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Update utils.py
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utils.py
CHANGED
@@ -11,15 +11,7 @@ def get_random_bool():
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return random.choice([True, False])
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def add_white_border(input_image, border_width=10):
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为PIL图像添加指定宽度的白色边框。
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:param input_image: PIL图像对象
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:param border_width: 边框宽度(单位:像素)
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:return: 带有白色边框的PIL图像对象
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"""
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border_color = 'white' # 白色边框
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# 添加边框
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img_with_border = ImageOps.expand(input_image, border=border_width, fill=border_color)
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return img_with_border
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@@ -71,7 +63,7 @@ def add_caption(image, text, position = "bottom-mid", font = None, text_color=
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elif position == 'bottom-left':
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text_position = (10, height - (text_height + 20))
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elif position == 'bottom-mid':
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text_position = ((width - text_width) // 2, height - (text_height + 20) )
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height = text_position[1]
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maxwidth = max(maxwidth,text_width)
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text_positions.append(text_position)
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@@ -200,26 +192,20 @@ def get_row_image2(images,captions = None, font = None):
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def concat_images_vertically_and_scale(images,scale_factor=2):
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# 加载所有图像
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# 确保所有图像的宽度一致
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widths = [img.width for img in images]
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if not all(width == widths[0] for width in widths):
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raise ValueError('All images must have the same width.')
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# 计算总高度
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total_height = sum(img.height for img in images)
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# 创建新的图像,宽度与原图相同,高度为所有图像高度之和
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max_width = max(widths)
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concatenated_image = Image.new('RGB', (max_width, total_height))
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# 竖直拼接图像
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current_height = 0
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for img in images:
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concatenated_image.paste(img, (0, current_height))
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current_height += img.height
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# 缩放图像为1/n高度
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new_height = concatenated_image.height // scale_factor
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new_width = concatenated_image.width // scale_factor
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resized_image = concatenated_image.resize((new_width, new_height), Image.LANCZOS)
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@@ -228,19 +214,13 @@ def concat_images_vertically_and_scale(images,scale_factor=2):
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def combine_images_horizontally(images):
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# 读取所有图片并存入列表
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# 获取每幅图像的宽度和高度
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widths, heights = zip(*(i.size for i in images))
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# 计算总宽度和最大高度
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total_width = sum(widths)
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max_height = max(heights)
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# 创建新的空白图片,用于拼接
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new_im = Image.new('RGB', (total_width, max_height))
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# 将图片横向拼接
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x_offset = 0
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for im in images:
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new_im.paste(im, (x_offset, 0))
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@@ -250,28 +230,20 @@ def combine_images_horizontally(images):
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def combine_images_vertically_with_resize(images):
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# 获取所有图片的宽度和高度
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widths, heights = zip(*(i.size for i in images))
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# 确定新图片的宽度,即所有图片中最小的宽度
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min_width = min(widths)
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# 调整图片尺寸以保持宽度一致,长宽比不变
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resized_images = []
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for img in images:
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# 计算新高度保持图片长宽比
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new_height = int(min_width * img.height / img.width)
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# 调整图片大小
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resized_img = img.resize((min_width, new_height), Image.LANCZOS)
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resized_images.append(resized_img)
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# 计算所有调整尺寸后图片的总高度
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total_height = sum(img.height for img in resized_images)
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# 创建一个足够宽和高的新图片对象
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new_im = Image.new('RGB', (min_width, total_height))
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# 竖直拼接图片
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y_offset = 0
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for im in resized_images:
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new_im.paste(im, (0, y_offset))
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@@ -310,10 +282,7 @@ def distribute_images(images, group_sizes=(4, 3, 2)):
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remaining = len(images)
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while remaining > 0:
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# 优先分配最大组(4张图片),再考虑3张,最后处理2张
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for size in sorted(group_sizes, reverse=True):
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# 如果剩下的图片数量大于等于当前组大小,或者为图片总数时(也就是第一次迭代)
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# 开始创建新组
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if remaining >= size or remaining == len(images):
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if remaining > size:
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new_group = images[-remaining: -remaining + size]
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@@ -322,7 +291,6 @@ def distribute_images(images, group_sizes=(4, 3, 2)):
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groups.append(new_group)
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remaining -= size
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break
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# 如果剩下的图片少于最小的组大小(2张)并且已经有组了,就把剩下的图片加到最后一个组
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elif remaining < min(group_sizes) and groups:
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groups[-1].extend(images[-remaining:])
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remaining = 0
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return random.choice([True, False])
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def add_white_border(input_image, border_width=10):
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border_color = 'white'
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img_with_border = ImageOps.expand(input_image, border=border_width, fill=border_color)
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return img_with_border
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elif position == 'bottom-left':
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text_position = (10, height - (text_height + 20))
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elif position == 'bottom-mid':
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text_position = ((width - text_width) // 2, height - (text_height + 20) )
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height = text_position[1]
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maxwidth = max(maxwidth,text_width)
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text_positions.append(text_position)
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def concat_images_vertically_and_scale(images,scale_factor=2):
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widths = [img.width for img in images]
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if not all(width == widths[0] for width in widths):
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raise ValueError('All images must have the same width.')
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total_height = sum(img.height for img in images)
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max_width = max(widths)
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concatenated_image = Image.new('RGB', (max_width, total_height))
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current_height = 0
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for img in images:
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concatenated_image.paste(img, (0, current_height))
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current_height += img.height
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new_height = concatenated_image.height // scale_factor
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new_width = concatenated_image.width // scale_factor
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resized_image = concatenated_image.resize((new_width, new_height), Image.LANCZOS)
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def combine_images_horizontally(images):
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widths, heights = zip(*(i.size for i in images))
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total_width = sum(widths)
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max_height = max(heights)
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new_im = Image.new('RGB', (total_width, max_height))
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x_offset = 0
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for im in images:
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new_im.paste(im, (x_offset, 0))
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def combine_images_vertically_with_resize(images):
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widths, heights = zip(*(i.size for i in images))
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min_width = min(widths)
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resized_images = []
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for img in images:
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new_height = int(min_width * img.height / img.width)
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resized_img = img.resize((min_width, new_height), Image.LANCZOS)
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resized_images.append(resized_img)
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total_height = sum(img.height for img in resized_images)
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new_im = Image.new('RGB', (min_width, total_height))
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y_offset = 0
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for im in resized_images:
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new_im.paste(im, (0, y_offset))
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remaining = len(images)
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while remaining > 0:
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for size in sorted(group_sizes, reverse=True):
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if remaining >= size or remaining == len(images):
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if remaining > size:
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new_group = images[-remaining: -remaining + size]
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groups.append(new_group)
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remaining -= size
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break
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elif remaining < min(group_sizes) and groups:
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groups[-1].extend(images[-remaining:])
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remaining = 0
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