import numpy as np
from numpy.testing import assert_equal, assert_array_equal
from nose.tools import assert_greater
from skimage.segmentation import felzenszwalb


def test_grey():
    # very weak tests. This algorithm is pretty unstable.
    img = np.zeros((20, 21))
    img[:10, 10:] = 0.2
    img[10:, :10] = 0.4
    img[10:, 10:] = 0.6
    seg = felzenszwalb(img, sigma=0)
    # we expect 4 segments:
    assert_equal(len(np.unique(seg)), 4)
    # that mostly respect the 4 regions:
    for i in range(4):
        hist = np.histogram(img[seg == i], bins=[0, 0.1, 0.3, 0.5, 1])[0]
        assert_greater(hist[i], 40)


def test_color():
    # very weak tests. This algorithm is pretty unstable.
    img = np.zeros((20, 21, 3))
    img[:10, :10, 0] = 1
    img[10:, :10, 1] = 1
    img[10:, 10:, 2] = 1
    seg = felzenszwalb(img, sigma=0)
    # we expect 4 segments:
    assert_equal(len(np.unique(seg)), 4)
    assert_array_equal(seg[:10, :10], 0)
    assert_array_equal(seg[10:, :10], 2)
    assert_array_equal(seg[:10, 10:], 1)
    assert_array_equal(seg[10:, 10:], 3)


if __name__ == '__main__':
    from numpy import testing
    testing.run_module_suite()

[(9, 'numpy.zeros', 'np.zeros', True, 'import numpy as np\n'), (13, 'skimage.segmentation.felzenszwalb', 'felzenszwalb', False, 'from skimage.segmentation import felzenszwalb\n'), (24, 'numpy.zeros', 'np.zeros', True, 'import numpy as np\n'), (28, 'skimage.segmentation.felzenszwalb', 'felzenszwalb', False, 'from skimage.segmentation import felzenszwalb\n'), (31, 'numpy.testing.assert_array_equal', 'assert_array_equal', False, 'from numpy.testing import assert_equal, assert_array_equal\n'), (32, 'numpy.testing.assert_array_equal', 'assert_array_equal', False, 'from numpy.testing import assert_equal, assert_array_equal\n'), (33, 'numpy.testing.assert_array_equal', 'assert_array_equal', False, 'from numpy.testing import assert_equal, assert_array_equal\n'), (34, 'numpy.testing.assert_array_equal', 'assert_array_equal', False, 'from numpy.testing import assert_equal, assert_array_equal\n'), (39, 'numpy.testing.run_module_suite', 'testing.run_module_suite', False, 'from numpy import testing\n'), (19, 'nose.tools.assert_greater', 'assert_greater', False, 'from nose.tools import assert_greater\n'), (15, 'numpy.unique', 'np.unique', True, 'import numpy as np\n'), (18, 'numpy.histogram', 'np.histogram', True, 'import numpy as np\n'), (30, 'numpy.unique', 'np.unique', True, 'import numpy as np\n')]