def test_catch_all_visualize_invalid_structure():
data = {}
with pytest.raises(Exception) as e:
visualize(data)
assert (
'MatrixProfile, Pan-MatrixProfile or Statistics data structure expected!'
== str(e.value))
def test_catch_all_visualize_mp_motifs():
ts = np.array([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12])
w = 4
profile = stomp(ts, w, n_jobs=1)
profile['motifs'] = [{'motifs': [1, 1], 'neighbors': []}]
figures = visualize(profile)
assert (len(figures) == 3)
def test_catch_all_visualize_mp_discords():
ts = np.array([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12])
w = 4
profile = stomp(ts, w, n_jobs=1)
profile['discords'] = [0, 1]
figures = visualize(profile)
assert (len(figures) == 2)
def test_catch_all_visualize_mp_av():
ts = np.array([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12])
w = 4
profile = stomp(ts, w, n_jobs=1)
profile['av'] = np.arange(len(ts) - w + 1)
figures = visualize(profile)
assert (len(figures) == 2)
def test_catch_all_visualize_mp_only():
ts = np.array([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12])
w = 4
profile = stomp(ts, w, n_jobs=1)
# expect only the matrix profile plot
figures = visualize(profile)
assert (len(figures) == 1)
def test_catch_all_visualize_pmp_discords():
ts = np.array([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12])
w = [4, 5, 6]
profile = skimp(ts, w, n_jobs=1)
profile['discords'] = [(0, 1), (0, 2)]
figures = visualize(profile)
assert (len(figures) == 3)
def test_catch_all_visualize_pmp_motifs_discords():
ts = np.array([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12])
w = [4, 5, 6]
profile = skimp(ts, w, n_jobs=1)
profile['discords'] = [(0, 1), (0, 2)]
profile['motifs'] = [{'motifs': [(1, 1)], 'neighbors': []}]
figures = visualize(profile)
assert (len(figures) == 5)
def test_catch_all_stats():
profile = {'class': 'Statistics', 'ts': np.array([]), 'window_size': 100}
figures = visualize(profile)
assert (len(figures) == 1)
