# md_img2base64_project **Repository Path**: jerryang/md_img2base64_project ## Basic Information - **Project Name**: md_img2base64_project - **Description**: 把本地的markdown图片转换为base64 - **Primary Language**: Python - **License**: MIT - **Default Branch**: master - **Homepage**: None - **GVP Project**: No ## Statistics - **Stars**: 0 - **Forks**: 5 - **Created**: 2025-08-17 - **Last Updated**: 2025-08-17 ## Categories & Tags **Categories**: Uncategorized **Tags**: None ## README # readme ## 一、项目简介 ### 问题来源 每次本地写好markdown格式的文档后,想要将它上传到博客网站上,但是本地的图片无法直接复制到网站的博客页面,每个图片需要重新点击上传,然后上传本地文件。其实也可以买一个图床解决,奈何囊中羞涩,并且还是不想将图片保存到别人的服务器。于是,想通过 markdown文档插入base64图片的方法,完成方便地进行博文上传。 ### 目标功能、问题及解决方案 因此,想要实现功能: * 将已有的markdown文本转化为插入了base64图片编码的markdown 要实现上述功能,存在几个问题: * base64编码太长了,不利于博文的观看 * base64编码太长了,导致文本内容极大 以下面两种方法来解决: * 针对base64编码太长了,不利于博文观看的问题。 * 解决方法:将base64的编码都放到博文的末尾,这样就可以不影响博文编写模式下的观看。[reference:base64的高级方法](https://www.jianshu.com/p/280c6a6f2594) * base64编码太长了,导致文本内容极大 * 解决方法: 对图像大小进行压缩, 其相应的base64编码也会压缩(当然,也会牺牲图片的清晰度) 综上所述,**我要实现的是**: **通过一个python程序将 本地的markdown文件及文件关联的本地图片, 生成一个新的只有 base64 编码的markdown文件(观看效果与原文件相同,且完全不依赖原文件).** ## 二、源程序思路简介 ### **思路**: 通过正则表达式搜索源文件中的图片格式,然后替换成base64的格式,base64编码在文件最后追加,并保存为新文件。 ### 代码片段 引入依赖包 ```python from PIL import Image import os import base64 import re ``` 函数: 图片转base64 ```python #将地址为address的图片转为base64字符串 def phtot_base64(address): with open(address,"rb") as photo: pb=base64.b64encode(photo.read()) return str(pb)[2:-1] ``` 函数:获得文件的大小(单位kb) ```python # 获取文件大小:KB def get_size(file): size = os.path.getsize(file) return size / 1024 ``` 函数:压缩图像 ```python def compress_image(infile_path, outfile_path, aim_size, step=10, quality=80): """不改变图片尺寸压缩到指定大小 :param infile: 压缩源文件 :param outfile: 压缩文件保存地址 :param aim_size: 压缩目标,KB :param step: 每次调整的压缩比率 :param quality: 初始压缩比率 :return: 压缩文件地址,压缩文件大小 """ o_size = get_size(infile_path) # 如果当前图片大小小于压缩目标大小 if o_size <= aim_size: im = Image.open(infile_path) im = im.convert('RGB') # 为了存成jpg文件,将图像转成rgb im.save(outfile_path, quality=quality) # 保存压缩后的图像 print("图片已被压缩!") return infile_path # 如果当前图片大小大于压缩目标大小 while o_size > aim_size: im = Image.open(infile_path) im = im.convert('RGB') # 为了存成jpg文件,将图像转成rgb im.save(outfile_path, quality=quality) # 保存压缩后的图像 if quality - step < 0: break quality -= step o_size = get_size(outfile_path) print("图片已被压缩!") return outfile_path ``` ## 三、效果展示及使用说明 文件目录如下: ![image-20210422213420443][Fig1] 我们现在对【test.md】进行格式转化。pic文件夹中有图片如下,且已经被【test.md】引用: ![image-20210422213554616][Fig2] **执行【img_to_base64.py】!!!**,需要输入原始markdown路径,及希望压缩图片到多大。运行及打印结果如下: ``` (base) PS E:\mydoc\done\2021\summer\md_img2base64_project\tests> python .\img_to_base64.py ****************************** 请输入目标markdown文件地址: "E:\mydoc\done\2021\summer\md_img2base64_project\tests\test.md" ****************************** ****************************** 请输入压缩图片允许最大体积(单位:KB): 100 ****************************** ****************************** 图片:【pic/image-20210422132634431.png】被读取! 原始图像base64文本长度为:28816 图片已被压缩! 压缩图像base64文本长度为:28816 ****************************** ****************************** 图片:【pic/image-20210422132812199.png】被读取! 原始图像base64文本长度为:233024 图片已被压缩! 压缩图像base64文本长度为:21488 ****************************** ****************************** 文件图片转换成功! ****************************** 请按任意键继续. . . ``` 之后文件目录编程这样: ![image-20210422214111891][Fig3] 【对比两个markdown文本】: 原文件: ```markdown ![image-20210422132634431](pic/image-20210422132634431.png) 阿斯顿发撒打发 ### 方法士大夫 /撒大大 $\sigma$ ![image-20210422132812199](pic/image-20210422132812199.png) ``` 转换后文件: ```markdown ![image-20210422132634431][Fig1] 阿斯顿发撒打发 ### 方法士大夫 /撒大大 $\sigma$ ![image-20210422132812199][Fig2] **************************************************************************************************** **************************************************************************************************** **************************************************************************************************** [Fig1]:data:image/png;base64,iVBORw0KGgoAAAANSUhE...(省略) [Fig2]:data:image/png;base64,iVBORw0KGgoAAAANSUhE...(省略) ``` 完美解决,从此告别图床服务器! **我还将该程序打包为可执行的exe文件,只要将文件放到markdown文件所在目录即可。** ## 文件夹介绍 | 文件夹名 | 文件夹介绍 | 备注 | | :-----------: | :-------------------------------: | :--: | | build | pyinstaller生成的build文件 | | | dist | pyinstaller生成的distribution文件 | | | md_img2base64 | virtualenv生成的虚拟环境 | | | src | 源代码 | | | tests | 测试时使用的文件 | | | pic | readme文件的图片 | | **************************************************************************************************** **************************************************************************************************** **************************************************************************************************** [Fig1]:data:image/png;base64,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 [Fig2]:data:image/png;base64,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 [Fig3]:data:image/png;base64,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