Pillow/Tests/test_imagemorph.py

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# Test the ImageMorphology functionality
from __future__ import annotations
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from pathlib import Path
import pytest
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from PIL import Image, ImageMorph, _imagingmorph
from .helper import assert_image_equal_tofile, hopper
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def string_to_img(image_string: str) -> Image.Image:
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"""Turn a string image representation into a binary image"""
rows = [s for s in image_string.replace(" ", "").split("\n") if len(s)]
height = len(rows)
width = len(rows[0])
im = Image.new("L", (width, height))
for i in range(width):
for j in range(height):
c = rows[j][i]
v = c in "X1"
im.putpixel((i, j), v)
return im
A = string_to_img(
"""
.......
.......
..111..
..111..
..111..
.......
.......
"""
)
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def img_to_string(im: Image.Image) -> str:
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"""Turn a (small) binary image into a string representation"""
chars = ".1"
result = []
for r in range(im.height):
line = ""
for c in range(im.width):
value = im.getpixel((c, r))
assert not isinstance(value, tuple) and value is not None
line += chars[value > 0]
result.append(line)
return "\n".join(result)
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def img_string_normalize(im: str) -> str:
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return img_to_string(string_to_img(im))
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def assert_img_equal_img_string(a: Image.Image, b_string: str) -> None:
assert img_to_string(a) == img_string_normalize(b_string)
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def test_str_to_img() -> None:
assert_image_equal_tofile(A, "Tests/images/morph_a.png")
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@pytest.mark.parametrize(
"op", ("corner", "dilation4", "dilation8", "erosion4", "erosion8", "edge")
)
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def test_lut(op: str) -> None:
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lb = ImageMorph.LutBuilder(op_name=op)
assert lb.get_lut() is None
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lut = lb.build_lut()
with open(f"Tests/images/{op}.lut", "rb") as f:
assert lut == bytearray(f.read())
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def test_no_operator_loaded() -> None:
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im = Image.new("L", (1, 1))
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mop = ImageMorph.MorphOp()
with pytest.raises(Exception) as e:
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mop.apply(im)
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assert str(e.value) == "No operator loaded"
with pytest.raises(Exception) as e:
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mop.match(im)
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assert str(e.value) == "No operator loaded"
with pytest.raises(Exception) as e:
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mop.save_lut("")
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assert str(e.value) == "No operator loaded"
# Test the named patterns
def test_erosion8() -> None:
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# erosion8
mop = ImageMorph.MorphOp(op_name="erosion8")
count, Aout = mop.apply(A)
assert count == 8
assert_img_equal_img_string(
Aout,
"""
.......
.......
.......
...1...
.......
.......
.......
""",
)
def test_dialation8() -> None:
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# dialation8
mop = ImageMorph.MorphOp(op_name="dilation8")
count, Aout = mop.apply(A)
assert count == 16
assert_img_equal_img_string(
Aout,
"""
.......
.11111.
.11111.
.11111.
.11111.
.11111.
.......
""",
)
def test_erosion4() -> None:
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# erosion4
mop = ImageMorph.MorphOp(op_name="dilation4")
count, Aout = mop.apply(A)
assert count == 12
assert_img_equal_img_string(
Aout,
"""
.......
..111..
.11111.
.11111.
.11111.
..111..
.......
""",
)
def test_edge() -> None:
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# edge
mop = ImageMorph.MorphOp(op_name="edge")
count, Aout = mop.apply(A)
assert count == 1
assert_img_equal_img_string(
Aout,
"""
.......
.......
..111..
..1.1..
..111..
.......
.......
""",
)
def test_corner() -> None:
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# Create a corner detector pattern
mop = ImageMorph.MorphOp(patterns=["1:(... ... ...)->0", "4:(00. 01. ...)->1"])
count, Aout = mop.apply(A)
assert count == 5
assert_img_equal_img_string(
Aout,
"""
.......
.......
..1.1..
.......
..1.1..
.......
.......
