<rss xmlns:atom="http://www.w3.org/2005/Atom" version="2.0">
    <channel>
        <title>CPython - 标签 - 有价值炮灰</title>
        <link>https://evilpan.com/tags/cpython/</link>
        <description>CPython - 标签 - 有价值炮灰</description>
        <generator>Hugo -- gohugo.io</generator><language>zh-CN</language><managingEditor>i@pppan.net (evilpan)</managingEditor>
            <webMaster>i@pppan.net (evilpan)</webMaster><copyright>This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.</copyright><lastBuildDate>Sun, 11 Oct 2020 12:40:00 &#43;0800</lastBuildDate><atom:link href="https://evilpan.com/tags/cpython/" rel="self" type="application/rss+xml" /><item>
    <title>如何破解一个Python虚拟机壳并拿走12300元ETH</title>
    <link>https://evilpan.com/2020/10/11/protected-python/</link>
    <pubDate>Sun, 11 Oct 2020 12:40:00 &#43;0800</pubDate><author>
        <name>evilpan</name>
    </author><guid>https://evilpan.com/2020/10/11/protected-python/</guid>
    <description><![CDATA[<p>之前在群里看到有人发了一个挑战，号称将 5 ETH 的私钥放在了加密的代码中，只要有人能解密就可以取走，所以我又管不住自己这双手了。</p>
<h1 id="前言" class="headerLink">
    <a href="#%e5%89%8d%e8%a8%80" class="header-mark"></a>前言</h1><p>某天在群里看到一个大佬看到另一个大佬的帖子而发的帖子的截图，如下所示:</p>
<p><img class="tw-inline" loading="lazy" src='/img/2020-10-11-protected-python/3.png'   alt="pediy"  ></p>
<p>不过当我看到的时候已经过去了大概720小时🙂 在查看该以太币交易记录的时候，发现在充值之后十几小时就被提走了，可能是其他大佬也可能是作者自己。虽然没钱可偷，但幸运的是 pyc 的下载地址依然有效，所以我就下载下来研究了一下。</p>
<h1 id="初步分析" class="headerLink">
    <a href="#%e5%88%9d%e6%ad%a5%e5%88%86%e6%9e%90" class="header-mark"></a>初步分析</h1><p>首先在专用的实验虚拟机里运行一下，程序执行没有问题:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">sh</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.show-line-numbers]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

      <button 
        class="
          wrap-code-button
          tw-select-none 
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M16 132h416c8.837 0 16-7.163 16-16V76c0-8.837-7.163-16-16-16H16C7.163 60 0 67.163 0 76v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16z"/></svg></button>
      
      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-39" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl">$ python2 ether_v2.pyc
</span></span><span class="line"><span class="cl">Input UR answer: whatever
</span></span><span class="line"><span class="cl">You are too vegetable please try again!</span></span></code></pre>
</div>
<p>然后看看文件里是否有对应的字符串信息:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">sh</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.show-line-numbers]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

      <button 
        class="
          wrap-code-button
          tw-select-none 
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M16 132h416c8.837 0 16-7.163 16-16V76c0-8.837-7.163-16-16-16H16C7.163 60 0 67.163 0 76v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16z"/></svg></button>
      
      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-40" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl">$ grep vegetable ether_v2.pyc</span></span></code></pre>
</div>
<p>很好，屁都没有，看来字符串也混淆了。</p>
<p>目前市面上有一些开源的 pyc 还原工具，比如:</p>
<ul>
<li><a href="https://github.com/rocky/python-uncompyle6" target="_blank" rel="noopener noreferrer">uncompyle6</a></li>
<li><a href="https://github.com/zrax/pycdc" target="_blank" rel="noopener noreferrer">pycdc</a></li>
<li>&hellip;</li>
</ul>
<p>但是看作者的自信，应该是有信心可以抗住的，事实证明也确实可以。</p>
<h1 id="python-反汇编" class="headerLink">
    <a href="#python-%e5%8f%8d%e6%b1%87%e7%bc%96" class="header-mark"></a>Python 反汇编</h1><p>既然没有现成工具能用，那么我们就需要通过自己的方法来对代码逻辑进行还原。要分析代码逻辑第一步至少要把字节码还原出来，使用 dis 模块可以实现:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">python</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.show-line-numbers]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

      <button 
        class="
          wrap-code-button
          tw-select-none 
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M16 132h416c8.837 0 16-7.163 16-16V76c0-8.837-7.163-16-16-16H16C7.163 60 0 67.163 0 76v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16z"/></svg></button>
      
      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-41" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">dis</span>
</span></span><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">marshal</span>
</span></span><span class="line"><span class="cl"><span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s1">&#39;ether_v2.pyc&#39;</span><span class="p">,</span> <span class="s1">&#39;rb&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">	<span class="n">magic</span> <span class="o">=</span> <span class="n">f</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">	<span class="n">timestamp</span> <span class="o">=</span> <span class="n">f</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">	<span class="n">code</span> <span class="o">=</span> <span class="n">marshal</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">f</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">	<span class="n">dis</span><span class="o">.</span><span class="n">disassemble</span><span class="p">(</span><span class="n">code</span><span class="p">)</span></span></span></code></pre>
</div>
<p><code>.pyc</code>文件本身是字节码的<code>marshal</code>序列化格式，在 Python2.7 中加上 8 字节的 pyc 头信息。一般通过上面的代码即可打印出文件中的字节码信息。当然，这个事情并不一般:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">sh</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.show-line-numbers]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

      <button 
        class="
          wrap-code-button
          tw-select-none 
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M16 132h416c8.837 0 16-7.163 16-16V76c0-8.837-7.163-16-16-16H16C7.163 60 0 67.163 0 76v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16z"/></svg></button>
      
      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-42" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl">$ python2 try1.py
</span></span><span class="line"><span class="cl">Traceback <span class="o">(</span>most recent call last<span class="o">)</span>:
</span></span><span class="line"><span class="cl">  File <span class="s2">&#34;try1.py&#34;</span>, line 9, in &lt;module&gt;
</span></span><span class="line"><span class="cl">    dis.disassemble<span class="o">(</span>code<span class="o">)</span>
</span></span><span class="line"><span class="cl">  File <span class="s2">&#34;/usr/lib/python2.7/dis.py&#34;</span>, line 64, in disassemble
</span></span><span class="line"><span class="cl">    <span class="nv">labels</span> <span class="o">=</span> findlabels<span class="o">(</span>code<span class="o">)</span>
</span></span><span class="line"><span class="cl">  File <span class="s2">&#34;/usr/lib/python2.7/dis.py&#34;</span>, line 166, in findlabels
</span></span><span class="line"><span class="cl">    <span class="nv">oparg</span> <span class="o">=</span> ord<span class="o">(</span>code<span class="o">[</span>i<span class="o">])</span> + ord<span class="o">(</span>code<span class="o">[</span>i+1<span class="o">])</span>*256
</span></span><span class="line"><span class="cl">IndexError: string index out of range</span></span></code></pre>
</div>
<p>在 dis 模块中直接异常退出了，有点意思。查看 dis 的源码，查看出错的部分，发现在 <code>co.co_code</code>、 <code>co.co_names</code>、 <code>co.co_consts</code>等多个地方都出现了下标溢出的<code>IndexError</code>。不管是什么原因，我们先把这些地方 patch 掉:</p>
<p><img class="tw-inline" loading="lazy" src='/img/2020-10-11-protected-python/2.png'   alt="patch"  ></p>
<p>这回就能看到输出的 Python 字节码了，如下:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">sh</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.show-line-numbers]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

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        class="
          wrap-code-button
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        title="Toggle code wrap"><svg class="icon"
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      <button 
        class="
          copy-code-button
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          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
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        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
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      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-43" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl">$ ./dec.py --pyc ether_v2.pyc
</span></span><span class="line"><span class="cl">  <span class="m">3</span>           <span class="m">0</span> JUMP_ABSOLUTE         <span class="m">2764</span>
</span></span><span class="line"><span class="cl">              <span class="m">3</span> LOAD_CONST           <span class="m">65535</span> <span class="o">(</span>consts<span class="o">[</span>65535<span class="o">])</span>
</span></span><span class="line"><span class="cl">              <span class="m">6</span> &lt;218&gt;                <span class="m">50673</span>
</span></span><span class="line"><span class="cl">              <span class="m">9</span> SET_ADD              <span class="m">18016</span>
</span></span><span class="line"><span class="cl">             <span class="m">12</span> IMPORT_NAME           <span class="m">8316</span> <span class="o">(</span>names<span class="o">[</span>8316<span class="o">])</span>
</span></span><span class="line"><span class="cl">             <span class="m">15</span> STOP_CODE           
</span></span><span class="line"><span class="cl">             <span class="m">16</span> LOAD_CONST              <span class="m">33</span> <span class="o">(</span>8<span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">19</span> COMPARE_OP               <span class="m">2</span> <span class="o">(</span><span class="s1">&#39;==&#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">22</span> POP_JUMP_IF_FALSE       <span class="m">99</span>
</span></span><span class="line"><span class="cl">             <span class="m">25</span> LOAD_FAST               <span class="m">28</span> <span class="o">(</span><span class="s1">&#39;/ * &amp;&amp; &#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">28</span> LOAD_ATTR               <span class="m">45</span> <span class="o">(</span><span class="s1">&#39;append&#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">31</span> LOAD_FAST                <span class="m">9</span> <span class="o">(</span><span class="s1">&#39;with ^ raise &#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">34</span> LOAD_FAST               <span class="m">44</span> <span class="o">(</span><span class="s1">&#39;with as  - 6 lambda &#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">37</span> COMPARE_OP               <span class="m">8</span> <span class="o">(</span><span class="s1">&#39;is&#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">40</span> CALL_FUNCTION            <span class="m">1</span>
</span></span><span class="line"><span class="cl">             <span class="m">43</span> POP_TOP             
</span></span><span class="line"><span class="cl">             <span class="m">44</span> JUMP_FORWARD          <span class="m">8559</span> <span class="o">(</span>to 8606<span class="o">)</span>
</span></span><span class="line"><span class="cl">...</span></span></code></pre>
</div>
<p>不过这些字节码的逻辑看起来很奇怪，看不出哪里奇怪不要紧，我们先来看看正常的 Python 字节码。</p>
<h1 id="python-bytecode-101" class="headerLink">
    <a href="#python-bytecode-101" class="header-mark"></a>Python ByteCode 101</h1><p>Python 是一种解释型语言，而 Python 字节码是一种平台无关的中间代码，由 Python 虚拟机动态(PVM)解释执行，这也是 Python 程序可以跨平台的原因。</p>
<h2 id="示例" class="headerLink">
    <a href="#%e7%a4%ba%e4%be%8b" class="header-mark"></a>示例</h2><p>看一个简单的例子<code>test.py</code>:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
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    tw-flex-1 
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      class="
        code-block-button
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        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
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          <p class="tw-select-none !tw-my-1">python</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.show-line-numbers]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

      <button 
        class="
          wrap-code-button
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          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
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      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
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      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-44" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl"><span class="ch">#!/usr/bin/env python2</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
</span></span><span class="line"><span class="cl">    <span class="k">return</span> <span class="n">a</span> <span class="o">-</span> <span class="n">b</span> <span class="o">+</span> <span class="mi">42</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="k">def</span> <span class="nf">main</span><span class="p">():</span>
</span></span><span class="line"><span class="cl">    <span class="n">b</span> <span class="o">=</span> <span class="n">add</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">    <span class="n">c</span> <span class="o">=</span> <span class="n">add</span><span class="p">(</span><span class="n">b</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">    <span class="n">result</span> <span class="o">=</span> <span class="s1">&#39;evilpan: &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">c</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">    <span class="nb">print</span> <span class="n">result</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">    <span class="n">main</span><span class="p">()</span></span></span></code></pre>
</div>
<p>使用上面的反汇编程序打印出字节码如下:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
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  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-45" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl">$ ./dec.py --pyc test.pyc
</span></span><span class="line"><span class="cl">  <span class="m">3</span>           <span class="m">0</span> LOAD_CONST               <span class="m">0</span> <span class="o">(</span>&lt;code object add at 0x7f02ee26f5b0, file <span class="s2">&#34;test.py&#34;</span>, line 3&gt;<span class="o">)</span>
</span></span><span class="line"><span class="cl">              <span class="m">3</span> MAKE_FUNCTION            <span class="m">0</span>
</span></span><span class="line"><span class="cl">              <span class="m">6</span> STORE_NAME               <span class="m">0</span> <span class="o">(</span><span class="s1">&#39;add&#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl">  <span class="m">6</span>           <span class="m">9</span> LOAD_CONST               <span class="m">1</span> <span class="o">(</span>&lt;code object main at 0x7f02ee26ff30, file <span class="s2">&#34;test.py&#34;</span>, line 6&gt;<span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">12</span> MAKE_FUNCTION            <span class="m">0</span>
</span></span><span class="line"><span class="cl">             <span class="m">15</span> STORE_NAME               <span class="m">1</span> <span class="o">(</span><span class="s1">&#39;main&#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"> <span class="m">12</span>          <span class="m">18</span> LOAD_NAME                <span class="m">2</span> <span class="o">(</span><span class="s1">&#39;__name__&#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">21</span> LOAD_CONST               <span class="m">2</span> <span class="o">(</span><span class="s1">&#39;__main__&#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">24</span> COMPARE_OP               <span class="m">2</span> <span class="o">(</span><span class="s1">&#39;==&#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">27</span> POP_JUMP_IF_FALSE       <span class="m">40</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"> <span class="m">13</span>          <span class="m">30</span> LOAD_NAME                <span class="m">1</span> <span class="o">(</span><span class="s1">&#39;main&#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">33</span> CALL_FUNCTION            <span class="m">0</span>
</span></span><span class="line"><span class="cl">             <span class="m">36</span> POP_TOP
</span></span><span class="line"><span class="cl">             <span class="m">37</span> JUMP_FORWARD             <span class="m">0</span> <span class="o">(</span>to 40<span class="o">)</span>
</span></span><span class="line"><span class="cl">        &gt;&gt;   <span class="m">40</span> LOAD_CONST               <span class="m">3</span> <span class="o">(</span>None<span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">43</span> RETURN_VALUE</span></span></code></pre>
</div>
<p>能看懂英文的话，理解上面的代码应该也没有太大问题，不过值得注意的是有两个 <code>LOAD_CONST</code> 指令的参数本身也是代码，即<code>dis.disassemble</code>函数的参数，所以我们可以对其也进行反汇编:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
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          <p class="tw-select-none !tw-my-1">python</p>
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    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

