DriftMMDOutput

class dataeval.detectors.drift.DriftMMDOutput(is_drift: bool, threshold: float, p_val: float, distance: float, distance_threshold: float)

Output class for DriftMMD drift detector

is_drift

Drift prediction for the images

Type:

bool

threshold

P-value used for significance of the permutation test

Type:

float

p_val

P-value obtained from the permutation test

Type:

float

distance

MMD^2 between the reference and test set

Type:

float

distance_threshold

MMD^2 threshold above which drift is flagged

Type:

float