Pillow/Tests/test_numpy.py

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from helper import unittest, PillowTestCase, hopper
from PIL import Image
try:
import site
import numpy
except ImportError:
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# Skip via setUp()
pass
class TestNumpy(PillowTestCase):
def setUp(self):
try:
import site
import numpy
except ImportError:
self.skipTest("ImportError")
def test_numpy_to_image(self):
def to_image(dtype, bands=1, bool=0):
if bands == 1:
if bool:
data = [0, 1] * 50
else:
data = list(range(100))
a = numpy.array(data, dtype=dtype)
a.shape = 10, 10
i = Image.fromarray(a)
if list(i.getdata()) != data:
print("data mismatch for", dtype)
else:
data = list(range(100))
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a = numpy.array([[x]*bands for x in data], dtype=dtype)
a.shape = 10, 10, bands
i = Image.fromarray(a)
if list(i.split()[0].getdata()) != list(range(100)):
print("data mismatch for", dtype)
# print dtype, list(i.getdata())
return i
# self.assert_image(to_image(numpy.bool, bool=1), "1", (10, 10))
# self.assert_image(to_image(numpy.bool8, bool=1), "1", (10, 10))
self.assertRaises(TypeError, lambda: to_image(numpy.uint))
self.assert_image(to_image(numpy.uint8), "L", (10, 10))
self.assertRaises(TypeError, lambda: to_image(numpy.uint16))
self.assertRaises(TypeError, lambda: to_image(numpy.uint32))
self.assertRaises(TypeError, lambda: to_image(numpy.uint64))
self.assert_image(to_image(numpy.int8), "I", (10, 10))
if Image._ENDIAN == '<': # Little endian
self.assert_image(to_image(numpy.int16), "I;16", (10, 10))
else:
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self.assert_image(to_image(numpy.int16), "I;16B", (10, 10))
self.assert_image(to_image(numpy.int32), "I", (10, 10))
self.assertRaises(TypeError, lambda: to_image(numpy.int64))
self.assert_image(to_image(numpy.float), "F", (10, 10))
self.assert_image(to_image(numpy.float32), "F", (10, 10))
self.assert_image(to_image(numpy.float64), "F", (10, 10))
self.assert_image(to_image(numpy.uint8, 3), "RGB", (10, 10))
self.assert_image(to_image(numpy.uint8, 4), "RGBA", (10, 10))
# based on an erring example at http://is.gd/6F0esS (which resolves to)
# http://stackoverflow.com/questions/10854903/what-is-causing-dimension-dependent-attributeerror-in-pil-fromarray-function
def test_3d_array(self):
a = numpy.ones((10, 10, 10), dtype=numpy.uint8)
self.assert_image(Image.fromarray(a[1, :, :]), "L", (10, 10))
self.assert_image(Image.fromarray(a[:, 1, :]), "L", (10, 10))
self.assert_image(Image.fromarray(a[:, :, 1]), "L", (10, 10))
def _test_img_equals_nparray(self, img, np):
self.assertEqual(img.size, np.shape[0:2])
px = img.load()
for x in range(0, img.size[0], int(img.size[0]/10)):
for y in range(0, img.size[1], int(img.size[1]/10)):
self.assert_deep_equal(px[x, y], np[y, x])
def test_16bit(self):
img = Image.open('Tests/images/16bit.cropped.tif')
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np_img = numpy.array(img)
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self._test_img_equals_nparray(img, np_img)
self.assertEqual(np_img.dtype, numpy.dtype('<u2'))
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def test_to_array(self):
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def _to_array(mode, dtype):
img = hopper(mode)
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np_img = numpy.array(img)
self._test_img_equals_nparray(img, np_img)
self.assertEqual(np_img.dtype, numpy.dtype(dtype))
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modes = [("L", 'uint8'),
("I", 'int32'),
("F", 'float32'),
("RGB", 'uint8'),
("RGBA", 'uint8'),
("RGBX", 'uint8'),
("CMYK", 'uint8'),
("YCbCr", 'uint8'),
("I;16", '<u2'),
("I;16B", '>u2'),
("I;16L", '<u2'),
]
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for mode in modes:
_to_array(*mode)
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def test_point_lut(self):
# see https://github.com/python-pillow/Pillow/issues/439
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data = list(range(256))*3
lut = numpy.array(data, dtype='uint8')
im = hopper()
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im.point(lut)
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def test_putdata(self):
# shouldn't segfault
# see https://github.com/python-pillow/Pillow/issues/1008
im = Image.new('F', (150, 100))
arr = numpy.zeros((15000,), numpy.float32)
im.putdata(arr)
self.assertEqual(len(im.getdata()),len(arr))
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if __name__ == '__main__':
unittest.main()
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# End of file