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        aria-hidden="true"><svg class="icon"
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  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-46" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl"><span class="n">dis</span><span class="o">.</span><span class="n">disassemble</span><span class="p">(</span><span class="n">code</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="c1"># ...</span>
</span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="s2">&#34;=== 0 ===&#34;</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="n">dis</span><span class="o">.</span><span class="n">disassemble</span><span class="p">(</span><span class="n">code</span><span class="o">.</span><span class="n">co_consts</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
</span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="s2">&#34;=== 1 ===&#34;</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="n">dis</span><span class="o">.</span><span class="n">disassemble</span><span class="p">(</span><span class="n">code</span><span class="o">.</span><span class="n">co_consts</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span></span></span></code></pre>
</div>
<p>结果如下:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
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        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
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          <p class="tw-select-none !tw-my-1">sh</p>
      </button>

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        class="
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  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-47" 
    class="
      chroma 
      !tw-block 
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      "><span class="line"><span class="cl"><span class="o">===</span> <span class="nv">0</span> <span class="o">===</span>
</span></span><span class="line"><span class="cl">  <span class="m">4</span>           <span class="m">0</span> LOAD_FAST                <span class="m">0</span> <span class="o">(</span><span class="s1">&#39;a&#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">              <span class="m">3</span> LOAD_FAST                <span class="m">1</span> <span class="o">(</span><span class="s1">&#39;b&#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">              <span class="m">6</span> BINARY_SUBTRACT
</span></span><span class="line"><span class="cl">              <span class="m">7</span> LOAD_CONST               <span class="m">1</span> <span class="o">(</span>42<span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">10</span> BINARY_ADD
</span></span><span class="line"><span class="cl">             <span class="m">11</span> <span class="nv">RETURN_VALUE</span>
</span></span><span class="line"><span class="cl"><span class="o">===</span> <span class="nv">1</span> <span class="o">===</span>
</span></span><span class="line"><span class="cl">  <span class="m">7</span>           <span class="m">0</span> LOAD_GLOBAL              <span class="m">0</span> <span class="o">(</span><span class="s1">&#39;add&#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">              <span class="m">3</span> LOAD_CONST               <span class="m">1</span> <span class="o">(</span>3<span class="o">)</span>
</span></span><span class="line"><span class="cl">              <span class="m">6</span> LOAD_CONST               <span class="m">2</span> <span class="o">(</span>4<span class="o">)</span>
</span></span><span class="line"><span class="cl">              <span class="m">9</span> CALL_FUNCTION            <span class="m">2</span>
</span></span><span class="line"><span class="cl">             <span class="m">12</span> STORE_FAST               <span class="m">0</span> <span class="o">(</span><span class="s1">&#39;b&#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl">  <span class="m">8</span>          <span class="m">15</span> LOAD_GLOBAL              <span class="m">0</span> <span class="o">(</span><span class="s1">&#39;add&#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">18</span> LOAD_FAST                <span class="m">0</span> <span class="o">(</span><span class="s1">&#39;b&#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">21</span> LOAD_CONST               <span class="m">3</span> <span class="o">(</span>5<span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">24</span> CALL_FUNCTION            <span class="m">2</span>
</span></span><span class="line"><span class="cl">             <span class="m">27</span> STORE_FAST               <span class="m">1</span> <span class="o">(</span><span class="s1">&#39;c&#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl">  <span class="m">9</span>          <span class="m">30</span> LOAD_CONST               <span class="m">4</span> <span class="o">(</span><span class="s1">&#39;evilpan: &#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">33</span> LOAD_GLOBAL              <span class="m">1</span> <span class="o">(</span><span class="s1">&#39;str&#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">36</span> LOAD_FAST                <span class="m">1</span> <span class="o">(</span><span class="s1">&#39;c&#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">39</span> CALL_FUNCTION            <span class="m">1</span>
</span></span><span class="line"><span class="cl">             <span class="m">42</span> BINARY_ADD
</span></span><span class="line"><span class="cl">             <span class="m">43</span> STORE_FAST               <span class="m">2</span> <span class="o">(</span><span class="s1">&#39;result&#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"> <span class="m">10</span>          <span class="m">46</span> LOAD_FAST                <span class="m">2</span> <span class="o">(</span><span class="s1">&#39;result&#39;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">49</span> PRINT_ITEM
</span></span><span class="line"><span class="cl">             <span class="m">50</span> PRINT_NEWLINE
</span></span><span class="line"><span class="cl">             <span class="m">51</span> LOAD_CONST               <span class="m">0</span> <span class="o">(</span>None<span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">54</span> RETURN_VALUE</span></span></code></pre>
</div>
<h2 id="基本概念" class="headerLink">
    <a href="#%e5%9f%ba%e6%9c%ac%e6%a6%82%e5%bf%b5" class="header-mark"></a>基本概念</h2><p>上述打印的是 Python 字节码的伪代码，存储时还是二进制格式，这个在下一节说。上面的伪代码虽然大致能猜出意思， 但这并不是严谨的方法。实际上 Python 字节码在<a href="https://docs.python.org/2.7/library/dis.html" target="_blank" rel="noopener noreferrer">官方文档</a>有比较详细的介绍，包括每个指令的含义以及参数。</p>
<blockquote>
  <p>注意: 字节码的实现和具体Python版本有关</p>
</blockquote><p>对于常年进行二进制逆向的人而言，可以把 Python 字节码看做是一种特殊的指令集。对于一种指令集，我们实际上需要关心的是指令结构和调用约定。Python 虚拟机 PVM 是一种基于栈的虚拟机，参数也主要通过栈来进行传递，不过与传统 x86 的参数传递顺序相反，是从左到右进行传递的。</p>
<p>每条字节码由两部分组成:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
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    tw-flex 
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        class="
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        class="
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      <button 
        class="
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          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
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        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
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          tw-mx-2 
          tw-block 
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        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-48" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><pre tabindex="0"><code>opcode + oparg</code></pre></code></pre>
</div>
<p>其中<code>opcde</code>占1字节，即PVM支持最多256个类型的指令；</p>
<p><code>oparg</code>占的空间和<code>opcode</code>有关，如果<code>opcode</code>带参数，即<code>opcode &gt; dis.HAVE_ARGUMENT</code>，则<code>oparg</code>占<strong>2个字节</strong>；通常<code>oparg</code>表示在对应属性中的索引，比如<code>LOAD_CONST</code>指令的<code>oparg</code>就表示参数在<code>co_consts</code>数组中的索引。</p>
<blockquote>
  <p>在Python3中oparg占1个字节，所以再次提醒: 字节码的解析和具体Python版本有关</p>
</blockquote><p>数组元素的数量是可变的，2字节最多只能表示65536个元素，要是超过这个值怎么办？答案就是 <code>EXTENDED_ARG</code>。这是个特殊的<code>opcode</code>，值为<code>dis.EXTENDED_ARG</code>，遇到这个 opcode 则表示下一条指令的参数值 <code>next_oparg</code> 值需要进行拓展:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
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    tw-flex 
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      aria-hidden="true">
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          <p class="tw-select-none !tw-my-1">python</p>
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        class="
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      <button 
        class="
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          group-[.is-open]:tw-hidden 
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        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-49" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl"><span class="n">extented_arg</span> <span class="o">=</span> <span class="n">oparg</span> <span class="o">*</span> <span class="mi">65536</span>
</span></span><span class="line"><span class="cl"><span class="n">next_oparg</span> <span class="o">=</span> <span class="n">next_oparg</span> <span class="o">+</span> <span class="n">extended_arg</span></span></span></code></pre>
</div>
<p>当然<code>EXTENDED_ARG</code>是可以级联的，从而支持任意大小的参数值。</p>
<h2 id="codetype" class="headerLink">
    <a href="#codetype" class="header-mark"></a>CodeType</h2><p>要查看某个 Python 函数的字节码，比如:</p>
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      class="
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      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
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    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-50" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl"><span class="k">def</span> <span class="nf">func</span><span class="p">(</span><span class="n">a</span><span class="p">):</span>
</span></span><span class="line"><span class="cl">  <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="mi">42</span></span></span></code></pre>
</div>
<p>可以通过<code>func.__code__</code>获取。或者直接编译:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
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    <button 
      class="
        code-block-button
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        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
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          <p class="tw-select-none !tw-my-1">python</p>
      </button>

   <div class="tw-flex">
      <button 
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        title="Copy code">
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    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
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  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-51" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
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      "><span class="line"><span class="cl"><span class="n">c</span> <span class="o">=</span> <span class="s2">&#34;a = 3; b = 4; c = a + b&#34;</span>
</span></span><span class="line"><span class="cl"><span class="n">co</span> <span class="o">=</span> <span class="nb">compile</span><span class="p">(</span><span class="n">c</span><span class="p">,</span> <span class="s2">&#34;&#34;</span><span class="p">,</span> <span class="s2">&#34;exec&#34;</span><span class="p">)</span></span></span></code></pre>
</div>
<p><code>func.__code__</code>和<code>co</code>都是下面的 CodeType 类型:</p>
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    tw-flex 
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      aria-hidden="true">
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          <p class="tw-select-none !tw-my-1">python</p>
      </button>

