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| | from __future__ import annotations
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| | import re
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| | from . import Image, _imagingmorph
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| |
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| | LUT_SIZE = 1 << 9
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| |
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| | ROTATION_MATRIX = [
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| | 6, 3, 0,
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| | 7, 4, 1,
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| | 8, 5, 2,
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| | ]
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| | MIRROR_MATRIX = [
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| | 2, 1, 0,
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| | 5, 4, 3,
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| | 8, 7, 6,
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| | ]
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| |
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| |
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| | class LutBuilder:
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| | """A class for building a MorphLut from a descriptive language
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| |
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| | The input patterns is a list of a strings sequences like these::
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| | 4:(...
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| | .1.
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| | 111)->1
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| |
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| | (whitespaces including linebreaks are ignored). The option 4
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| | describes a series of symmetry operations (in this case a
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| | 4-rotation), the pattern is described by:
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| | - . or X - Ignore
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| | - 1 - Pixel is on
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| | - 0 - Pixel is off
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| |
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| | The result of the operation is described after "->" string.
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| |
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| | The default is to return the current pixel value, which is
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| | returned if no other match is found.
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| |
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| | Operations:
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| | - 4 - 4 way rotation
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| | - N - Negate
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| | - 1 - Dummy op for no other operation (an op must always be given)
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| | - M - Mirroring
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| |
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| | Example::
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| | lb = LutBuilder(patterns = ["4:(... .1. 111)->1"])
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| | lut = lb.build_lut()
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| | """
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| |
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| | def __init__(
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| | self, patterns: list[str] | None = None, op_name: str | None = None
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| | ) -> None:
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| | if patterns is not None:
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| | self.patterns = patterns
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| | else:
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| | self.patterns = []
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| | self.lut: bytearray | None = None
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| | if op_name is not None:
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| | known_patterns = {
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| | "corner": ["1:(... ... ...)->0", "4:(00. 01. ...)->1"],
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| | "dilation4": ["4:(... .0. .1.)->1"],
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| | "dilation8": ["4:(... .0. .1.)->1", "4:(... .0. ..1)->1"],
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| | "erosion4": ["4:(... .1. .0.)->0"],
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| | "erosion8": ["4:(... .1. .0.)->0", "4:(... .1. ..0)->0"],
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| | "edge": [
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| | "1:(... ... ...)->0",
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| | "4:(.0. .1. ...)->1",
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| | "4:(01. .1. ...)->1",
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| | ],
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| | }
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| | if op_name not in known_patterns:
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| | msg = f"Unknown pattern {op_name}!"
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| | raise Exception(msg)
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| |
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| | self.patterns = known_patterns[op_name]
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| |
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| | def add_patterns(self, patterns: list[str]) -> None:
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| | self.patterns += patterns
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| |
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| | def build_default_lut(self) -> None:
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| | symbols = [0, 1]
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| | m = 1 << 4
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| | self.lut = bytearray(symbols[(i & m) > 0] for i in range(LUT_SIZE))
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| |
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| | def get_lut(self) -> bytearray | None:
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| | return self.lut
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| |
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| | def _string_permute(self, pattern: str, permutation: list[int]) -> str:
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| | """string_permute takes a pattern and a permutation and returns the
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| | string permuted according to the permutation list.
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| | """
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| | assert len(permutation) == 9
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| | return "".join(pattern[p] for p in permutation)
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| |
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| | def _pattern_permute(
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| | self, basic_pattern: str, options: str, basic_result: int
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| | ) -> list[tuple[str, int]]:
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| | """pattern_permute takes a basic pattern and its result and clones
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| | the pattern according to the modifications described in the $options
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| | parameter. It returns a list of all cloned patterns."""
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| | patterns = [(basic_pattern, basic_result)]
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| |
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| |
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| | if "4" in options:
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| | res = patterns[-1][1]
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| | for i in range(4):
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| | patterns.append(
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| | (self._string_permute(patterns[-1][0], ROTATION_MATRIX), res)
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| | )
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| |
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| | if "M" in options:
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| | n = len(patterns)
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| | for pattern, res in patterns[:n]:
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| | patterns.append((self._string_permute(pattern, MIRROR_MATRIX), res))
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| |
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| | if "N" in options:
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| | n = len(patterns)
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| | for pattern, res in patterns[:n]:
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| |
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| | pattern = pattern.replace("0", "Z").replace("1", "0").replace("Z", "1")
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| | res = 1 - int(res)
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| | patterns.append((pattern, res))
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| | return patterns
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| |
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| | def build_lut(self) -> bytearray:
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| | """Compile all patterns into a morphology lut.
