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329 lines
11 KiB
Python
329 lines
11 KiB
Python
# Test the ImageMorphology functionality
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from PIL import Image, ImageMorph, _imagingmorph
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from .helper import PillowTestCase, hopper
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class MorphTests(PillowTestCase):
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def setUp(self):
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self.A = self.string_to_img(
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"""
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.......
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.......
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..111..
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..111..
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..111..
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.......
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.......
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"""
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)
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def img_to_string(self, im):
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"""Turn a (small) binary image into a string representation"""
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chars = ".1"
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width, height = im.size
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return "\n".join(
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"".join(chars[im.getpixel((c, r)) > 0] for c in range(width))
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for r in range(height)
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)
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def string_to_img(self, image_string):
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"""Turn a string image representation into a binary image"""
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rows = [s for s in image_string.replace(" ", "").split("\n") if len(s)]
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height = len(rows)
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width = len(rows[0])
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im = Image.new("L", (width, height))
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for i in range(width):
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for j in range(height):
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c = rows[j][i]
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v = c in "X1"
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im.putpixel((i, j), v)
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return im
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def img_string_normalize(self, im):
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return self.img_to_string(self.string_to_img(im))
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def assert_img_equal(self, A, B):
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self.assertEqual(self.img_to_string(A), self.img_to_string(B))
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def assert_img_equal_img_string(self, A, Bstring):
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self.assertEqual(self.img_to_string(A), self.img_string_normalize(Bstring))
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def test_str_to_img(self):
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with Image.open("Tests/images/morph_a.png") as im:
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self.assert_image_equal(self.A, im)
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def create_lut(self):
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for op in ("corner", "dilation4", "dilation8", "erosion4", "erosion8", "edge"):
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lb = ImageMorph.LutBuilder(op_name=op)
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lut = lb.build_lut()
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with open("Tests/images/%s.lut" % op, "wb") as f:
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f.write(lut)
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# create_lut()
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def test_lut(self):
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for op in ("corner", "dilation4", "dilation8", "erosion4", "erosion8", "edge"):
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lb = ImageMorph.LutBuilder(op_name=op)
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self.assertIsNone(lb.get_lut())
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lut = lb.build_lut()
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with open("Tests/images/%s.lut" % op, "rb") as f:
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self.assertEqual(lut, bytearray(f.read()))
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def test_no_operator_loaded(self):
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mop = ImageMorph.MorphOp()
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with self.assertRaises(Exception) as e:
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mop.apply(None)
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self.assertEqual(str(e.exception), "No operator loaded")
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with self.assertRaises(Exception) as e:
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mop.match(None)
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self.assertEqual(str(e.exception), "No operator loaded")
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with self.assertRaises(Exception) as e:
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mop.save_lut(None)
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self.assertEqual(str(e.exception), "No operator loaded")
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# Test the named patterns
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def test_erosion8(self):
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# erosion8
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mop = ImageMorph.MorphOp(op_name="erosion8")
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count, Aout = mop.apply(self.A)
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self.assertEqual(count, 8)
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self.assert_img_equal_img_string(
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Aout,
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"""
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.......
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.......
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.......
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...1...
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.......
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.......
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.......
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""",
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)
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def test_dialation8(self):
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# dialation8
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mop = ImageMorph.MorphOp(op_name="dilation8")
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count, Aout = mop.apply(self.A)
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self.assertEqual(count, 16)
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self.assert_img_equal_img_string(
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Aout,
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"""
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.......
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.11111.
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.11111.
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.11111.
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.11111.
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.11111.
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.......
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""",
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)
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def test_erosion4(self):
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# erosion4
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mop = ImageMorph.MorphOp(op_name="dilation4")
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count, Aout = mop.apply(self.A)
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self.assertEqual(count, 12)
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self.assert_img_equal_img_string(
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Aout,
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"""
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.......
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..111..
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.11111.
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.11111.
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.11111.
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..111..
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.......
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""",
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)
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def test_edge(self):
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# edge
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mop = ImageMorph.MorphOp(op_name="edge")
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count, Aout = mop.apply(self.A)
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self.assertEqual(count, 1)
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self.assert_img_equal_img_string(
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Aout,
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"""
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.......
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.......
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..111..
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..1.1..
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..111..
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.......
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.......
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""",
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)
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def test_corner(self):
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# Create a corner detector pattern
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mop = ImageMorph.MorphOp(patterns=["1:(... ... ...)->0", "4:(00. 01. ...)->1"])
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count, Aout = mop.apply(self.A)
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self.assertEqual(count, 5)
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self.assert_img_equal_img_string(
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Aout,
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"""
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.......
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.......
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..1.1..
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.......
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..1.1..
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.......
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.......