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      <button 
        class="
          copy-code-button
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          hover:tw-text-fgColor-link 
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    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-52" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl"><span class="k">class</span> <span class="nc">CodeType</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">    <span class="n">co_argcount</span><span class="p">:</span> <span class="nb">int</span>
</span></span><span class="line"><span class="cl">    <span class="n">co_cellvars</span><span class="p">:</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">]</span>
</span></span><span class="line"><span class="cl">    <span class="n">co_code</span><span class="p">:</span> <span class="nb">str</span>
</span></span><span class="line"><span class="cl">    <span class="n">co_consts</span><span class="p">:</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">Any</span><span class="p">,</span> <span class="o">...</span><span class="p">]</span>
</span></span><span class="line"><span class="cl">    <span class="n">co_filename</span><span class="p">:</span> <span class="nb">str</span>
</span></span><span class="line"><span class="cl">    <span class="n">co_firstlineno</span><span class="p">:</span> <span class="nb">int</span>
</span></span><span class="line"><span class="cl">    <span class="n">co_flags</span><span class="p">:</span> <span class="nb">int</span>
</span></span><span class="line"><span class="cl">    <span class="n">co_freevars</span><span class="p">:</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">]</span>
</span></span><span class="line"><span class="cl">    <span class="n">co_lnotab</span><span class="p">:</span> <span class="nb">str</span>
</span></span><span class="line"><span class="cl">    <span class="n">co_name</span><span class="p">:</span> <span class="nb">str</span>
</span></span><span class="line"><span class="cl">    <span class="n">co_names</span><span class="p">:</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">]</span>
</span></span><span class="line"><span class="cl">    <span class="n">co_nlocals</span><span class="p">:</span> <span class="nb">int</span>
</span></span><span class="line"><span class="cl">    <span class="n">co_stacksize</span><span class="p">:</span> <span class="nb">int</span>
</span></span><span class="line"><span class="cl">    <span class="n">co_varnames</span><span class="p">:</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">]</span></span></span></code></pre>
</div>
<p>前面介绍的字节码，就是<code>co_code</code>中的内容。而字节码中的参数<code>oparg</code>则是在对应数组(Tuple)中的位置。了解 PVM 翻译字节码过程最好的方法就是参考 dis 模块中的反汇编函数:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
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    ">      
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      class="
        code-block-button
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        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
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          <p class="tw-select-none !tw-my-1">python</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
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  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-53" 
    class="
      chroma 
      !tw-block 
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      "><span class="line"><span class="cl"><span class="k">def</span> <span class="nf">disassemble</span><span class="p">(</span><span class="n">co</span><span class="p">,</span> <span class="n">lasti</span><span class="o">=-</span><span class="mi">1</span><span class="p">):</span>
</span></span><span class="line"><span class="cl">    <span class="s2">&#34;&#34;&#34;Disassemble a code object.&#34;&#34;&#34;</span>
</span></span><span class="line"><span class="cl">    <span class="n">code</span> <span class="o">=</span> <span class="n">co</span><span class="o">.</span><span class="n">co_code</span>
</span></span><span class="line"><span class="cl">    <span class="n">labels</span> <span class="o">=</span> <span class="n">findlabels</span><span class="p">(</span><span class="n">code</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">    <span class="n">linestarts</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">findlinestarts</span><span class="p">(</span><span class="n">co</span><span class="p">))</span>
</span></span><span class="line"><span class="cl">    <span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">code</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">    <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span>
</span></span><span class="line"><span class="cl">    <span class="n">extended_arg</span> <span class="o">=</span> <span class="mi">0</span>
</span></span><span class="line"><span class="cl">    <span class="n">free</span> <span class="o">=</span> <span class="kc">None</span>
</span></span><span class="line"><span class="cl">    <span class="k">while</span> <span class="n">i</span> <span class="o">&lt;</span> <span class="n">n</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">        <span class="n">c</span> <span class="o">=</span> <span class="n">code</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
</span></span><span class="line"><span class="cl">        <span class="n">op</span> <span class="o">=</span> <span class="nb">ord</span><span class="p">(</span><span class="n">c</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">        <span class="k">if</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">linestarts</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">            <span class="k">if</span> <span class="n">i</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">                <span class="nb">print</span>
</span></span><span class="line"><span class="cl">            <span class="nb">print</span> <span class="s2">&#34;</span><span class="si">%3d</span><span class="s2">&#34;</span> <span class="o">%</span> <span class="n">linestarts</span><span class="p">[</span><span class="n">i</span><span class="p">],</span>
</span></span><span class="line"><span class="cl">        <span class="k">else</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">            <span class="nb">print</span> <span class="s1">&#39;   &#39;</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl">        <span class="k">if</span> <span class="n">i</span> <span class="o">==</span> <span class="n">lasti</span><span class="p">:</span> <span class="nb">print</span> <span class="s1">&#39;--&gt;&#39;</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">        <span class="k">else</span><span class="p">:</span> <span class="nb">print</span> <span class="s1">&#39;   &#39;</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">        <span class="k">if</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">labels</span><span class="p">:</span> <span class="nb">print</span> <span class="s1">&#39;&gt;&gt;&#39;</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">        <span class="k">else</span><span class="p">:</span> <span class="nb">print</span> <span class="s1">&#39;  &#39;</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">        <span class="nb">print</span> <span class="nb">repr</span><span class="p">(</span><span class="n">i</span><span class="p">)</span><span class="o">.</span><span class="n">rjust</span><span class="p">(</span><span class="mi">4</span><span class="p">),</span>
</span></span><span class="line"><span class="cl">        <span class="nb">print</span> <span class="n">opname</span><span class="p">[</span><span class="n">op</span><span class="p">]</span><span class="o">.</span><span class="n">ljust</span><span class="p">(</span><span class="mi">20</span><span class="p">),</span>
</span></span><span class="line"><span class="cl">        <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">+</span><span class="mi">1</span>
</span></span><span class="line"><span class="cl">        <span class="k">if</span> <span class="n">op</span> <span class="o">&gt;=</span> <span class="n">HAVE_ARGUMENT</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">            <span class="n">oparg</span> <span class="o">=</span> <span class="nb">ord</span><span class="p">(</span><span class="n">code</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">+</span> <span class="nb">ord</span><span class="p">(</span><span class="n">code</span><span class="p">[</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">])</span><span class="o">*</span><span class="mi">256</span> <span class="o">+</span> <span class="n">extended_arg</span>
</span></span><span class="line"><span class="cl">            <span class="n">extended_arg</span> <span class="o">=</span> <span class="mi">0</span>
</span></span><span class="line"><span class="cl">            <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">+</span><span class="mi">2</span>
</span></span><span class="line"><span class="cl">            <span class="k">if</span> <span class="n">op</span> <span class="o">==</span> <span class="n">EXTENDED_ARG</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">                <span class="n">extended_arg</span> <span class="o">=</span> <span class="n">oparg</span><span class="o">*</span><span class="mi">65536</span><span class="n">L</span>
</span></span><span class="line"><span class="cl">            <span class="nb">print</span> <span class="nb">repr</span><span class="p">(</span><span class="n">oparg</span><span class="p">)</span><span class="o">.</span><span class="n">rjust</span><span class="p">(</span><span class="mi">5</span><span class="p">),</span>
</span></span><span class="line"><span class="cl">            <span class="k">if</span> <span class="n">op</span> <span class="ow">in</span> <span class="n">hasconst</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">                <span class="nb">print</span> <span class="s1">&#39;(&#39;</span> <span class="o">+</span> <span class="nb">repr</span><span class="p">(</span><span class="n">co</span><span class="o">.</span><span class="n">co_consts</span><span class="p">[</span><span class="n">oparg</span><span class="p">])</span> <span class="o">+</span> <span class="s1">&#39;)&#39;</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">            <span class="k">elif</span> <span class="n">op</span> <span class="ow">in</span> <span class="n">hasname</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">                <span class="nb">print</span> <span class="s1">&#39;(&#39;</span> <span class="o">+</span> <span class="n">co</span><span class="o">.</span><span class="n">co_names</span><span class="p">[</span><span class="n">oparg</span><span class="p">]</span> <span class="o">+</span> <span class="s1">&#39;)&#39;</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">            <span class="k">elif</span> <span class="n">op</span> <span class="ow">in</span> <span class="n">hasjrel</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">                <span class="nb">print</span> <span class="s1">&#39;(to &#39;</span> <span class="o">+</span> <span class="nb">repr</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="n">oparg</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;)&#39;</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">            <span class="k">elif</span> <span class="n">op</span> <span class="ow">in</span> <span class="n">haslocal</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">                <span class="nb">print</span> <span class="s1">&#39;(&#39;</span> <span class="o">+</span> <span class="n">co</span><span class="o">.</span><span class="n">co_varnames</span><span class="p">[</span><span class="n">oparg</span><span class="p">]</span> <span class="o">+</span> <span class="s1">&#39;)&#39;</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">            <span class="k">elif</span> <span class="n">op</span> <span class="ow">in</span> <span class="n">hascompare</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">                <span class="nb">print</span> <span class="s1">&#39;(&#39;</span> <span class="o">+</span> <span class="n">cmp_op</span><span class="p">[</span><span class="n">oparg</span><span class="p">]</span> <span class="o">+</span> <span class="s1">&#39;)&#39;</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">            <span class="k">elif</span> <span class="n">op</span> <span class="ow">in</span> <span class="n">hasfree</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">                <span class="k">if</span> <span class="n">free</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">                    <span class="n">free</span> <span class="o">=</span> <span class="n">co</span><span class="o">.</span><span class="n">co_cellvars</span> <span class="o">+</span> <span class="n">co</span><span class="o">.</span><span class="n">co_freevars</span>
</span></span><span class="line"><span class="cl">                <span class="nb">print</span> <span class="s1">&#39;(&#39;</span> <span class="o">+</span> <span class="n">free</span><span class="p">[</span><span class="n">oparg</span><span class="p">]</span> <span class="o">+</span> <span class="s1">&#39;)&#39;</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">        <span class="nb">print</span></span></span></code></pre>
</div>
<p>其中<code>hasconst</code>、<code>hashname</code>都是定义在<code>opcode</code>模块中的数组，包含对应字节码指令的参数类型，比如<code>LOAD_CONST</code>指令就包含在<code>hasconst</code>数组中，这只是一种方便的写法。</p>
<h1 id="加固与脱壳" class="headerLink">
    <a href="#%e5%8a%a0%e5%9b%ba%e4%b8%8e%e8%84%b1%e5%a3%b3" class="header-mark"></a>加固与脱壳</h1><p>通过字节码基本上能还原出原始代码的逻辑，即还原出可阅读的反汇编代码；如果要更进一步，反编译出原始的 Python 代码也是可以的，因为 CodeType 对象中已经有了足够多的信息。</p>
<p>因此，出于保护的目的，就有了针对 python 代码的安全加固的需求，一般而言 python 代码加固有以下几种:</p>
<ul>
<li>源码混淆，比如替换混淆变量名，例如 JavaScript 的 <strong>uglify</strong> 和 Java 的 <strong>Proguard</strong>，目的是让代码变得不可读；</li>
<li>字节码混淆，在不提供源代码的前提下，针对特定版本的 Python 对字节码做了额外的执行流混淆和代码数据加密，并在运行时解密，不影响最终程序在标准 Python 解释器中的运行结果；</li>
<li>魔改解释器，使用了定制的 Python 解释器，对 opcode 等字节码的属性进行了替换和修改，与混淆后的字节码文件一并提供，并且无法在标准解释器中运行；</li>
<li>其他的组合技……</li>
</ul>
<p>对于我们的目标而言，显然是第二种加固方法，因为输出的 pyc 文件可以在标准的 Python2.7 解释器中运行。查看直接反汇编的字节码，可以明显看出对抗的痕迹:</p>
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    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

      <button 
        class="
          wrap-code-button
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          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
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      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
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    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
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      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
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    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-54" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl">  <span class="mi">3</span>           <span class="mi">0</span> <span class="n">JUMP_ABSOLUTE</span>         <span class="mi">2764</span>
</span></span><span class="line"><span class="cl">              <span class="mi">3</span> <span class="n">LOAD_CONST</span>           <span class="mi">65535</span> <span class="p">(</span><span class="n">consts</span><span class="p">[</span><span class="mi">65535</span><span class="p">])</span>
</span></span><span class="line"><span class="cl">              <span class="mi">6</span> <span class="o">&lt;</span><span class="mi">218</span><span class="o">&gt;</span>                <span class="mi">50673</span>
</span></span><span class="line"><span class="cl">              <span class="mi">9</span> <span class="n">SET_ADD</span>              <span class="mi">18016</span></span></span></code></pre>
</div>
<p>内部使用了许多跳转指令，并在期间插入各种无效指令，这也是标准的反编译模块会崩溃退出的原因之一。既然无法使用静态分析，那么动态调试就是一个直观的方案，因为 Python 作为一个解释执行的语言，所有字节码最终都是需要通过 PVM 虚拟机去解释的。</p>
<h2 id="cpython" class="headerLink">
    <a href="#cpython" class="header-mark"></a>CPython</h2><p>为了分析 Python 如何解释执行字节码，我下载了默认的解释器 <a href="https://github.com/python/cpython" target="_blank" rel="noopener noreferrer">CPython</a> 源码进行分析。首先从 <code>PyEval_EvalCode</code> 函数为入口找起:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
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    ">      
    <button 
      class="
        code-block-button
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        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
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          <p class="tw-select-none !tw-my-1">c</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
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          tw-hidden 
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          group-[.show-line-numbers]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

      <button 
        class="
          wrap-code-button
          tw-select-none 
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M16 132h416c8.837 0 16-7.163 16-16V76c0-8.837-7.163-16-16-16H16C7.163 60 0 67.163 0 76v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16z"/></svg></button>
      
      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-55" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl"><span class="n">PyObject</span> <span class="o">*</span>
</span></span><span class="line"><span class="cl"><span class="nf">PyEval_EvalCode</span><span class="p">(</span><span class="n">PyObject</span> <span class="o">*</span><span class="n">co</span><span class="p">,</span> <span class="n">PyObject</span> <span class="o">*</span><span class="n">globals</span><span class="p">,</span> <span class="n">PyObject</span> <span class="o">*</span><span class="n">locals</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="p">{</span>
</span></span><span class="line"><span class="cl">    <span class="k">return</span> <span class="nf">PyEval_EvalCodeEx</span><span class="p">(</span><span class="n">co</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">                      <span class="n">globals</span><span class="p">,</span> <span class="n">locals</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">                      <span class="p">(</span><span class="n">PyObject</span> <span class="o">**</span><span class="p">)</span><span class="nb">NULL</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">                      <span class="p">(</span><span class="n">PyObject</span> <span class="o">**</span><span class="p">)</span><span class="nb">NULL</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">                      <span class="p">(</span><span class="n">PyObject</span> <span class="o">**</span><span class="p">)</span><span class="nb">NULL</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">                      <span class="nb">NULL</span><span class="p">,</span> <span class="nb">NULL</span><span class="p">);</span>
</span></span><span class="line"><span class="cl"><span class="p">}</span></span></span></code></pre>
</div>
<p>经过漫长的调用链:</p>
<ul>
<li>PyEval_EvalCode</li>
<li>PyEval_EvalCodeEx</li>
<li>_PyEval_EvalCodeWithName</li>
<li>_PyEval_EvalCode</li>
<li>_PyEval_EvalFrame</li>
<li><code>tstate-&gt;interp-&gt;eval_frame</code></li>
<li>_PyEval_EvalFrameDefault</li>
</ul>
<p>最终来到执行的函数<code>_PyEval_EvalFrameDefault</code>，该函数大约有 <strong>3000</strong> 行 C 代码，并且其中大量使用了宏来加速运算。前面说过 Python 字节码是基于栈的，这里的 Frame 就是指代某个栈帧，也就是当前执行流的上下文。栈帧中包括字节码、全局变量、本地变量等信息，如下所示:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">c</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
          tw-mx-2 
          tw-hidden 
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          group-[.show-line-numbers]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
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        class="
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        class="
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          hover:tw-text-fgColor-link 
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        title="Copy code">
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  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-56" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl"><span class="k">struct</span> <span class="n">_frame</span> <span class="p">{</span>
</span></span><span class="line"><span class="cl">    <span class="n">PyObject_VAR_HEAD</span>
</span></span><span class="line"><span class="cl">    <span class="k">struct</span> <span class="n">_frame</span> <span class="o">*</span><span class="n">f_back</span><span class="p">;</span>      <span class="cm">/* previous frame, or NULL */</span>
</span></span><span class="line"><span class="cl">    <span class="n">PyCodeObject</span> <span class="o">*</span><span class="n">f_code</span><span class="p">;</span>       <span class="cm">/* code segment */</span>
</span></span><span class="line"><span class="cl">    <span class="n">PyObject</span> <span class="o">*</span><span class="n">f_builtins</span><span class="p">;</span>       <span class="cm">/* builtin symbol table (PyDictObject) */</span>
</span></span><span class="line"><span class="cl">    <span class="n">PyObject</span> <span class="o">*</span><span class="n">f_globals</span><span class="p">;</span>        <span class="cm">/* global symbol table (PyDictObject) */</span>
</span></span><span class="line"><span class="cl">    <span class="n">PyObject</span> <span class="o">*</span><span class="n">f_locals</span><span class="p">;</span>         <span class="cm">/* local symbol table (any mapping) */</span>
</span></span><span class="line"><span class="cl">    <span class="n">PyObject</span> <span class="o">**</span><span class="n">f_valuestack</span><span class="p">;</span>    <span class="cm">/* points after the last local */</span>
</span></span><span class="line"><span class="cl">    <span class="n">PyObject</span> <span class="o">*</span><span class="n">f_trace</span><span class="p">;</span>          <span class="cm">/* Trace function */</span>
</span></span><span class="line"><span class="cl">    <span class="kt">int</span> <span class="n">f_stackdepth</span><span class="p">;</span>           <span class="cm">/* Depth of value stack */</span>
</span></span><span class="line"><span class="cl">    <span class="kt">char</span> <span class="n">f_trace_lines</span><span class="p">;</span>         <span class="cm">/* Emit per-line trace events? */</span>
</span></span><span class="line"><span class="cl">    <span class="kt">char</span> <span class="n">f_trace_opcodes</span><span class="p">;</span>       <span class="cm">/* Emit per-opcode trace events? */</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl">    <span class="cm">/* Borrowed reference to a generator, or NULL */</span>
</span></span><span class="line"><span class="cl">    <span class="n">PyObject</span> <span class="o">*</span><span class="n">f_gen</span><span class="p">;</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl">    <span class="kt">int</span> <span class="n">f_lasti</span><span class="p">;</span>                <span class="cm">/* Last instruction if called */</span>
</span></span><span class="line"><span class="cl">    <span class="cm">/* Call PyFrame_GetLineNumber() instead of reading this field
</span></span></span><span class="line"><span class="cl"><span class="cm">       directly.  As of 2.3 f_lineno is only valid when tracing is
</span></span></span><span class="line"><span class="cl"><span class="cm">       active (i.e. when f_trace is set).  At other times we use
</span></span></span><span class="line"><span class="cl"><span class="cm">       PyCode_Addr2Line to calculate the line from the current
</span></span></span><span class="line"><span class="cl"><span class="cm">       bytecode index. */</span>
</span></span><span class="line"><span class="cl">    <span class="kt">int</span> <span class="n">f_lineno</span><span class="p">;</span>               <span class="cm">/* Current line number */</span>
</span></span><span class="line"><span class="cl">    <span class="kt">int</span> <span class="n">f_iblock</span><span class="p">;</span>               <span class="cm">/* index in f_blockstack */</span>
</span></span><span class="line"><span class="cl">    <span class="n">PyFrameState</span> <span class="n">f_state</span><span class="p">;</span>       <span class="cm">/* What state the frame is in */</span>
</span></span><span class="line"><span class="cl">    <span class="n">PyTryBlock</span> <span class="n">f_blockstack</span><span class="p">[</span><span class="n">CO_MAXBLOCKS</span><span class="p">];</span> <span class="cm">/* for try and loop blocks */</span>
</span></span><span class="line"><span class="cl">    <span class="n">PyObject</span> <span class="o">*</span><span class="n">f_localsplus</span><span class="p">[</span><span class="mi">1</span><span class="p">];</span>  <span class="cm">/* locals+stack, dynamically sized */</span>
</span></span><span class="line"><span class="cl"><span class="p">};</span></span></span></code></pre>
</div>
<p>这里的<code>PyCodeObject</code>就是字节码对象，和 dis 模块中的对象类似:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
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      class="
        code-block-button
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      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
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          <p class="tw-select-none !tw-my-1">c</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
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    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