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| | TBD :Build based on (file) morphlut:modify_lut
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| | """
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| | self.build_default_lut()
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| | assert self.lut is not None
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| | patterns = []
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| |
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| | for p in self.patterns:
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| | m = re.search(r"(\w*):?\s*\((.+?)\)\s*->\s*(\d)", p.replace("\n", ""))
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| | if not m:
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| | msg = 'Syntax error in pattern "' + p + '"'
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| | raise Exception(msg)
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| | options = m.group(1)
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| | pattern = m.group(2)
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| | result = int(m.group(3))
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| | pattern = pattern.replace(" ", "").replace("\n", "")
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| | patterns += self._pattern_permute(pattern, options, result)
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| | compiled_patterns = []
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| | for pattern in patterns:
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| | p = pattern[0].replace(".", "X").replace("X", "[01]")
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| | compiled_patterns.append((re.compile(p), pattern[1]))
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| | for i in range(LUT_SIZE):
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| |
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| | bitpattern = bin(i)[2:]
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| | bitpattern = ("0" * (9 - len(bitpattern)) + bitpattern)[::-1]
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| | for pattern, r in compiled_patterns:
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| | if pattern.match(bitpattern):
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| | self.lut[i] = [0, 1][r]
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| | return self.lut
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| |
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| | class MorphOp:
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| | """A class for binary morphological operators"""
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| | def __init__(
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| | self,
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| | lut: bytearray | None = None,
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| | op_name: str | None = None,
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| | patterns: list[str] | None = None,
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| | ) -> None:
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| | """Create a binary morphological operator"""
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| | self.lut = lut
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| | if op_name is not None:
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| | self.lut = LutBuilder(op_name=op_name).build_lut()
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| | elif patterns is not None:
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| | self.lut = LutBuilder(patterns=patterns).build_lut()
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| |
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| | def apply(self, image: Image.Image) -> tuple[int, Image.Image]:
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| | """Run a single morphological operation on an image
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| |
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| | Returns a tuple of the number of changed pixels and the
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| | morphed image"""
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| | if self.lut is None:
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| | msg = "No operator loaded"
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| | raise Exception(msg)
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| |
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| | if image.mode != "L":
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| | msg = "Image mode must be L"
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| | raise ValueError(msg)
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| | outimage = Image.new(image.mode, image.size, None)
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| | count = _imagingmorph.apply(bytes(self.lut), image.getim(), outimage.getim())
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| | return count, outimage
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| | def match(self, image: Image.Image) -> list[tuple[int, int]]:
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| | """Get a list of coordinates matching the morphological operation on
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| | an image.
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| | Returns a list of tuples of (x,y) coordinates
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| | of all matching pixels. See :ref:`coordinate-system`."""
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| | if self.lut is None:
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| | msg = "No operator loaded"
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| | raise Exception(msg)
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| | if image.mode != "L":
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| | msg = "Image mode must be L"
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| | raise ValueError(msg)
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| | return _imagingmorph.match(bytes(self.lut), image.getim())
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| |
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| | def get_on_pixels(self, image: Image.Image) -> list[tuple[int, int]]:
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| | """Get a list of all turned on pixels in a binary image
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| |
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| | Returns a list of tuples of (x,y) coordinates
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| | of all matching pixels. See :ref:`coordinate-system`."""
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| | if image.mode != "L":
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| | msg = "Image mode must be L"
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| | raise ValueError(msg)
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| | return _imagingmorph.get_on_pixels(image.getim())
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| |
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| | def load_lut(self, filename: str) -> None:
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| | """Load an operator from an mrl file"""
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| | with open(filename, "rb") as f:
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| | self.lut = bytearray(f.read())
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| |
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| | if len(self.lut) != LUT_SIZE:
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| | self.lut = None
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| | msg = "Wrong size operator file!"
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| | raise Exception(msg)
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| | def save_lut(self, filename: str) -> None:
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| | """Save an operator to an mrl file"""
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| | if self.lut is None:
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| | msg = "No operator loaded"
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| | raise Exception(msg)
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| | with open(filename, "wb") as f:
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| | f.write(self.lut)
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| | def set_lut(self, lut: bytearray | None) -> None:
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| | """Set the lut from an external source"""
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| | self.lut = lut
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