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38ac8fea70e0cae28c65433a63849761
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2023-11-11T17:57:38.860000
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{ "Title": "示例文档标题", "Author": "示例作者", "Subject": "示例主题", "Keywords": "示例, PDF, 元数据", "Creator": "示例创建者软件", "Producer": "PDF生成器", "CreationDate": "D:20230101120000+00'00'", "ModDate": "D:20230301123000+00'00'" }
38ac8fea70e0cae28c65433a63849761
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# Markdown 是什么? Markdown 是一种轻量级的标记语言,可用于在纯文本文档中添加格式化元素。Markdown 由 John Gruber 于 2004 年创建,如今已成为世界上最受欢迎的标记语言之一。 1. 专注于文字内容; 2. 纯文本,易读易写,可以方便地纳入版本控制; 3. 语法简单,没有什么学习成本,能轻松在码字的同时做出美观大方的排版。 使用 Markdown 与使用 Word 类编辑器不同。在 Word 之类的应用程序中,单击按钮以设置单词和短语的格式,并且,更改立即可见。而 Markdown 与此不同,当你创建 Markdown 格式的文件时,可以在文本中添加 Markdown 语法,以指示哪些单词和短语看起来应该有所不同。 例如,要表示标题,只须在短语前面添加一个井号即可(例如,`# Heading One`)。或者要加粗一个短语,只须在短语前后各加两个星号即可(例如,`**this text is bold**`)。可能需要一段时间才能习惯在文本中看到 Markdown 语法,尤其是如果你已习惯了所见即所得的应用程序。以下屏幕截展示了 Markdown 文件在 [Notepad++ 文本编辑器] 中显示的效果。
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2023-11-11T17:57:38.860000
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这是关于图片的一个注释
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20, 81, 245, 42, 31, 202, 31, 93, 175, 252, 193, 255, 0, 9, 254, 171, 255, 0, 61, 162, 255, 0, 192, 49, 255, 0, 199, 41, 63, 225, 96, 106, 191, 243, 218, 47, 252, 3, 31, 252, 114, 138, 40, 250, 149, 15, 229, 15, 174, 215, 254, 97, 191, 240, 176, 181, 79, 249, 235, 23, 254, 1, 143, 254, 57, 73, 255, 0, 11, 15, 85, 255, 0, 158, 177, 127, 224, 24, 255, 0, 227, 148, 81, 71, 212, 168, 127, 40, 125, 118, 191, 243, 9, 255, 0, 11, 19, 85, 255, 0, 158, 177, 127, 224, 24, 255, 0, 227, 148, 127, 194, 196, 213, 127, 231, 172, 95, 248, 6, 63, 248, 229, 20, 81, 245, 42, 31, 202, 31, 93, 175, 252, 194, 127, 194, 197, 213, 127, 231, 172, 95, 248, 6, 63, 248, 229, 31, 240, 177, 117, 95, 249, 235, 23, 254, 1, 143, 254, 57, 69, 20, 125, 74, 135, 242, 143, 235, 181, 255, 0, 152, 63, 225, 99, 106, 191, 243, 214, 47, 252, 3, 31, 252, 114, 155, 255, 0, 11, 27, 84, 255, 0, 158, 145, 127, 224, 24, 255, 0, 227, 148, 81, 71, 212, 168, 127, 40, 125, 118, 191, 243, 7, 252, 44, 141, 83, 254, 122, 69, 255, 0, 128, 99, 255, 0, 142, 82, 31, 136, 218, 153, 24, 50, 69, 255, 0, 128, 99, 255, 0, 142, 81, 69, 31, 82, 161, 252, 161, 245, 218, 255, 0, 204, 31, 240, 178, 117, 79, 249, 233, 23, 254, 1, 143, 254, 57, 71, 252, 44, 157, 83, 254, 122, 69, 255, 0, 128, 99, 255, 0, 142, 81, 69, 79, 212, 232, 127, 40, 254, 185, 95, 249, 131, 254, 22, 78, 169, 255, 0, 61, 34, 255, 0, 192, 49, 255, 0, 199, 41, 63, 225, 101, 106, 159, 243, 210, 47, 252, 3, 31, 252, 114, 138, 40, 250, 157, 15, 229, 31, 215, 43, 255, 0, 48, 127, 194, 202, 213, 63, 231, 164, 95, 248, 6, 63, 248, 229, 31, 240, 178, 181, 79, 249, 233, 23, 254, 1, 143, 254, 57, 69, 20, 125, 78, 135, 242, 135, 215, 43, 255, 0, 48, 127, 194, 202, 213, 63, 231, 164, 95, 248, 6, 63, 248, 229, 40, 248, 145, 170, 159, 249, 107, 23, 254, 1, 143, 254, 57, 69, 20, 125, 78, 135, 242, 135, 215, 43, 255, 0, 48, 241, 241, 27, 85, 63, 242, 214, 47, 252, 3, 31, 252, 114, 151, 254, 22, 22, 170, 127, 229, 180, 95, 248, 6, 63, 248, 229, 20, 81, 245, 58, 31, 202, 31, 92, 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2023-11-11T17:57:38.860000
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{ "Format": "jpg", "Length": "222", "Width": "111" }
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你可以使用文本编辑器为纯文本文件添加 Markdown 格式的元素。或者,你也可以安装针对 macOS、Windows、Linux、iOS 和 Android 操作系统的 Markdown 应用程序。或者还可以使用一些基于 Web 的应用程序用于 Markdown 编写。 依赖于你所使用的应用程序,你可能无法实时预览格式化的文档。但是没关系。根据 Gruber 的说法,Markdown 的语法被设计为可读性强且不显眼,因此即使 Markdown 文件中的文本未经过渲染也易于阅读。 > Markdown 语法的首要设计目标是尽可能易读。基于这个目标,Markdown 格式的文档能够以纯文本形式原样发布,而不会看起来像被填满了标签或格式化指令。
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2023-11-11T17:57:38.860000
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这是MNBVC多模态语料小组的图文通用语料的格式展示。

