def testInit(self):
self.assertEqual(self.t.Ymean, {"m1": 1.0, "m2": 1.5})
self.assertEqual(self.t.Ystd, {"m1": 1.0, "m2": 0.5})
with self.assertRaises(ValueError):
StandardizeY(search_space=None,
observation_features=None,
observation_data=[])
def setUp(self):
self.obsd1 = ObservationData(
metric_names=["m1", "m2", "m2"],
means=np.array([1.0, 2.0, 1.0]),
covariance=np.array([[1.0, 0.2, 0.4], [0.2, 2.0, 0.8],
[0.4, 0.8, 3.0]]),
)
self.obsd2 = ObservationData(
metric_names=["m1", "m1", "m2", "m2"],
means=np.array([1.0, 1.0, 2.0, 1.0]),
covariance=np.array([
[1.0, 0.0, 0.0, 0.0],
[0.0, 1.0, 0.2, 0.4],
[0.0, 0.2, 2.0, 0.8],
[0.0, 0.4, 0.8, 3.0],
]),
)
self.t = StandardizeY(
search_space=None,
observation_features=None,
observation_data=[self.obsd1, self.obsd2],
)