def test_sk_ae():
sk = AutoEncoder(layers_dim=[
20,
], encoding_dim=2)
sk3 = AutoEncoder(layers_dim=[
20,
], encoding_dim=10)
X2 = sk.fit_transform(X)
X3 = sk3.fit_transform(X)
si = silhouette_score(X2, y)
assert si > 0.8, 'Score {} < 0.8'.format(si)
print('X2 Silhouette score: {}'.format(si))
Xr = sk.inverse_transform(X2)
error = mse(X, Xr)
print('Error : {}'.format(error))
Xr3 = sk3.inverse_transform(X3)
error3 = mse(X, Xr3)
print('Error3 : {}'.format(error3))
assert error3 < error, 'Bigger network has more error'
