returns:

True if all cardinality constraints are fulfilled, False otherwise.