def test_sofm_neightbours_exceptions(self):
with self.assertRaisesRegexp(ValueError, "Cannot find center"):
sofm.find_neighbours_on_rect_grid(grid=np.zeros((3, 3)),
center=(0, 0, 0),
radius=1)
with self.assertRaisesRegexp(ValueError, "Cannot find center"):
sofm.find_step_scaler_on_rect_grid(grid=np.zeros((3, 3)),
center=(0, 0, 0),
std=1)
def test_neightbours_in_1d(self):
actual_result = sofm.find_neighbours_on_rect_grid(np.zeros(5),
center=(2, ),
radius=1)
expected_result = np.array([0, 1, 1, 1, 0])
np.testing.assert_array_equal(actual_result, expected_result)
def test_neightbours_in_3d(self):
actual_result = sofm.find_neighbours_on_rect_grid(
np.zeros((5, 5, 3)),
center=(2, 2, 1),
radius=2)
expected_result = np.array([[
[0., 0., 0., 0., 0.],
[0., 1., 1., 1., 0.],
[0., 1., 1., 1., 0.],
[0., 1., 1., 1., 0.],
[0., 0., 0., 0., 0.]
], [
[0., 0., 1., 0., 0.],
[0., 1., 1., 1., 0.],
[1., 1., 1., 1., 1.],
[0., 1., 1., 1., 0.],
[0., 0., 1., 0., 0.]
], [
[0., 0., 0., 0., 0.],
[0., 1., 1., 1., 0.],
[0., 1., 1., 1., 0.],
[0., 1., 1., 1., 0.],
[0., 0., 0., 0., 0.]
]])
expected_result = np.transpose(expected_result, (1, 2, 0))
np.testing.assert_array_equal(actual_result, expected_result)
def test_neightbours_in_2d(self):
actual_result = sofm.find_neighbours_on_rect_grid(
np.zeros((3, 3)),
center=(0, 0),
radius=1)
expected_result = np.array([
[1., 1., 0.],
[1., 0., 0.],
[0., 0., 0.]
])
np.testing.assert_array_equal(actual_result, expected_result)
actual_result = sofm.find_neighbours_on_rect_grid(
np.zeros((5, 5)),
center=(2, 2),
radius=2)
expected_result = np.array([
[0., 0., 1., 0., 0.],
[0., 1., 1., 1., 0.],
[1., 1., 1., 1., 1.],
[0., 1., 1., 1., 0.],
[0., 0., 1., 0., 0.]
])
np.testing.assert_array_equal(actual_result, expected_result)
actual_result = sofm.find_neighbours_on_rect_grid(
np.zeros((3, 3)),
center=(1, 1),
radius=0)
expected_result = np.array([
[0., 0., 0.],
[0., 1., 0.],
[0., 0., 0.]
])
np.testing.assert_array_equal(actual_result, expected_result)
def test_neightbours_in_10d(self):
actual_result = sofm.find_neighbours_on_rect_grid(np.zeros([3] * 10),
center=[1] * 10,
radius=0)
self.assertEqual(np.sum(actual_result), 1)