      <button 
        class="
          wrap-code-button
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      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
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      <button 
        class="
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          tw-block 
          group-[.is-open]:tw-hidden 
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    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-57" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl"><span class="cm">/* Bytecode object */</span>
</span></span><span class="line"><span class="cl"><span class="k">struct</span> <span class="n">PyCodeObject</span> <span class="p">{</span>
</span></span><span class="line"><span class="cl">    <span class="n">PyObject_HEAD</span>
</span></span><span class="line"><span class="cl">    <span class="kt">int</span> <span class="n">co_argcount</span><span class="p">;</span>            <span class="cm">/* #arguments, except *args */</span>
</span></span><span class="line"><span class="cl">    <span class="kt">int</span> <span class="n">co_posonlyargcount</span><span class="p">;</span>     <span class="cm">/* #positional only arguments */</span>
</span></span><span class="line"><span class="cl">    <span class="kt">int</span> <span class="n">co_kwonlyargcount</span><span class="p">;</span>      <span class="cm">/* #keyword only arguments */</span>
</span></span><span class="line"><span class="cl">    <span class="kt">int</span> <span class="n">co_nlocals</span><span class="p">;</span>             <span class="cm">/* #local variables */</span>
</span></span><span class="line"><span class="cl">    <span class="kt">int</span> <span class="n">co_stacksize</span><span class="p">;</span>           <span class="cm">/* #entries needed for evaluation stack */</span>
</span></span><span class="line"><span class="cl">    <span class="kt">int</span> <span class="n">co_flags</span><span class="p">;</span>               <span class="cm">/* CO_..., see below */</span>
</span></span><span class="line"><span class="cl">    <span class="kt">int</span> <span class="n">co_firstlineno</span><span class="p">;</span>         <span class="cm">/* first source line number */</span>
</span></span><span class="line"><span class="cl">    <span class="n">PyObject</span> <span class="o">*</span><span class="n">co_code</span><span class="p">;</span>          <span class="cm">/* instruction opcodes */</span>
</span></span><span class="line"><span class="cl">    <span class="n">PyObject</span> <span class="o">*</span><span class="n">co_consts</span><span class="p">;</span>        <span class="cm">/* list (constants used) */</span>
</span></span><span class="line"><span class="cl">    <span class="n">PyObject</span> <span class="o">*</span><span class="n">co_names</span><span class="p">;</span>         <span class="cm">/* list of strings (names used) */</span>
</span></span><span class="line"><span class="cl">    <span class="n">PyObject</span> <span class="o">*</span><span class="n">co_varnames</span><span class="p">;</span>      <span class="cm">/* tuple of strings (local variable names) */</span>
</span></span><span class="line"><span class="cl">    <span class="n">PyObject</span> <span class="o">*</span><span class="n">co_freevars</span><span class="p">;</span>      <span class="cm">/* tuple of strings (free variable names) */</span>
</span></span><span class="line"><span class="cl">    <span class="n">PyObject</span> <span class="o">*</span><span class="n">co_cellvars</span><span class="p">;</span>      <span class="cm">/* tuple of strings (cell variable names) */</span>
</span></span><span class="line"><span class="cl">    <span class="cm">/* The rest aren&#39;t used in either hash or comparisons, except for co_name,
</span></span></span><span class="line"><span class="cl"><span class="cm">       used in both. This is done to preserve the name and line number
</span></span></span><span class="line"><span class="cl"><span class="cm">       for tracebacks and debuggers; otherwise, constant de-duplication
</span></span></span><span class="line"><span class="cl"><span class="cm">       would collapse identical functions/lambdas defined on different lines.
</span></span></span><span class="line"><span class="cl"><span class="cm">    */</span>
</span></span><span class="line"><span class="cl">    <span class="n">Py_ssize_t</span> <span class="o">*</span><span class="n">co_cell2arg</span><span class="p">;</span>    <span class="cm">/* Maps cell vars which are arguments. */</span>
</span></span><span class="line"><span class="cl">    <span class="n">PyObject</span> <span class="o">*</span><span class="n">co_filename</span><span class="p">;</span>      <span class="cm">/* unicode (where it was loaded from) */</span>
</span></span><span class="line"><span class="cl">    <span class="n">PyObject</span> <span class="o">*</span><span class="n">co_name</span><span class="p">;</span>          <span class="cm">/* unicode (name, for reference) */</span>
</span></span><span class="line"><span class="cl">    <span class="n">PyObject</span> <span class="o">*</span><span class="n">co_lnotab</span><span class="p">;</span>        <span class="cm">/* string (encoding addr&lt;-&gt;lineno mapping) See
</span></span></span><span class="line"><span class="cl"><span class="cm">                                   Objects/lnotab_notes.txt for details. */</span>
</span></span><span class="line"><span class="cl">  <span class="c1">// ...
</span></span></span><span class="line"><span class="cl"><span class="c1"></span><span class="p">}</span></span></span></code></pre>
</div>
<p>回到(默认的)<code>eval_frame</code>函数，抽取一些关键部分如下:</p>
<div class="code-block highlight is-closed show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">c</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.show-line-numbers]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

      <button 
        class="
          wrap-code-button
          tw-select-none 
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M16 132h416c8.837 0 16-7.163 16-16V76c0-8.837-7.163-16-16-16H16C7.163 60 0 67.163 0 76v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16z"/></svg></button>
      
