def test_calculate_metric_mean_absolute_error():
yt = [1, 1, 1, 1]
yp = [1, 1, 1, 0]
metrics = ["mean_absolute_error"]
s = Scorer()
assert s.calculate_metrics(yt, yp, metrics) == {
"mean_absolute_error": 0.25
}
def test_calculate_metric_silhouette_score():
yt = [1, 1, 1, 1]
yp = [1, 1, 1, 0]
metrics = ["SC"]
s = Scorer()
assert s.calculate_metrics(np.vstack((yt, yt, yp, yp)), yp, metrics) == {
"SC": 0.0
}
def test_calculate_metric_HCV():
yt = [1, 1, 1, 1]
yp = [1, 1, 1, 0]
metrics = ["HCV"]
s = Scorer()
assert s.calculate_metrics(yt, yp, metrics) == {"HCV": 1.0}
def test_calculate_metric_accuracy():
yt = [1, 1, 1, 1]
yp = [1, 1, 1, 0]
metrics = ["accuracy"]
s = Scorer()
assert s.calculate_metrics(yt, yp, metrics) == {"accuracy": 0.75}