def test_input_shape(self):
"""Test that only allows for 2D."""
shape_wrong = (40, 30, 10)
shape_correct = (40, 30)
with pytest.raises(ValueError):
rectangles(100, shape_wrong, 10, 20)
rectangles(100, shape_correct, 10, 20)
def test_full_intensity(self):
""" Test that there exists a pixel with a full intensity = 1."""
shape = (50, 100)
res = rectangles(10, shape, (20, 30), (10, 50), n_levels=4)
for row in res:
assert np.any(row == 1)
def test_correct_number_of_intensities(self, n_levels):
"""Test whether n_unique_intensities = n_levels + 1"""
res = rectangles(10, (200, 220), (40, 50), (50, 100),
n_levels=n_levels)
for row in res:
assert len(np.unique(row) == n_levels +
1) # also count black background
def test_correct_dtype(self):
"""Test that float32 ndarray is returned."""
shape = (50, 100)
res = rectangles(10, shape, (20, 30), (10, 50), n_levels=4)
assert res.min() >= 0
assert res.max() <= 1
assert res.dtype == np.float32
def test_no_empty_images(self, random_state):
"""Test that no empty images."""
shape = (100, 120)
res = rectangles(10,
shape, (20, 30), (10, 50),
n_levels=4,
random_state=random_state)
zeros = np.zeros(shape)
for row in res:
assert not np.all(row == zeros)
def test_wrong_type(self):
"""Test that height, width and n_levels only work with integers."""
shape = (40, 50)
with pytest.raises(TypeError):
rectangles(100, shape, 10.1, 20)
with pytest.raises(TypeError):
rectangles(100, shape, 10, 20.3)
with pytest.raises(TypeError):
rectangles(100, shape, (10, 20), 20, n_levels=3.4)
rectangles(10, shape, 10, 20, n_levels=2)
def test_wrong_rectangle_size(self):
"""Test that rectangle needs to fit the image."""
shape = (img_h, img_w) = (40, 50)
with pytest.raises(ValueError):
rectangles(100, shape, img_h + 1, img_w - 1)
with pytest.raises(ValueError):
rectangles(100, shape, img_h - 1, img_w + 1)
with pytest.raises(ValueError):
rectangles(100, shape, img_h + 1, img_w + 1)
rectangles(100, shape, img_h - 1, img_w - 1)
def test_reproducible(self):
"""Test that random_state works."""
res_1 = rectangles(10, (100, 120), (20, 30), (10, 40),
n_levels=(1, 4),
random_state=None)
res_2 = rectangles(10, (100, 120), (20, 30), (10, 40),
n_levels=(1, 4),
random_state=1)
res_3 = rectangles(10, (100, 120), (20, 30), (10, 40),
n_levels=(1, 4),
random_state=2)
res_4 = rectangles(10, (100, 120), (20, 30), (10, 40),
n_levels=(1, 4),
random_state=1)
res_5 = rectangles(10, (100, 120), (20, 30), (10, 40),
n_levels=(1, 4),
random_state=None)
assert np.all(res_2 == res_4)
assert not np.all(res_2 == res_3)
assert not np.all(res_2 == res_1)
assert not np.all(res_3 == res_1)
assert not np.all(res_1 == res_5)
def test_wrong_n_levels(self):
"""Test that n_levels needs to be correct."""
with pytest.raises(ValueError):
rectangles(5, (100, 120), 20, 10, n_levels=14)
with pytest.raises(ValueError):
rectangles(5, (100, 120), 10, 20, n_levels=14)
rectangles(5, (100, 120), 20, 20, n_levels=14)
def test_output_shape(self):
"""Test that the shape of the output is correct."""
shape = (50, 100)
res = rectangles(10, shape, (20, 30), (10, 50), n_levels=4)
assert res.shape == (10, *shape, 1)