iscan.utils.DataGenerator._sample_from_same_structs¶

iscan.utils.DataGenerator._sample_from_same_structs(adj: numpy.ndarray, shifted_nodes: numpy.ndarray, use_gp: bool = False) → tuple[numpy.ndarray, numpy.ndarray]¶

Sample data where both DAGs have the same structure

Parameters:¶

adj : np.ndarray¶

Adjacency matrix

shifted_nodes : np.ndarray¶

Set of shited nodes

use_gp : bool, optional¶

Whether to sample functions from Gaussian Processes, by default False

Returns:¶

Datasets X and Y

Return type:¶

Tuple[np.ndarray, np.ndarray]