      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-58" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl"><span class="cp">#define JUMPTO(x)       (next_instr = first_instr + (x) / sizeof(_Py_CODEUNIT))
</span></span></span><span class="line"><span class="cl"><span class="cp"></span><span class="n">PyObject</span><span class="o">*</span> <span class="n">_Py_HOT_FUNCTION</span>
</span></span><span class="line"><span class="cl"><span class="nf">_PyEval_EvalFrameDefault</span><span class="p">(</span><span class="n">PyThreadState</span> <span class="o">*</span><span class="n">tstate</span><span class="p">,</span> <span class="n">PyFrameObject</span> <span class="o">*</span><span class="n">f</span><span class="p">,</span> <span class="kt">int</span> <span class="n">throwflag</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="p">{</span>
</span></span><span class="line"><span class="cl">  <span class="c1">//...
</span></span></span><span class="line"><span class="cl"><span class="c1"></span>	<span class="k">if</span> <span class="p">(</span><span class="n">tstate</span><span class="o">-&gt;</span><span class="n">use_tracing</span><span class="p">)</span> <span class="p">{</span>
</span></span><span class="line"><span class="cl">		<span class="k">if</span> <span class="p">(</span><span class="n">tstate</span><span class="o">-&gt;</span><span class="n">c_tracefunc</span> <span class="o">!=</span> <span class="nb">NULL</span><span class="p">)</span> <span class="p">{</span>
</span></span><span class="line"><span class="cl">			<span class="k">if</span> <span class="p">(</span><span class="nf">call_trace_protected</span><span class="p">(</span><span class="n">tstate</span><span class="o">-&gt;</span><span class="n">c_tracefunc</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">                               <span class="n">tstate</span><span class="o">-&gt;</span><span class="n">c_traceobj</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">                               <span class="n">tstate</span><span class="p">,</span> <span class="n">f</span><span class="p">,</span> <span class="n">PyTrace_CALL</span><span class="p">,</span> <span class="n">Py_None</span><span class="p">))</span> <span class="p">{</span>
</span></span><span class="line"><span class="cl">                <span class="cm">/* Trace function raised an error */</span>
</span></span><span class="line"><span class="cl">                <span class="k">goto</span> <span class="n">exit_eval_frame</span><span class="p">;</span>
</span></span><span class="line"><span class="cl">            <span class="p">}</span>
</span></span><span class="line"><span class="cl">        <span class="p">}</span>
</span></span><span class="line"><span class="cl">      <span class="p">}</span>
</span></span><span class="line"><span class="cl">	<span class="c1">// ...
</span></span></span><span class="line"><span class="cl"><span class="c1"></span>	<span class="n">first_instr</span> <span class="o">=</span> <span class="p">(</span><span class="n">_Py_CODEUNIT</span> <span class="o">*</span><span class="p">)</span> <span class="nf">PyBytes_AS_STRING</span><span class="p">(</span><span class="n">co</span><span class="o">-&gt;</span><span class="n">co_code</span><span class="p">);</span>
</span></span><span class="line"><span class="cl">  <span class="n">next_instr</span> <span class="o">=</span> <span class="n">first_instr</span><span class="p">;</span>
</span></span><span class="line"><span class="cl">  <span class="c1">// ...
</span></span></span><span class="line"><span class="cl"><span class="c1"></span><span class="nl">main_loop</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">    <span class="k">for</span> <span class="p">(;;)</span> <span class="p">{</span>
</span></span><span class="line"><span class="cl">        <span class="nf">assert</span><span class="p">(</span><span class="n">stack_pointer</span> <span class="o">&gt;=</span> <span class="n">f</span><span class="o">-&gt;</span><span class="n">f_valuestack</span><span class="p">);</span> <span class="cm">/* else underflow */</span>
</span></span><span class="line"><span class="cl">        <span class="nf">assert</span><span class="p">(</span><span class="nf">STACK_LEVEL</span><span class="p">()</span> <span class="o">&lt;=</span> <span class="n">co</span><span class="o">-&gt;</span><span class="n">co_stacksize</span><span class="p">);</span>  <span class="cm">/* else overflow */</span>
</span></span><span class="line"><span class="cl">        <span class="nf">assert</span><span class="p">(</span><span class="o">!</span><span class="nf">_PyErr_Occurred</span><span class="p">(</span><span class="n">tstate</span><span class="p">));</span>
</span></span><span class="line"><span class="cl">    <span class="nl">fast_next_opcode</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">				<span class="k">if</span> <span class="p">(</span><span class="nf">PyDTrace_LINE_ENABLED</span><span class="p">())</span>
</span></span><span class="line"><span class="cl">        	<span class="nf">maybe_dtrace_line</span><span class="p">(</span><span class="n">f</span><span class="p">,</span> <span class="o">&amp;</span><span class="n">instr_lb</span><span class="p">,</span> <span class="o">&amp;</span><span class="n">instr_ub</span><span class="p">,</span> <span class="o">&amp;</span><span class="n">instr_prev</span><span class="p">);</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl">        <span class="cm">/* line-by-line tracing support */</span>
</span></span><span class="line"><span class="cl">      	<span class="k">if</span> <span class="p">(</span><span class="n">trace</span><span class="p">...)</span> <span class="p">{</span>
</span></span><span class="line"><span class="cl">          <span class="n">err</span> <span class="o">=</span> <span class="nf">maybe_call_line_trace</span><span class="p">(</span><span class="n">tstate</span><span class="o">-&gt;</span><span class="n">c_tracefunc</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">                                        <span class="n">tstate</span><span class="o">-&gt;</span><span class="n">c_traceobj</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">                                        <span class="n">tstate</span><span class="p">,</span> <span class="n">f</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">                                        <span class="o">&amp;</span><span class="n">instr_lb</span><span class="p">,</span> <span class="o">&amp;</span><span class="n">instr_ub</span><span class="p">,</span> <span class="o">&amp;</span><span class="n">instr_prev</span><span class="p">);</span>
</span></span><span class="line"><span class="cl">        <span class="p">}</span>
</span></span><span class="line"><span class="cl">    <span class="nl">dispatch_opcode</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">      <span class="c1">// ...
</span></span></span><span class="line"><span class="cl"><span class="c1"></span>      	<span class="k">switch</span> <span class="p">(</span><span class="n">opcode</span><span class="p">)</span> <span class="p">{</span>
</span></span><span class="line"><span class="cl">        	<span class="k">case</span> <span class="nf">TARGET</span><span class="p">(</span><span class="n">NOP</span><span class="p">)</span><span class="o">:</span> <span class="p">{</span>
</span></span><span class="line"><span class="cl">            <span class="nf">FAST_DISPATCH</span><span class="p">();</span>
</span></span><span class="line"><span class="cl">          <span class="p">}</span>
</span></span><span class="line"><span class="cl">          <span class="k">case</span> <span class="nf">TARGET</span><span class="p">(</span><span class="n">LOAD_FAST</span><span class="p">)</span><span class="o">:</span> <span class="p">{</span><span class="cm">/*...*/</span><span class="p">}</span>
</span></span><span class="line"><span class="cl">          <span class="k">case</span> <span class="nf">TARGET</span><span class="p">(</span><span class="n">LOAD_CONST</span><span class="p">)</span><span class="o">:</span> <span class="p">{</span>
</span></span><span class="line"><span class="cl">            <span class="nf">PREDICTED</span><span class="p">(</span><span class="n">LOAD_CONST</span><span class="p">);</span>
</span></span><span class="line"><span class="cl">            <span class="n">PyObject</span> <span class="o">*</span><span class="n">value</span> <span class="o">=</span> <span class="nf">GETITEM</span><span class="p">(</span><span class="n">consts</span><span class="p">,</span> <span class="n">oparg</span><span class="p">);</span>
</span></span><span class="line"><span class="cl">            <span class="nf">Py_INCREF</span><span class="p">(</span><span class="n">value</span><span class="p">);</span>
</span></span><span class="line"><span class="cl">            <span class="nf">PUSH</span><span class="p">(</span><span class="n">value</span><span class="p">);</span>
</span></span><span class="line"><span class="cl">            <span class="nf">FAST_DISPATCH</span><span class="p">();</span>
</span></span><span class="line"><span class="cl">        	<span class="p">}</span>
</span></span><span class="line"><span class="cl">          <span class="k">case</span> <span class="nf">TARGET</span><span class="p">(</span><span class="n">STORE_FAST</span><span class="p">)</span><span class="o">:</span> <span class="p">{</span><span class="cm">/*...*/</span><span class="p">}</span>
</span></span><span class="line"><span class="cl">          <span class="k">case</span> <span class="nf">TARGET</span><span class="p">(</span><span class="n">POP_TOP</span><span class="p">)</span><span class="o">:</span> <span class="p">{</span><span class="cm">/*...*/</span><span class="p">}</span>
</span></span><span class="line"><span class="cl">          <span class="c1">// ...
</span></span></span><span class="line"><span class="cl"><span class="c1"></span>          <span class="k">case</span> <span class="nf">TARGET</span><span class="p">(</span><span class="n">BINARY_MULTIPLY</span><span class="p">)</span><span class="o">:</span> <span class="p">{</span>
</span></span><span class="line"><span class="cl">            <span class="n">PyObject</span> <span class="o">*</span><span class="n">right</span> <span class="o">=</span> <span class="nf">POP</span><span class="p">();</span>
</span></span><span class="line"><span class="cl">            <span class="n">PyObject</span> <span class="o">*</span><span class="n">left</span> <span class="o">=</span> <span class="nf">TOP</span><span class="p">();</span>
</span></span><span class="line"><span class="cl">            <span class="n">PyObject</span> <span class="o">*</span><span class="n">res</span> <span class="o">=</span> <span class="nf">PyNumber_Multiply</span><span class="p">(</span><span class="n">left</span><span class="p">,</span> <span class="n">right</span><span class="p">);</span>
</span></span><span class="line"><span class="cl">            <span class="nf">Py_DECREF</span><span class="p">(</span><span class="n">left</span><span class="p">);</span>
</span></span><span class="line"><span class="cl">            <span class="nf">Py_DECREF</span><span class="p">(</span><span class="n">right</span><span class="p">);</span>
</span></span><span class="line"><span class="cl">            <span class="nf">SET_TOP</span><span class="p">(</span><span class="n">res</span><span class="p">);</span>
</span></span><span class="line"><span class="cl">            <span class="k">if</span> <span class="p">(</span><span class="n">res</span> <span class="o">==</span> <span class="nb">NULL</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">                <span class="k">goto</span> <span class="n">error</span><span class="p">;</span>
</span></span><span class="line"><span class="cl">            <span class="nf">DISPATCH</span><span class="p">();</span>
</span></span><span class="line"><span class="cl">        	<span class="p">}</span>
</span></span><span class="line"><span class="cl">          <span class="c1">// ...
</span></span></span><span class="line"><span class="cl"><span class="c1"></span>          <span class="k">case</span> <span class="nf">TARGET</span><span class="p">(</span><span class="n">JUMP_ABSOLUTE</span><span class="p">)</span><span class="o">:</span> <span class="p">{</span>
</span></span><span class="line"><span class="cl">            <span class="nf">PREDICTED</span><span class="p">(</span><span class="n">JUMP_ABSOLUTE</span><span class="p">);</span>
</span></span><span class="line"><span class="cl">            <span class="nf">JUMPTO</span><span class="p">(</span><span class="n">oparg</span><span class="p">);</span>
</span></span><span class="line"><span class="cl"><span class="cp">#if FAST_LOOPS
</span></span></span><span class="line"><span class="cl"><span class="cp"></span>            <span class="cm">/* Enabling this path speeds-up all while and for-loops by bypassing
</span></span></span><span class="line"><span class="cl"><span class="cm">               the per-loop checks for signals.  By default, this should be turned-off
</span></span></span><span class="line"><span class="cl"><span class="cm">               because it prevents detection of a control-break in tight loops like
</span></span></span><span class="line"><span class="cl"><span class="cm">               &#34;while 1: pass&#34;.  Compile with this option turned-on when you need
</span></span></span><span class="line"><span class="cl"><span class="cm">               the speed-up and do not need break checking inside tight loops (ones
</span></span></span><span class="line"><span class="cl"><span class="cm">               that contain only instructions ending with FAST_DISPATCH).
</span></span></span><span class="line"><span class="cl"><span class="cm">            */</span>
</span></span><span class="line"><span class="cl">            <span class="nf">FAST_DISPATCH</span><span class="p">();</span>
</span></span><span class="line"><span class="cl"><span class="cp">#else
</span></span></span><span class="line"><span class="cl"><span class="cp"></span>            <span class="nf">DISPATCH</span><span class="p">();</span>
</span></span><span class="line"><span class="cl"><span class="cp">#endif
</span></span></span><span class="line"><span class="cl"><span class="cp"></span>        	<span class="p">}</span>
</span></span><span class="line"><span class="cl">					<span class="c1">// ...
</span></span></span><span class="line"><span class="cl"><span class="c1"></span>          <span class="k">case</span> <span class="nf">TARGET</span><span class="p">(</span><span class="n">EXTENDED_ARG</span><span class="p">)</span><span class="o">:</span> <span class="p">{</span>
</span></span><span class="line"><span class="cl">            <span class="kt">int</span> <span class="n">oldoparg</span> <span class="o">=</span> <span class="n">oparg</span><span class="p">;</span>
</span></span><span class="line"><span class="cl">            <span class="nf">NEXTOPARG</span><span class="p">();</span>
</span></span><span class="line"><span class="cl">            <span class="n">oparg</span> <span class="o">|=</span> <span class="n">oldoparg</span> <span class="o">&lt;&lt;</span> <span class="mi">8</span><span class="p">;</span>
</span></span><span class="line"><span class="cl">            <span class="k">goto</span> <span class="n">dispatch_opcode</span><span class="p">;</span>
</span></span><span class="line"><span class="cl">        	<span class="p">}</span>
</span></span><span class="line"><span class="cl">          <span class="c1">// ...
</span></span></span><span class="line"><span class="cl"><span class="c1"></span>          <span class="c1">// switch end
</span></span></span><span class="line"><span class="cl"><span class="c1"></span>        <span class="p">}</span>
</span></span><span class="line"><span class="cl">				<span class="cm">/* This should never be reached. Every opcode should end with DISPATCH()
</span></span></span><span class="line"><span class="cl"><span class="cm">        or goto error. */</span>
</span></span><span class="line"><span class="cl">        <span class="nf">Py_UNREACHABLE</span><span class="p">();</span>
</span></span><span class="line"><span class="cl"><span class="nl">error</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">      <span class="c1">// ...
</span></span></span><span class="line"><span class="cl"><span class="c1"></span><span class="nl">exception_unwind</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">      <span class="c1">// ...
</span></span></span><span class="line"><span class="cl"><span class="c1"></span><span class="nl">exiting</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">      <span class="c1">// ...
</span></span></span><span class="line"><span class="cl"><span class="c1"></span>        <span class="p">}</span>
</span></span><span class="line"><span class="cl">    <span class="p">}</span>
</span></span><span class="line"><span class="cl"><span class="cm">/* pop frame */</span>
</span></span><span class="line"><span class="cl"><span class="nl">exit_eval_frame</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">	<span class="c1">// ...
</span></span></span><span class="line"><span class="cl"><span class="c1"></span>	<span class="k">return</span> <span class="nf">_Py_CheckFunctionResult</span><span class="p">(</span><span class="n">tstate</span><span class="p">,</span> <span class="nb">NULL</span><span class="p">,</span> <span class="n">retval</span><span class="p">,</span> <span class="n">__func__</span><span class="p">);</span>
</span></span><span class="line"><span class="cl"><span class="p">}</span></span></span></code></pre>
</div>
<p>大部分的代码是对字节码中的 opcode 进行 switch/case 处理，上面截取了几个提到的字节码，比如 LOAD_CONST、JUMP_ABSOLUTE、BINARY_MULTIPLY、EXTENDED_ARG 等，根据代码的执行流程大概知道了 Python 解释器如何对这些字节码进行理解。</p>
<h2 id="c_tracefunc" class="headerLink">
    <a href="#c_tracefunc" class="header-mark"></a>c_tracefunc</h2><p>在 switch 语句之前有部分代码值得注意，即关于<code>c_tracefunc</code>的处理。从代码中看出，Python实际上内置了追踪字节码的功能。我们可以使用 <code>sys.settrace</code> 来设置跟踪函数，下面是一个简单的例子:</p>
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    tw-flex 
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          <p class="tw-select-none !tw-my-1">python</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
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    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

      <button 
        class="
          wrap-code-button
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          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
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      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
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      <button 
        class="
          tw-select-none 
          tw-mx-2 
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    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-59" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl"><span class="ch">#!/usr/bin/env python2</span>
</span></span><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">sys</span>
</span></span><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">dis</span>
</span></span><span class="line"><span class="cl">    
</span></span><span class="line"><span class="cl"><span class="k">def</span> <span class="nf">func</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
</span></span><span class="line"><span class="cl">    <span class="n">c</span> <span class="o">=</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
</span></span><span class="line"><span class="cl">    <span class="k">return</span> <span class="n">c</span> <span class="o">*</span> <span class="mi">10</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">co</span> <span class="o">=</span> <span class="n">func</span><span class="o">.</span><span class="vm">__code__</span>
</span></span><span class="line"><span class="cl"><span class="n">dis</span><span class="o">.</span><span class="n">disassemble</span><span class="p">(</span><span class="n">co</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="k">def</span> <span class="nf">mytrace</span><span class="p">(</span><span class="n">frame</span><span class="p">,</span> <span class="n">why</span><span class="p">,</span> <span class="n">arg</span><span class="p">):</span>
</span></span><span class="line"><span class="cl">    <span class="nb">print</span> <span class="s2">&#34;Trace&#34;</span><span class="p">,</span> <span class="n">frame</span><span class="p">,</span> <span class="n">why</span><span class="p">,</span> <span class="n">arg</span>
</span></span><span class="line"><span class="cl">    <span class="k">return</span> <span class="n">mytrace</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="nb">print</span> <span class="s2">&#34;=== Trace Start ===&#34;</span>
</span></span><span class="line"><span class="cl"><span class="n">sys</span><span class="o">.</span><span class="n">settrace</span><span class="p">(</span><span class="n">mytrace</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">func</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">)</span></span></span></code></pre>
</div>
<p>输出如下:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
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    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">bash</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.show-line-numbers]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

      <button 
        class="
          wrap-code-button
          tw-select-none 
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M16 132h416c8.837 0 16-7.163 16-16V76c0-8.837-7.163-16-16-16H16C7.163 60 0 67.163 0 76v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16z"/></svg></button>
      
      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-60" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl">$ ./demo.py
</span></span><span class="line"><span class="cl">  <span class="m">6</span>           <span class="m">0</span> LOAD_FAST                <span class="m">0</span> <span class="o">(</span>a<span class="o">)</span>
</span></span><span class="line"><span class="cl">              <span class="m">3</span> LOAD_FAST                <span class="m">1</span> <span class="o">(</span>b<span class="o">)</span>
</span></span><span class="line"><span class="cl">              <span class="m">6</span> BINARY_ADD
</span></span><span class="line"><span class="cl">              <span class="m">7</span> STORE_FAST               <span class="m">2</span> <span class="o">(</span>c<span class="o">)</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl">  <span class="m">7</span>          <span class="m">10</span> LOAD_FAST                <span class="m">2</span> <span class="o">(</span>c<span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">13</span> LOAD_CONST               <span class="m">1</span> <span class="o">(</span>10<span class="o">)</span>
</span></span><span class="line"><span class="cl">             <span class="m">16</span> BINARY_MULTIPLY
</span></span><span class="line"><span class="cl">             <span class="m">17</span> <span class="nv">RETURN_VALUE</span>
</span></span><span class="line"><span class="cl"><span class="o">===</span> Trace <span class="nv">Start</span> <span class="o">===</span>
</span></span><span class="line"><span class="cl">Trace &lt;frame object at 0x10b8cb218&gt; call None
</span></span><span class="line"><span class="cl">Trace &lt;frame object at 0x10b8cb218&gt; line None
</span></span><span class="line"><span class="cl">Trace &lt;frame object at 0x10b8cb218&gt; line None
</span></span><span class="line"><span class="cl">Trace &lt;frame object at 0x10b8cb218&gt; <span class="k">return</span> <span class="m">70</span>
</span></span><span class="line"><span class="cl">Trace &lt;frame object at 0x10b98c050&gt; call None
</span></span><span class="line"><span class="cl">Trace &lt;frame object at 0x10b98c050&gt; call None</span></span></code></pre>
</div>
<p>Python 的标准库中也提供了 <a href="https://docs.python.org/2/library/trace.html" target="_blank" rel="noopener noreferrer">trace 模块</a> 来支持字节码跟踪，查看该模块的的源码发现实际上也是用了 <code>sys.settrace</code> 或者 <code>threading.settrace</code> 来设置跟踪回调。</p>
<p>不过，使用 sys.trace 并不是每条指令都跟踪的，只针对特定事件进行跟踪:</p>
<ul>
<li>call: 函数调用</li>
<li>return: 函数返回</li>
<li>line: 一行新代码</li>
<li>exception: 异常事件</li>
</ul>
<p>而且该代码中也做了对应的防护，使用 trace 启动脚本直接报错:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">sh</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.show-line-numbers]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

      <button 
        class="
          wrap-code-button
          tw-select-none 
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M16 132h416c8.837 0 16-7.163 16-16V76c0-8.837-7.163-16-16-16H16C7.163 60 0 67.163 0 76v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16z"/></svg></button>
      
