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screenshot_tests/image_proccessing/image_processor.py
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112
screenshot_tests/image_proccessing/image_processor.py
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from PIL import ImageDraw, Image
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from io import BytesIO
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from typing import Tuple, List
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import logging
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class ImageProcessor(object):
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"""Class for image comparison."""
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def __init__(self):
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self._block_width = 20 # default
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self._block_height = 20
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self._accuracy = 0.0001 # less better
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def _slice_image(self, image: Image.Image) -> List[dict]:
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"""Slice image on small blocks."""
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max_width, max_height = image.size
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width_change = self._block_width
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height_change = self._block_height
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result = []
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for row in range(0, max_height, self._block_height):
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for col in range(0, max_width, self._block_width):
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# Если дошли до края изображения
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if width_change > max_width:
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width_change = max_width
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# отрезаем по краю
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if height_change > max_height:
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height_change = max_height
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# col, row -- верхний левый угол
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box = (col, row, width_change, height_change)
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cropped = image.crop(box)
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result.append({"image": cropped, "box": box})
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# сдвигаем вправо по ширине
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width_change += self._block_width
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# сдвигаем вниз по высоте
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height_change += self._block_height
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# возвращаем указатель на ширину в стартовую позицию
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width_change = self._block_width
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return result
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def _get_image_pixel_sum(self, image: Image.Image) -> int:
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"""Get pixel sum for image."""
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image_total = 0
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max_width, max_height = image.size
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for coord_y in range(0, max_height):
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for coord_x in range(0, max_width):
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pixel = image.getpixel((coord_x, coord_y))
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image_total += sum(pixel)
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return image_total
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def get_images_diff(self, first_image: Image.Image, second_image: Image.Image) -> Tuple[int, bytes, bytes, bytes]:
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"""Compare two images."""
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result_image = first_image.copy()
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first_image_blocks = self._slice_image(first_image)
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second_image_blocks = self._slice_image(second_image)
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# если скриншоты разных размеров, то все блоки из большего скриншота, которые не попали в меньший нужно добавить
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# к битым
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mistaken_blocks = abs(len(first_image_blocks) - len(second_image_blocks))
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for index in range(min(len(first_image_blocks), len(second_image_blocks))):
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first_pixels = self._get_image_pixel_sum(first_image_blocks[index]["image"])
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second_pixels = self._get_image_pixel_sum(second_image_blocks[index]["image"])
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# если пиксели отличаются больше чем на self.accuracy -- помечаем блок как битый
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if (first_pixels != 0 and second_pixels != 0) and abs(1 - (first_pixels / second_pixels)) >= self._accuracy:
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draw = ImageDraw.Draw(result_image)
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draw.rectangle(first_image_blocks[index]["box"], outline="red")
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mistaken_blocks += 1
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result = BytesIO()
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first = BytesIO()
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second = BytesIO()
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result_image.save(result, 'PNG')
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first_image.save(first, 'PNG')
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second_image.save(second, 'PNG')
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return mistaken_blocks, result.getvalue(), first.getvalue(), second.getvalue()
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def paste(self, screenshots: List[bytes]) -> Image.Image:
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"""Concatenate few images into one."""
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max_width = 0
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max_height = 0
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images = []
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for screenshot in screenshots:
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image = self.load_image_from_bytes(screenshot)
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images.append(image)
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max_width = image.size[0] if image.size[0] > max_width else max_width
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max_height += image.size[1]
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result = Image.new('RGB', (max_width, max_height))
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logging.info(f'Screen size: ({max_width}, {max_height})')
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offset = 0
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for image in images:
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result.paste(image, (0, offset))
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logging.info(f"Image added, offset is {offset}")
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offset += image.size[1]
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return result
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def load_image_from_bytes(self, data: bytes):
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"""Загрузить изображение из байтовой строки."""
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return Image.open(BytesIO(data))
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