字段说明:

  1. 文件md5: 这个字段存储文件的MD5哈希值。MD5是一种广泛使用的哈希函数,它产生一个128位(16字节)的哈希值,通常用于确保数据的完整性。在这里,它可以用来唯一标识文件,或者检查文件是否被更改。

  2. 文件id: 文件的唯一标识符。这可以是一个数据库中的主键,或者任何用于唯一标识文件的系统。

  3. 页码: 如果数据源是一个多页文档(如PDF文件),这个字段表示文本或图片所在的具体页码。

  4. 块id: 在文档中,特定块(block)的唯一标识。这可以用于标识文本或图片所在的具体块(block)。块(block)的定义其实主要用以区分“模态”,所以对于文本来说,可以是多段的文本,也可能是单段的,取决于使用者的实际情况。

  5. 文本: 存储文档中的文本内容。这可以是整个文档的文本,或者是特定段落或页面的文本。

  6. 图片: 如果文档中包含图片,这个字段存储图片的数据。

  7. 时间: 记录语料出现的时间(比如2000年的报纸,就填2000年xx月xx日,早于1970年出现的数据均填1970年1月1日00时00分00秒。如果时间完全无法确定,则填数据处理时间)。

  8. 数据类型: 指示存储在该行中的数据类型。目前包括:“文本”、“图片”两类,如有其他类型请联系本文档作者添加枚举字段。

  9. bounding box: 四点坐标(两点坐标请补全到四点),用以支持版面分析等数据。请本文档作者补充数据示例。

  10. 额外信息: 存放各种额外信息,比如 在假如数据类型为图片,则存放的可以是一个json格式文本大字段(text存储,需要解析一下)。

关于图片,我们的保存方法是:

def read_image(image_path):
    # 打开图像文件
    with open(image_path, 'rb') as file:
        image = Image.open(file)
        # 将图像转换为二进制格式
        img_byte_arr = io.BytesIO()
        image.save(img_byte_arr, format=image.format)
        img_byte_arr = img_byte_arr.getvalue()
    return img_byte_arr

这个函数首先以二进制读模式打开指定路径的图像文件。然后,它使用PIL的Image.open方法来加载图像。为了将图像转换为二进制格式,我们创建了一个BytesIO对象,然后使用图像的save方法将其保存到这个内存中的字节流中。最后,使用getvalue方法获取字节流的内容,这将是图像的二进制表示。

在这段代码中,format=image.format确保图像以其原始格式保存。这样做是为了保持图像质量和格式的一致性,不管它最初是JPEG、PNG还是其他格式。

一个读取的方法:

import pandas as pd
from PIL import Image
import io

# 读取Parquet文件
df = pd.read_parquet('train.parquet')

# 遍历DataFrame的行
for index, row in df.iterrows():
    # 处理图像数据
    if row['图片'] is not None:
        image_data = row['图片']
        image = Image.open(io.BytesIO(image_data))
        # 保存图像,文件名可以根据需求自定义
        image.save(f'image_{index}.png')
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