      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-61" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl">SystemError: A debugger has been found running in your system. Please, unload it from memory and restart.</span></span></code></pre>
</div>
<p>Python 的 trace 功能可以用来实现行覆盖率以及调试器等强大的功能，只是对于我们这次的目标并不适用。</p>
<p>类似的回调还有 <code>c_profilefunc</code> ，不过该函数不对 line 事件进行触发。</p>
<h2 id="lltrace" class="headerLink">
    <a href="#lltrace" class="header-mark"></a>LLTRACE</h2><p>Python 有一个鲜为人知的特性是可以在 Debug 编译时启用底层跟踪 LLTRACE (即 Low Level Trace)，这也是在查看 <code>ceval.c</code> 时发现的:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">c</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.show-line-numbers]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

      <button 
        class="
          wrap-code-button
          tw-select-none 
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M16 132h416c8.837 0 16-7.163 16-16V76c0-8.837-7.163-16-16-16H16C7.163 60 0 67.163 0 76v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16z"/></svg></button>
      
      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-62" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl">    <span class="n">next_instr</span> <span class="o">=</span> <span class="n">first_instr</span> <span class="o">+</span> <span class="n">f</span><span class="o">-&gt;</span><span class="n">f_lasti</span> <span class="o">+</span> <span class="mi">1</span><span class="p">;</span>
</span></span><span class="line"><span class="cl">    <span class="n">stack_pointer</span> <span class="o">=</span> <span class="n">f</span><span class="o">-&gt;</span><span class="n">f_stacktop</span><span class="p">;</span>
</span></span><span class="line"><span class="cl">    <span class="nf">assert</span><span class="p">(</span><span class="n">stack_pointer</span> <span class="o">!=</span> <span class="nb">NULL</span><span class="p">);</span>
</span></span><span class="line"><span class="cl">    <span class="n">f</span><span class="o">-&gt;</span><span class="n">f_stacktop</span> <span class="o">=</span> <span class="nb">NULL</span><span class="p">;</span>       <span class="cm">/* remains NULL unless yield suspends frame */</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="cp">#ifdef LLTRACE
</span></span></span><span class="line"><span class="cl"><span class="cp"></span>    <span class="n">lltrace</span> <span class="o">=</span> <span class="nf">PyDict_GetItemString</span><span class="p">(</span><span class="n">f</span><span class="o">-&gt;</span><span class="n">f_globals</span><span class="p">,</span> <span class="s">&#34;__lltrace__&#34;</span><span class="p">)</span> <span class="o">!=</span> <span class="nb">NULL</span><span class="p">;</span>
</span></span><span class="line"><span class="cl"><span class="cp">#endif
</span></span></span><span class="line"><span class="cl"><span class="cp">#if defined(Py_DEBUG) || defined(LLTRACE)
</span></span></span><span class="line"><span class="cl"><span class="cp"></span>    <span class="n">filename</span> <span class="o">=</span> <span class="nf">PyString_AsString</span><span class="p">(</span><span class="n">co</span><span class="o">-&gt;</span><span class="n">co_filename</span><span class="p">);</span>
</span></span><span class="line"><span class="cl"><span class="cp">#endif
</span></span></span><span class="line"><span class="cl"><span class="cp"></span>
</span></span><span class="line"><span class="cl">    <span class="n">why</span> <span class="o">=</span> <span class="n">WHY_NOT</span><span class="p">;</span>
</span></span><span class="line"><span class="cl">    <span class="n">err</span> <span class="o">=</span> <span class="mi">0</span><span class="p">;</span>
</span></span><span class="line"><span class="cl">    <span class="n">x</span> <span class="o">=</span> <span class="n">Py_None</span><span class="p">;</span>        <span class="cm">/* Not a reference, just anything non-NULL */</span>
</span></span><span class="line"><span class="cl">    <span class="n">w</span> <span class="o">=</span> <span class="nb">NULL</span><span class="p">;</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl">    <span class="k">if</span> <span class="p">(</span><span class="n">throwflag</span><span class="p">)</span> <span class="p">{</span> <span class="cm">/* support for generator.throw() */</span>
</span></span><span class="line"><span class="cl">        <span class="n">why</span> <span class="o">=</span> <span class="n">WHY_EXCEPTION</span><span class="p">;</span>
</span></span><span class="line"><span class="cl">        <span class="k">goto</span> <span class="n">on_error</span><span class="p">;</span>
</span></span><span class="line"><span class="cl">    <span class="p">}</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl">    <span class="k">for</span> <span class="p">(;;)</span> <span class="p">{</span>
</span></span><span class="line"><span class="cl">      <span class="c1">// 循环解释执行 Python 字节码
</span></span></span><span class="line"><span class="cl"><span class="c1"></span>    <span class="p">}</span></span></span></code></pre>
</div>
<p>Low Level Trace 一方面需要编译时启用，另一方面也需要在运行时当前栈帧定义了全局变量<code>__lltrace__</code>。</p>
<p>还是实践出真知，先写个简单的测试文件:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">python</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.show-line-numbers]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

      <button 
        class="
          wrap-code-button
          tw-select-none 
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M16 132h416c8.837 0 16-7.163 16-16V76c0-8.837-7.163-16-16-16H16C7.163 60 0 67.163 0 76v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16z"/></svg></button>
      
      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-63" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl"><span class="c1"># test.py</span>
</span></span><span class="line"><span class="cl"><span class="n">__lltrace__</span> <span class="o">=</span> <span class="mi">1</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
</span></span><span class="line"><span class="cl">    <span class="k">return</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span> <span class="o">-</span> <span class="mi">42</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">a</span> <span class="o">=</span> <span class="mi">3</span>
</span></span><span class="line"><span class="cl"><span class="n">c</span> <span class="o">=</span> <span class="n">add</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="mi">4</span><span class="p">)</span></span></span></code></pre>
</div>
<p>使用 Debug 编译的 Python 运行结果如下:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">sh</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.show-line-numbers]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

      <button 
        class="
          wrap-code-button
          tw-select-none 
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M16 132h416c8.837 0 16-7.163 16-16V76c0-8.837-7.163-16-16-16H16C7.163 60 0 67.163 0 76v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16z"/></svg></button>
      
      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-64" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl">$ /cpython_dbg/bin/python2.7 test.py
</span></span><span class="line"><span class="cl">0: 124, <span class="m">0</span>
</span></span><span class="line"><span class="cl">push <span class="m">3</span>
</span></span><span class="line"><span class="cl">3: 124, <span class="m">1</span>
</span></span><span class="line"><span class="cl">push <span class="m">4</span>
</span></span><span class="line"><span class="cl">6: <span class="m">23</span>
</span></span><span class="line"><span class="cl">pop <span class="m">4</span>
</span></span><span class="line"><span class="cl">7: 100, <span class="m">1</span>
</span></span><span class="line"><span class="cl">push <span class="m">42</span>
</span></span><span class="line"><span class="cl">10: <span class="m">24</span>
</span></span><span class="line"><span class="cl">pop <span class="m">42</span>
</span></span><span class="line"><span class="cl">11: <span class="m">83</span>
</span></span><span class="line"><span class="cl">pop -35
</span></span><span class="line"><span class="cl">ext_pop <span class="m">4</span>
</span></span><span class="line"><span class="cl">ext_pop <span class="m">3</span>
</span></span><span class="line"><span class="cl">ext_pop &lt;<span class="k">function</span> add at 0x7f95944a0e28&gt;
</span></span><span class="line"><span class="cl">push -35
</span></span><span class="line"><span class="cl">33: 90, <span class="m">3</span>
</span></span><span class="line"><span class="cl">pop -35
</span></span><span class="line"><span class="cl">36: 100, <span class="m">4</span>
</span></span><span class="line"><span class="cl">push None
</span></span><span class="line"><span class="cl">39: <span class="m">83</span>
</span></span><span class="line"><span class="cl">pop None</span></span></code></pre>
</div>
<p>打印的数字从下面的代码而来:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">c</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.show-line-numbers]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

      <button 
        class="
          wrap-code-button
          tw-select-none 
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M16 132h416c8.837 0 16-7.163 16-16V76c0-8.837-7.163-16-16-16H16C7.163 60 0 67.163 0 76v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16z"/></svg></button>
      
      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-65" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl">        <span class="k">if</span> <span class="p">(</span><span class="n">lltrace</span><span class="p">)</span> <span class="p">{</span>
</span></span><span class="line"><span class="cl">            <span class="k">if</span> <span class="p">(</span><span class="nf">HAS_ARG</span><span class="p">(</span><span class="n">opcode</span><span class="p">))</span> <span class="p">{</span>
</span></span><span class="line"><span class="cl">                <span class="nf">printf</span><span class="p">(</span><span class="s">&#34;%d: %d, %d</span><span class="se">\n</span><span class="s">&#34;</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">                       <span class="n">f</span><span class="o">-&gt;</span><span class="n">f_lasti</span><span class="p">,</span> <span class="n">opcode</span><span class="p">,</span> <span class="n">oparg</span><span class="p">);</span>
</span></span><span class="line"><span class="cl">            <span class="p">}</span>
</span></span><span class="line"><span class="cl">            <span class="k">else</span> <span class="p">{</span>
</span></span><span class="line"><span class="cl">                <span class="nf">printf</span><span class="p">(</span><span class="s">&#34;%d: %d</span><span class="se">\n</span><span class="s">&#34;</span><span class="p">,</span>
</span></span><span class="line"><span class="cl">                       <span class="n">f</span><span class="o">-&gt;</span><span class="n">f_lasti</span><span class="p">,</span> <span class="n">opcode</span><span class="p">);</span>
</span></span><span class="line"><span class="cl">            <span class="p">}</span>
</span></span><span class="line"><span class="cl">        <span class="p">}</span></span></span></code></pre>
</div>
<p>其中 push/pop 相关的输出来源是如下栈追踪相关的函数:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">c</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.show-line-numbers]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

      <button 
        class="
          wrap-code-button
          tw-select-none 
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M16 132h416c8.837 0 16-7.163 16-16V76c0-8.837-7.163-16-16-16H16C7.163 60 0 67.163 0 76v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16z"/></svg></button>
      
      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-66" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl"><span class="cp">#ifdef LLTRACE
</span></span></span><span class="line"><span class="cl"><span class="cp"></span><span class="k">static</span> <span class="kt">int</span>
</span></span><span class="line"><span class="cl"><span class="nf">prtrace</span><span class="p">(</span><span class="n">PyObject</span> <span class="o">*</span><span class="n">v</span><span class="p">,</span> <span class="kt">char</span> <span class="o">*</span><span class="n">str</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="p">{</span>
</span></span><span class="line"><span class="cl">    <span class="nf">printf</span><span class="p">(</span><span class="s">&#34;%s &#34;</span><span class="p">,</span> <span class="n">str</span><span class="p">);</span>
</span></span><span class="line"><span class="cl">    <span class="k">if</span> <span class="p">(</span><span class="nf">PyObject_Print</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">stdout</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">        <span class="nf">PyErr_Clear</span><span class="p">();</span> <span class="cm">/* Don&#39;t know what else to do */</span>
</span></span><span class="line"><span class="cl">    <span class="nf">printf</span><span class="p">(</span><span class="s">&#34;</span><span class="se">\n</span><span class="s">&#34;</span><span class="p">);</span>
</span></span><span class="line"><span class="cl">    <span class="k">return</span> <span class="mi">1</span><span class="p">;</span>
</span></span><span class="line"><span class="cl"><span class="p">}</span>
</span></span><span class="line"><span class="cl"><span class="cp">#define PUSH(v)         { (void)(BASIC_PUSH(v), \
</span></span></span><span class="line"><span class="cl"><span class="cp">                          lltrace &amp;&amp; prtrace(TOP(), &#34;push&#34;)); \
</span></span></span><span class="line"><span class="cl"><span class="cp">                          assert(STACK_LEVEL() &lt;= co-&gt;co_stacksize); }
</span></span></span><span class="line"><span class="cl"><span class="cp">#define POP()           ((void)(lltrace &amp;&amp; prtrace(TOP(), &#34;pop&#34;)), \
</span></span></span><span class="line"><span class="cl"><span class="cp">                         BASIC_POP())
</span></span></span><span class="line"><span class="cl"><span class="cp">#define STACKADJ(n)     { (void)(BASIC_STACKADJ(n), \
</span></span></span><span class="line"><span class="cl"><span class="cp">                          lltrace &amp;&amp; prtrace(TOP(), &#34;stackadj&#34;)); \
</span></span></span><span class="line"><span class="cl"><span class="cp">                          assert(STACK_LEVEL() &lt;= co-&gt;co_stacksize); }
</span></span></span><span class="line"><span class="cl"><span class="cp">#define EXT_POP(STACK_POINTER) ((void)(lltrace &amp;&amp; \
</span></span></span><span class="line"><span class="cl"><span class="cp">                                prtrace((STACK_POINTER)[-1], &#34;ext_pop&#34;)), \
</span></span></span><span class="line"><span class="cl"><span class="cp">                                *--(STACK_POINTER))
</span></span></span><span class="line"><span class="cl"><span class="cp">#else
</span></span></span><span class="line"><span class="cl"><span class="cp">#define PUSH(v)                BASIC_PUSH(v)
</span></span></span><span class="line"><span class="cl"><span class="cp">#define POP()                  BASIC_POP()
</span></span></span><span class="line"><span class="cl"><span class="cp">#define STACKADJ(n)            BASIC_STACKADJ(n)
</span></span></span><span class="line"><span class="cl"><span class="cp">#define EXT_POP(STACK_POINTER) (*--(STACK_POINTER))
</span></span></span><span class="line"><span class="cl"><span class="cp">#endif</span></span></span></code></pre>
</div>
<p>上面的 lltrace 输出可以记录每条字节码的执行，并且会打印堆栈的变化，因此在追踪和调试字节码上非常有用。</p>
<blockquote>
  <p>更多 LLTRACE 相关内容见: <a href="https://github.com/python/cpython/blob/master/Misc/SpecialBuilds.txt" target="_blank" rel="noopener noreferrer">https://github.com/python/cpython/blob/master/Misc/SpecialBuilds.txt</a></p>
</blockquote><h1 id="python-vmp" class="headerLink">
    <a href="#python-vmp" class="header-mark"></a>Python VMP</h1><p>现在有了 LLTRACE 的功能，但是要实现 <code>ether_v2.py</code> 的追踪还需要解决几个问题:</p>
<ol>
<li>LLTRACE 的启用需要在当前栈帧上定义全局变量 <code>__lltrace__</code>；</li>
<li>LLTRACE 输出的字节码过于简略，缺乏可读性；</li>
<li>LLTRACE 输出的字节码是运行的代码，也就是循环展开后(flatten)的代码，进一步影响逆向分析；</li>
</ol>
<p>所以我使用了一个简单粗暴的方法，即直接修改 CPython 源代码。首先在判断 lltrace 启用的地方修改判断从<code>f-&gt;f_globals</code> 改为递归搜索 <code>f-&gt;f_back-&gt;f_globals</code>，这样只要在我们的调用栈帧定义变量即可；对于字节码的输出，最好是可以有类似 dis 模块的显示效果，至于平坦化的控制流，可以根据指令 index 再重新进行组合。</p>
<h2 id="dynamic-trace" class="headerLink">
    <a href="#dynamic-trace" class="header-mark"></a>Dynamic Trace</h2><p>在 LLTRACE 的基础上，我们可以比较简单地修改出一版具有可读性的 Trace 代码，以下面的源码为例:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">python</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.show-line-numbers]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