""",
)
# Test the coordinate counting with the same operator
coords = mop.match(A)
assert len(coords) == 4
assert tuple(coords) == ((2, 2), (4, 2), (2, 4), (4, 4))
coords = mop.get_on_pixels(Aout)
assert len(coords) == 4
assert tuple(coords) == ((2, 2), (4, 2), (2, 4), (4, 4))
def test_mirroring() -> None:
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# Test 'M' for mirroring
mop = ImageMorph.MorphOp(patterns=["1:(... ... ...)->0", "M:(00. 01. ...)->1"])
count, Aout = mop.apply(A)
assert count == 7
assert_img_equal_img_string(
Aout,
"""
.......
.......
..1.1..
.......
.......
.......
.......
""",
)
def test_negate() -> None:
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# Test 'N' for negate
mop = ImageMorph.MorphOp(patterns=["1:(... ... ...)->0", "N:(00. 01. ...)->1"])
count, Aout = mop.apply(A)
assert count == 8
assert_img_equal_img_string(
Aout,
"""
.......
.......
..1....
.......
.......
.......
.......
""",
)
def test_incorrect_mode() -> None:
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im = hopper("RGB")
mop = ImageMorph.MorphOp(op_name="erosion8")
with pytest.raises(ValueError) as e:
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mop.apply(im)
assert str(e.value) == "Image mode must be L"
with pytest.raises(ValueError) as e:
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mop.match(im)
assert str(e.value) == "Image mode must be L"
with pytest.raises(ValueError) as e:
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mop.get_on_pixels(im)
assert str(e.value) == "Image mode must be L"
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def test_add_patterns() -> None:
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# Arrange
lb = ImageMorph.LutBuilder(op_name="corner")
assert lb.patterns == ["1:(... ... ...)->0", "4:(00. 01. ...)->1"]
new_patterns = ["M:(00. 01. ...)->1", "N:(00. 01. ...)->1"]
# Act
lb.add_patterns(new_patterns)
# Assert
assert lb.patterns == [
"1:(... ... ...)->0",
"4:(00. 01. ...)->1",
"M:(00. 01. ...)->1",
"N:(00. 01. ...)->1",
]
def test_unknown_pattern() -> None:
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with pytest.raises(Exception):
ImageMorph.LutBuilder(op_name="unknown")
def test_pattern_syntax_error() -> None:
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# Arrange
lb = ImageMorph.LutBuilder(op_name="corner")
new_patterns = ["a pattern with a syntax error"]
lb.add_patterns(new_patterns)
# Act / Assert
with pytest.raises(Exception) as e:
lb.build_lut()
assert str(e.value) == 'Syntax error in pattern "a pattern with a syntax error"'
def test_load_invalid_mrl() -> None:
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# Arrange
invalid_mrl = "Tests/images/hopper.png"
mop = ImageMorph.MorphOp()
# Act / Assert
with pytest.raises(Exception) as e:
mop.load_lut(invalid_mrl)
assert str(e.value) == "Wrong size operator file!"
def test_roundtrip_mrl(tmp_path: Path) -> None:
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# Arrange
tempfile = str(tmp_path / "temp.mrl")
mop = ImageMorph.MorphOp(op_name="corner")
initial_lut = mop.lut
# Act
mop.save_lut(tempfile)
mop.load_lut(tempfile)
# Act / Assert
assert mop.lut == initial_lut
def test_set_lut() -> None:
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# Arrange
lb = ImageMorph.LutBuilder(op_name="corner")
lut = lb.build_lut()
mop = ImageMorph.MorphOp()
# Act
mop.set_lut(lut)
# Assert
assert mop.lut == lut
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def test_wrong_mode() -> None:
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lut = ImageMorph.LutBuilder(op_name="corner").build_lut()
imrgb = Image.new("RGB", (10, 10))
iml = Image.new("L", (10, 10))
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with pytest.raises(RuntimeError):
_imagingmorph.apply(bytes(lut), imrgb.im.id, iml.im.id)
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with pytest.raises(RuntimeError):
_imagingmorph.apply(bytes(lut), iml.im.id, imrgb.im.id)
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with pytest.raises(RuntimeError):
_imagingmorph.match(bytes(lut), imrgb.im.id)
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# Should not raise
_imagingmorph.match(bytes(lut), iml.im.id)