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""",
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)
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# Test the coordinate counting with the same operator
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coords = mop.match(self.A)
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self.assertEqual(len(coords), 4)
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self.assertEqual(tuple(coords), ((2, 2), (4, 2), (2, 4), (4, 4)))
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coords = mop.get_on_pixels(Aout)
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self.assertEqual(len(coords), 4)
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self.assertEqual(tuple(coords), ((2, 2), (4, 2), (2, 4), (4, 4)))
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def test_mirroring(self):
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# Test 'M' for mirroring
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mop = ImageMorph.MorphOp(patterns=["1:(... ... ...)->0", "M:(00. 01. ...)->1"])
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count, Aout = mop.apply(self.A)
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self.assertEqual(count, 7)
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self.assert_img_equal_img_string(
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Aout,
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"""
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.......
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.......
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..1.1..
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.......
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.......
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.......
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.......
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""",
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)
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def test_negate(self):
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# Test 'N' for negate
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mop = ImageMorph.MorphOp(patterns=["1:(... ... ...)->0", "N:(00. 01. ...)->1"])
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count, Aout = mop.apply(self.A)
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self.assertEqual(count, 8)
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self.assert_img_equal_img_string(
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Aout,
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"""
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.......
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.......
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..1....
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.......
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.......
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.......
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.......
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""",
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)
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def test_non_binary_images(self):
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im = hopper("RGB")
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mop = ImageMorph.MorphOp(op_name="erosion8")
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with self.assertRaises(Exception) as e:
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mop.apply(im)
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self.assertEqual(
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str(e.exception), "Image must be binary, meaning it must use mode L"
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)
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with self.assertRaises(Exception) as e:
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mop.match(im)
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self.assertEqual(
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str(e.exception), "Image must be binary, meaning it must use mode L"
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)
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with self.assertRaises(Exception) as e:
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mop.get_on_pixels(im)
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self.assertEqual(
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str(e.exception), "Image must be binary, meaning it must use mode L"
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)
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def test_add_patterns(self):
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# Arrange
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lb = ImageMorph.LutBuilder(op_name="corner")
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self.assertEqual(lb.patterns, ["1:(... ... ...)->0", "4:(00. 01. ...)->1"])
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new_patterns = ["M:(00. 01. ...)->1", "N:(00. 01. ...)->1"]
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# Act
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lb.add_patterns(new_patterns)
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# Assert
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self.assertEqual(
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lb.patterns,
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[
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"1:(... ... ...)->0",
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"4:(00. 01. ...)->1",
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"M:(00. 01. ...)->1",
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"N:(00. 01. ...)->1",
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],
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)
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def test_unknown_pattern(self):
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self.assertRaises(Exception, ImageMorph.LutBuilder, op_name="unknown")
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def test_pattern_syntax_error(self):
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# Arrange
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lb = ImageMorph.LutBuilder(op_name="corner")
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new_patterns = ["a pattern with a syntax error"]
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lb.add_patterns(new_patterns)
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# Act / Assert
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with self.assertRaises(Exception) as e:
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lb.build_lut()
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self.assertEqual(
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str(e.exception), 'Syntax error in pattern "a pattern with a syntax error"'
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)
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def test_load_invalid_mrl(self):
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# Arrange
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invalid_mrl = "Tests/images/hopper.png"
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mop = ImageMorph.MorphOp()
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# Act / Assert
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with self.assertRaises(Exception) as e:
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mop.load_lut(invalid_mrl)
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self.assertEqual(str(e.exception), "Wrong size operator file!")
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def test_roundtrip_mrl(self):
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# Arrange
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tempfile = self.tempfile("temp.mrl")
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mop = ImageMorph.MorphOp(op_name="corner")
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initial_lut = mop.lut
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# Act
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mop.save_lut(tempfile)
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mop.load_lut(tempfile)
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# Act / Assert
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self.assertEqual(mop.lut, initial_lut)
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def test_set_lut(self):
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# Arrange
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lb = ImageMorph.LutBuilder(op_name="corner")
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lut = lb.build_lut()
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mop = ImageMorph.MorphOp()
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# Act
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mop.set_lut(lut)
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# Assert
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self.assertEqual(mop.lut, lut)
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def test_wrong_mode(self):
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lut = ImageMorph.LutBuilder(op_name="corner").build_lut()
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imrgb = Image.new("RGB", (10, 10))
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iml = Image.new("L", (10, 10))
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with self.assertRaises(RuntimeError):
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_imagingmorph.apply(bytes(lut), imrgb.im.id, iml.im.id)
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with self.assertRaises(RuntimeError):
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_imagingmorph.apply(bytes(lut), iml.im.id, imrgb.im.id)
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with self.assertRaises(RuntimeError):
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_imagingmorph.match(bytes(lut), imrgb.im.id)
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# Should not raise
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_imagingmorph.match(bytes(lut), iml.im.id)
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