      <button 
        class="
          wrap-code-button
          tw-select-none 
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M16 132h416c8.837 0 16-7.163 16-16V76c0-8.837-7.163-16-16-16H16C7.163 60 0 67.163 0 76v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16z"/></svg></button>
      
      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-67" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl"><span class="c1"># test.py</span>
</span></span><span class="line"><span class="cl"><span class="n">__pztrace__</span> <span class="o">=</span> <span class="mi">1</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="k">def</span> <span class="nf">validate</span><span class="p">(</span><span class="n">s</span><span class="p">):</span>
</span></span><span class="line"><span class="cl">    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">4</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">        <span class="k">return</span> <span class="kc">False</span>
</span></span><span class="line"><span class="cl">    <span class="n">cc</span> <span class="o">=</span> <span class="mi">0</span>
</span></span><span class="line"><span class="cl">    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">s</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">        <span class="n">cc</span> <span class="o">^=</span> <span class="nb">ord</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">    <span class="k">if</span> <span class="n">cc</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">        <span class="k">return</span> <span class="kc">True</span>
</span></span><span class="line"><span class="cl">    <span class="k">return</span> <span class="kc">False</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">s</span> <span class="o">=</span> <span class="n">raw_input</span><span class="p">(</span><span class="s1">&#39;Your input: &#39;</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="k">if</span> <span class="n">validate</span><span class="p">(</span><span class="n">s</span><span class="p">):</span>
</span></span><span class="line"><span class="cl">    <span class="nb">print</span> <span class="s1">&#39;ok&#39;</span>
</span></span><span class="line"><span class="cl"><span class="k">else</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">    <span class="nb">print</span> <span class="s1">&#39;failed&#39;</span></span></span></code></pre>
</div>
<p>其中<code>__pztrace__</code>是我新定义的全局跟踪触发标记，在没有源码的前提下，运行上述字节码可实时打印字节码如下:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">sh</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.show-line-numbers]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
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  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-68" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl">$ /build/cpython/build/bin/python2.7 test.py
</span></span><span class="line"><span class="cl">Your input: <span class="nv">helloworld</span>
</span></span><span class="line"><span class="cl"><span class="o">===</span> pztrace test.py <span class="o">===</span>
</span></span><span class="line"><span class="cl">   <span class="m">0</span> LOAD_GLOBAL 0<span class="p">;</span> push &lt;built-in <span class="k">function</span> len&gt;
</span></span><span class="line"><span class="cl">   <span class="m">3</span> LOAD_FAST 0<span class="p">;</span> push <span class="s1">&#39;helloworld&#39;</span>
</span></span><span class="line"><span class="cl">   <span class="m">6</span> CALL_FUNCTION <span class="m">1</span>
</span></span><span class="line"><span class="cl">ext_pop <span class="s1">&#39;helloworld&#39;</span>
</span></span><span class="line"><span class="cl">ext_pop &lt;built-in <span class="k">function</span> len&gt;
</span></span><span class="line"><span class="cl">push <span class="m">10</span>
</span></span><span class="line"><span class="cl">   <span class="m">9</span> LOAD_CONST 1<span class="p">;</span> push <span class="m">4</span>
</span></span><span class="line"><span class="cl">  <span class="m">12</span> COMPARE_OP <span class="m">3</span> <span class="o">(</span>!<span class="o">=)</span> <span class="p">;</span> pop <span class="m">4</span>
</span></span><span class="line"><span class="cl">  <span class="m">15</span> POP_JUMP_IF_FALSE 22<span class="p">;</span> pop True
</span></span><span class="line"><span class="cl">  <span class="m">18</span> LOAD_GLOBAL 1<span class="p">;</span> push False
</span></span><span class="line"><span class="cl">  <span class="m">21</span> RETURN_VALUE<span class="p">;</span> pop False
</span></span><span class="line"><span class="cl">ext_pop <span class="s1">&#39;helloworld&#39;</span>
</span></span><span class="line"><span class="cl">ext_pop &lt;<span class="k">function</span> validate at 0x7fe13a5f4ed0&gt;
</span></span><span class="line"><span class="cl">push False
</span></span><span class="line"><span class="cl">  <span class="m">36</span> POP_JUMP_IF_FALSE 47<span class="p">;</span> pop False
</span></span><span class="line"><span class="cl">  <span class="m">47</span> LOAD_CONST 4<span class="p">;</span> push <span class="s1">&#39;failed&#39;</span>
</span></span><span class="line"><span class="cl">  <span class="m">50</span> LOAD_BUILD_CLASS<span class="p">;</span> pop <span class="s1">&#39;failed&#39;</span>
</span></span><span class="line"><span class="cl">failed  <span class="m">51</span> YIELD_FROM<span class="p">;</span>
</span></span><span class="line"><span class="cl">  <span class="m">52</span> LOAD_CONST 5<span class="p">;</span> push None
</span></span><span class="line"><span class="cl">  <span class="m">55</span> RETURN_VALUE<span class="p">;</span> pop None</span></span></code></pre>
</div>
<p>将每条字节码后对应的栈操作以及实时数据输出，更加有利于对代码的理解。从上面的字节码输出中可以基本看出实际的操作，而且打印出来的是已经执行到的分支，通过调整输入可以触达不同的分支，如下为输入<code>abab</code>的跟踪流程:</p>
<div class="code-block highlight is-closed show-line-numbers  tw-group tw-my-2">
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    tw-flex 
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  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-69" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl">$ /build/cpython/build/bin/python2.7 test.py
</span></span><span class="line"><span class="cl">Your input: <span class="nv">abab</span>
</span></span><span class="line"><span class="cl"><span class="o">===</span> pztrace test.py <span class="o">===</span>
</span></span><span class="line"><span class="cl">   <span class="m">0</span> LOAD_GLOBAL 0<span class="p">;</span> push &lt;built-in <span class="k">function</span> len&gt;
</span></span><span class="line"><span class="cl">   <span class="m">3</span> LOAD_FAST 0<span class="p">;</span> push <span class="s1">&#39;abab&#39;</span>
</span></span><span class="line"><span class="cl">   <span class="m">6</span> CALL_FUNCTION <span class="m">1</span>
</span></span><span class="line"><span class="cl">ext_pop <span class="s1">&#39;abab&#39;</span>
</span></span><span class="line"><span class="cl">ext_pop &lt;built-in <span class="k">function</span> len&gt;
</span></span><span class="line"><span class="cl">push <span class="m">4</span>
</span></span><span class="line"><span class="cl">   <span class="m">9</span> LOAD_CONST 1<span class="p">;</span> push <span class="m">4</span>
</span></span><span class="line"><span class="cl">  <span class="m">12</span> COMPARE_OP <span class="m">3</span> <span class="o">(</span>!<span class="o">=)</span> <span class="p">;</span> pop <span class="m">4</span>
</span></span><span class="line"><span class="cl">  <span class="m">15</span> POP_JUMP_IF_FALSE 22<span class="p">;</span> pop False
</span></span><span class="line"><span class="cl">  <span class="m">22</span> LOAD_CONST 2<span class="p">;</span> push <span class="m">0</span>
</span></span><span class="line"><span class="cl">  <span class="m">25</span> STORE_FAST 1<span class="p">;</span> pop <span class="m">0</span>
</span></span><span class="line"><span class="cl">  <span class="m">28</span> SETUP_LOOP <span class="m">30</span>
</span></span><span class="line"><span class="cl">  <span class="m">31</span> LOAD_FAST 0<span class="p">;</span> push <span class="s1">&#39;abab&#39;</span>
</span></span><span class="line"><span class="cl">  <span class="m">34</span> GET_ITER
</span></span><span class="line"><span class="cl">  <span class="m">35</span> FOR_ITER 22<span class="p">;</span> push <span class="s1">&#39;a&#39;</span>
</span></span><span class="line"><span class="cl">  <span class="m">38</span> STORE_FAST 2<span class="p">;</span> pop <span class="s1">&#39;a&#39;</span>
</span></span><span class="line"><span class="cl">  <span class="m">41</span> LOAD_FAST 1<span class="p">;</span> push <span class="m">0</span>
</span></span><span class="line"><span class="cl">  <span class="m">44</span> LOAD_GLOBAL 2<span class="p">;</span> push &lt;built-in <span class="k">function</span> ord&gt;
</span></span><span class="line"><span class="cl">  <span class="m">47</span> LOAD_FAST 2<span class="p">;</span> push <span class="s1">&#39;a&#39;</span>
</span></span><span class="line"><span class="cl">  <span class="m">50</span> CALL_FUNCTION <span class="m">1</span>
</span></span><span class="line"><span class="cl">ext_pop <span class="s1">&#39;a&#39;</span>
</span></span><span class="line"><span class="cl">ext_pop &lt;built-in <span class="k">function</span> ord&gt;
</span></span><span class="line"><span class="cl">push <span class="m">97</span>
</span></span><span class="line"><span class="cl">  <span class="m">53</span> INPLACE_XOR<span class="p">;</span> pop <span class="m">97</span>
</span></span><span class="line"><span class="cl">  <span class="m">54</span> STORE_FAST 1<span class="p">;</span> pop <span class="m">97</span>
</span></span><span class="line"><span class="cl">  <span class="m">57</span> JUMP_ABSOLUTE <span class="m">35</span>
</span></span><span class="line"><span class="cl">  <span class="m">35</span> FOR_ITER 22<span class="p">;</span> push <span class="s1">&#39;b&#39;</span>
</span></span><span class="line"><span class="cl">  <span class="m">38</span> STORE_FAST 2<span class="p">;</span> pop <span class="s1">&#39;b&#39;</span>
</span></span><span class="line"><span class="cl">  <span class="m">41</span> LOAD_FAST 1<span class="p">;</span> push <span class="m">97</span>
</span></span><span class="line"><span class="cl">  <span class="m">44</span> LOAD_GLOBAL 2<span class="p">;</span> push &lt;built-in <span class="k">function</span> ord&gt;
</span></span><span class="line"><span class="cl">  <span class="m">47</span> LOAD_FAST 2<span class="p">;</span> push <span class="s1">&#39;b&#39;</span>
</span></span><span class="line"><span class="cl">  <span class="m">50</span> CALL_FUNCTION <span class="m">1</span>
</span></span><span class="line"><span class="cl">ext_pop <span class="s1">&#39;b&#39;</span>
</span></span><span class="line"><span class="cl">ext_pop &lt;built-in <span class="k">function</span> ord&gt;
</span></span><span class="line"><span class="cl">push <span class="m">98</span>
</span></span><span class="line"><span class="cl">  <span class="m">53</span> INPLACE_XOR<span class="p">;</span> pop <span class="m">98</span>
</span></span><span class="line"><span class="cl">  <span class="m">54</span> STORE_FAST 1<span class="p">;</span> pop <span class="m">3</span>
</span></span><span class="line"><span class="cl">  <span class="m">57</span> JUMP_ABSOLUTE <span class="m">35</span>
</span></span><span class="line"><span class="cl">  <span class="m">35</span> FOR_ITER 22<span class="p">;</span> push <span class="s1">&#39;a&#39;</span>
</span></span><span class="line"><span class="cl">  <span class="m">38</span> STORE_FAST 2<span class="p">;</span> pop <span class="s1">&#39;a&#39;</span>
</span></span><span class="line"><span class="cl">  <span class="m">41</span> LOAD_FAST 1<span class="p">;</span> push <span class="m">3</span>
</span></span><span class="line"><span class="cl">  <span class="m">44</span> LOAD_GLOBAL 2<span class="p">;</span> push &lt;built-in <span class="k">function</span> ord&gt;
</span></span><span class="line"><span class="cl">  <span class="m">47</span> LOAD_FAST 2<span class="p">;</span> push <span class="s1">&#39;a&#39;</span>
</span></span><span class="line"><span class="cl">  <span class="m">50</span> CALL_FUNCTION <span class="m">1</span>
</span></span><span class="line"><span class="cl">ext_pop <span class="s1">&#39;a&#39;</span>
</span></span><span class="line"><span class="cl">ext_pop &lt;built-in <span class="k">function</span> ord&gt;
</span></span><span class="line"><span class="cl">push <span class="m">97</span>
</span></span><span class="line"><span class="cl">  <span class="m">53</span> INPLACE_XOR<span class="p">;</span> pop <span class="m">97</span>
</span></span><span class="line"><span class="cl">  <span class="m">54</span> STORE_FAST 1<span class="p">;</span> pop <span class="m">98</span>
</span></span><span class="line"><span class="cl">  <span class="m">57</span> JUMP_ABSOLUTE <span class="m">35</span>
</span></span><span class="line"><span class="cl">  <span class="m">35</span> FOR_ITER 22<span class="p">;</span> push <span class="s1">&#39;b&#39;</span>
</span></span><span class="line"><span class="cl">  <span class="m">38</span> STORE_FAST 2<span class="p">;</span> pop <span class="s1">&#39;b&#39;</span>
</span></span><span class="line"><span class="cl">  <span class="m">41</span> LOAD_FAST 1<span class="p">;</span> push <span class="m">98</span>
</span></span><span class="line"><span class="cl">  <span class="m">44</span> LOAD_GLOBAL 2<span class="p">;</span> push &lt;built-in <span class="k">function</span> ord&gt;
</span></span><span class="line"><span class="cl">  <span class="m">47</span> LOAD_FAST 2<span class="p">;</span> push <span class="s1">&#39;b&#39;</span>
</span></span><span class="line"><span class="cl">  <span class="m">50</span> CALL_FUNCTION <span class="m">1</span>
</span></span><span class="line"><span class="cl">ext_pop <span class="s1">&#39;b&#39;</span>
</span></span><span class="line"><span class="cl">ext_pop &lt;built-in <span class="k">function</span> ord&gt;
</span></span><span class="line"><span class="cl">push <span class="m">98</span>
</span></span><span class="line"><span class="cl">  <span class="m">53</span> INPLACE_XOR<span class="p">;</span> pop <span class="m">98</span>
</span></span><span class="line"><span class="cl">  <span class="m">54</span> STORE_FAST 1<span class="p">;</span> pop <span class="m">0</span>
</span></span><span class="line"><span class="cl">  <span class="m">57</span> JUMP_ABSOLUTE <span class="m">35</span>
</span></span><span class="line"><span class="cl">  <span class="m">35</span> FOR_ITER 22<span class="p">;</span> pop &lt;iterator object at 0x7f871d28ca00&gt;
</span></span><span class="line"><span class="cl">  <span class="m">60</span> POP_BLOCK
</span></span><span class="line"><span class="cl">  <span class="m">61</span> LOAD_FAST 1<span class="p">;</span> push <span class="m">0</span>
</span></span><span class="line"><span class="cl">  <span class="m">64</span> LOAD_CONST 2<span class="p">;</span> push <span class="m">0</span>
</span></span><span class="line"><span class="cl">  <span class="m">67</span> COMPARE_OP <span class="m">2</span> <span class="o">(==)</span> <span class="p">;</span> pop <span class="m">0</span>
</span></span><span class="line"><span class="cl">  <span class="m">70</span> POP_JUMP_IF_FALSE 77<span class="p">;</span> pop True
</span></span><span class="line"><span class="cl">  <span class="m">73</span> LOAD_GLOBAL 3<span class="p">;</span> push True
</span></span><span class="line"><span class="cl">  <span class="m">76</span> RETURN_VALUE<span class="p">;</span> pop True
</span></span><span class="line"><span class="cl">ext_pop <span class="s1">&#39;abab&#39;</span>
</span></span><span class="line"><span class="cl">ext_pop &lt;<span class="k">function</span> validate at 0x7f871d28ded0&gt;
</span></span><span class="line"><span class="cl">push True
</span></span><span class="line"><span class="cl">  <span class="m">36</span> POP_JUMP_IF_FALSE 47<span class="p">;</span> pop True
</span></span><span class="line"><span class="cl">  <span class="m">39</span> LOAD_CONST 3<span class="p">;</span> push <span class="s1">&#39;ok&#39;</span>
</span></span><span class="line"><span class="cl">  <span class="m">42</span> LOAD_BUILD_CLASS<span class="p">;</span> pop <span class="s1">&#39;ok&#39;</span>
</span></span><span class="line"><span class="cl">ok
</span></span><span class="line"><span class="cl">	<span class="m">43</span> YIELD_FROM<span class="p">;</span>
</span></span><span class="line"><span class="cl">  <span class="m">44</span> JUMP_FORWARD <span class="m">5</span>
</span></span><span class="line"><span class="cl">  <span class="m">52</span> LOAD_CONST 5<span class="p">;</span> push None
</span></span><span class="line"><span class="cl">  <span class="m">55</span> RETURN_VALUE<span class="p">;</span> pop None</span></span></code></pre>
</div>
<p>由于是实时跟踪，因此上面的字节码是循环展开之后的。对于不熟悉的字节码，比如<code>FOR_ITER</code>等，可以辅助参考<a href="https://docs.python.org/2.7/library/dis.html" target="_blank" rel="noopener noreferrer">Python dis 模块</a>的解释加以理解。</p>
<h2 id="get-the-eth" class="headerLink">
    <a href="#get-the-eth" class="header-mark"></a>Get The ETH！</h2><p>回到我们最初的挑战，使用修改后的 trace 功能去跟踪<code>ether_v2.pyc</code>，结果如下:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
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      aria-hidden="true">
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          <p class="tw-select-none !tw-my-1">sh</p>
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      <button 
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          tw-select-none
          tw-mx-2 
          tw-hidden
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          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
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      <button 
        class="
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        aria-hidden="true"><svg class="icon"
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  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-70" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
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      tw-ease-in-out 
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      "><span class="line"><span class="cl">--------------------------------------------------------------------------------
</span></span><span class="line"><span class="cl">Python version: 2.7.16
</span></span><span class="line"><span class="cl">Magic code: 03f30d0a
</span></span><span class="line"><span class="cl">Timestamp: Fri Mar <span class="m">10</span> 21:08:20 <span class="m">2017</span>
</span></span><span class="line"><span class="cl">Size: <span class="nv">None</span>
</span></span><span class="line"><span class="cl"><span class="o">===</span> pztrace pyprotect.angelic47.com <span class="o">===</span>
</span></span><span class="line"><span class="cl">   <span class="m">0</span> JUMP_ABSOLUTE <span class="m">2764</span>
</span></span><span class="line"><span class="cl"><span class="m">2764</span> LOAD_CONST 1<span class="p">;</span> push -1
</span></span><span class="line"><span class="cl"><span class="m">2767</span> LOAD_CONST 0<span class="p">;</span> push None
</span></span><span class="line"><span class="cl"><span class="m">2770</span> IMPORT_NAME 0<span class="p">;</span> pop None
</span></span><span class="line"><span class="cl"><span class="m">2773</span> STORE_FAST 2<span class="p">;</span> pop &lt;module <span class="s1">&#39;marshal&#39;</span> <span class="o">(</span>built-in<span class="o">)</span>&gt;
</span></span><span class="line"><span class="cl"><span class="m">2776</span> LOAD_CONST 1<span class="p">;</span> push -1
</span></span><span class="line"><span class="cl"><span class="m">2779</span> LOAD_CONST 0<span class="p">;</span> push None
</span></span><span class="line"><span class="cl"><span class="m">2782</span> IMPORT_NAME 1<span class="p">;</span> pop None
</span></span><span class="line"><span class="cl"><span class="m">2785</span> STORE_FAST 3<span class="p">;</span> pop &lt;module <span class="s1">&#39;sys&#39;</span> <span class="o">(</span>built-in<span class="o">)</span>&gt;
</span></span><span class="line"><span class="cl"><span class="m">2788</span> LOAD_CONST 1<span class="p">;</span> push -1
</span></span><span class="line"><span class="cl"><span class="m">2791</span> LOAD_CONST 0<span class="p">;</span> push None
</span></span><span class="line"><span class="cl"><span class="m">2794</span> IMPORT_NAME 2<span class="p">;</span> pop None
</span></span><span class="line"><span class="cl">...</span></span></code></pre>
</div>
<p>前面一部分和之前直接使用修改过的 dis 模块反编译结果类似，只不过跳过了中间的垃圾代码。其中<code>co-&gt;co_filename</code>的名称是<code>pyprotect.angelic47.com</code>，访问一下发现正是提供 Python 加密的网页:</p>
<p><img class="tw-inline" loading="lazy" src='/img/2020-10-11-protected-python/0.png'   alt="pyprotect"  ></p>
<p>介绍上基本和前面的分析吻合，这里先把这个网站放一边，继续往下看代码。由于运行时用户输入，然后返回<code>You are too vegetable please try again!</code>，因此直接搜索此字符串:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
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      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
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          <p class="tw-select-none !tw-my-1">sh</p>
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   <div class="tw-flex">
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          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
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      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
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          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
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        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
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    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
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  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-71" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl">...
</span></span><span class="line"><span class="cl"><span class="m">6114</span> LOAD_FAST 42<span class="p">;</span> push <span class="m">154</span>
</span></span><span class="line"><span class="cl"><span class="m">6117</span> LOAD_CONST 75<span class="p">;</span> push <span class="m">154</span>
</span></span><span class="line"><span class="cl"><span class="m">6120</span> COMPARE_OP <span class="m">2</span> <span class="o">(==)</span> <span class="p">;</span> pop <span class="m">154</span>
</span></span><span class="line"><span class="cl"><span class="m">6123</span> POP_JUMP_IF_FALSE 6142<span class="p">;</span> pop True
</span></span><span class="line"><span class="cl"><span class="m">6126</span> LOAD_FAST 28<span class="p">;</span> push <span class="o">[</span><span class="s1">&#39;You are too vegetable please try again!&#39;</span><span class="o">]</span>
</span></span><span class="line"><span class="cl"><span class="m">6129</span> LOAD_ATTR <span class="m">44</span>
</span></span><span class="line"><span class="cl"><span class="m">6132</span> CALL_FUNCTION <span class="m">0</span>
</span></span><span class="line"><span class="cl">ext_pop &lt;built-in method pop of list object at 0x7f1871b1f8d0&gt;
</span></span><span class="line"><span class="cl">push <span class="s1">&#39;You are too vegetable please try again!&#39;</span>
</span></span><span class="line"><span class="cl"><span class="m">6135</span> LOAD_BUILD_CLASS<span class="p">;</span> pop <span class="s1">&#39;You are too vegetable please try again!&#39;</span>
</span></span><span class="line"><span class="cl">You are too vegetable please try again!</span></span></code></pre>
</div>
<p>这里在指令<code>6123</code>的判断中判断为<code>True</code>导致跳转到了错误提示打印的分支，反向分析该字符串的来源，如下所示:</p>
<p><img class="tw-inline" loading="lazy" src='/img/2020-10-11-protected-python/1.png'   alt="str"  ></p>
<p>该加密流程将字符串本身也在内存中解密，因此我们静态搜索无法搜到相关的字节码逻辑，解密后内存中的字符串表如下所示:</p>
<div class="code-block highlight is-closed show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">python</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.show-line-numbers]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

      <button 
        class="
          wrap-code-button
          tw-select-none 
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          group-[.is-open]:tw-block 
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        title="Toggle code wrap"><svg class="icon"
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      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
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      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-72" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span> <span class="o">-</span><span class="mi">1</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">1</span><span class="p">]:</span> <span class="kc">None</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">2</span><span class="p">]:</span> <span class="o">==--</span><span class="n">AVMPROTECTFUNCTION</span><span class="o">--==</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">3</span><span class="p">]:</span> <span class="n">bce0af39a797</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">4</span><span class="p">]:</span> <span class="mi">9</span><span class="n">d8e9bcfe8d3</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">5</span><span class="p">]:</span> <span class="n">WARNING</span><span class="err">×</span><span class="n">WARNING</span><span class="err">×</span><span class="n">WARNING</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">6</span><span class="p">]:</span> <span class="n">WARNING</span> <span class="n">WARNING</span> <span class="n">WARNING</span> <span class="n">YOU</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">7</span><span class="p">]:</span> <span class="n">Ba</span> <span class="n">Ba</span> <span class="n">Battle</span> <span class="n">You</span> <span class="n">Battle</span> <span class="n">You</span> <span class="n">Battle</span> <span class="n">You</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">8</span><span class="p">]:</span> <span class="p">(</span><span class="n">And</span> <span class="n">watch</span> <span class="n">out</span><span class="err">!</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">9</span><span class="p">]:</span> <span class="n">WARNING</span> <span class="n">WARNING</span> <span class="n">WARNING</span> <span class="n">HELL</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">10</span><span class="p">]:</span> <span class="n">Yeah</span> <span class="n">you</span> <span class="n">cannot</span> <span class="n">die</span> <span class="ow">not</span> <span class="n">at</span> <span class="n">this</span> <span class="n">time</span><span class="err">!</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">11</span><span class="p">]:</span> <span class="n">WARNING</span><span class="err">!</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">12</span><span class="p">]:</span> <span class="n">你对我有何居心呢</span><span class="err">？</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">13</span><span class="p">]:</span> <span class="n">别随意地进来啊</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">14</span><span class="p">]:</span> <span class="n">非常危险的气息</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">15</span><span class="p">]:</span> <span class="n">绝对回避不能的弹幕</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">16</span><span class="p">]:</span> <span class="n">要是小看本娘的话</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">17</span><span class="p">]:</span> <span class="n">你铁定会不停尝到BAD</span> <span class="n">END</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">18</span><span class="p">]:</span> <span class="n">你的心可是一定会</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">19</span><span class="p">]:</span> <span class="n">WARNING</span> <span class="n">WARNING</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">20</span><span class="p">]:</span> <span class="n">不得不警示警报的吧</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">21</span><span class="p">]:</span> <span class="n">Input</span> <span class="n">UR</span> <span class="n">answer</span><span class="p">:</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">22</span><span class="p">]:</span> <span class="mi">33</span><span class="n">c0691e3230d16fb434e5</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">23</span><span class="p">]:</span> <span class="mi">8</span><span class="n">ce92dc3fe708e5b81a848</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">24</span><span class="p">]:</span> <span class="n">k</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">25</span><span class="p">]:</span> <span class="mi">171</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">26</span><span class="p">]:</span> <span class="n">e</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">27</span><span class="p">]:</span> <span class="mi">44</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">28</span><span class="p">]:</span> <span class="n">y</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">29</span><span class="p">]:</span> <span class="n">You</span> <span class="n">are</span> <span class="n">too</span> <span class="n">vegetable</span> <span class="n">please</span> <span class="k">try</span> <span class="n">again</span><span class="err">!</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">30</span><span class="p">]:</span> <span class="n">Vegetable</span><span class="err">!!!</span> <span class="n">Bad</span> <span class="n">end</span><span class="err">!!!</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">31</span><span class="p">]:</span> <span class="nb">hex</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">32</span><span class="p">]:</span> <span class="n">Very</span> <span class="n">Very</span> <span class="n">Vegetable</span><span class="err">!!!</span> <span class="n">Bad</span> <span class="n">end</span><span class="err">!!!</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">33</span><span class="p">]:</span> <span class="n">base64</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">34</span><span class="p">]:</span> <span class="n">Really</span> <span class="n">Really</span> <span class="n">Vegetable</span><span class="err">!!!</span> <span class="n">Bad</span> <span class="n">end</span><span class="err">!!!</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">35</span><span class="p">]:</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">36</span><span class="p">]:</span> <span class="mi">37</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">37</span><span class="p">]:</span> <span class="n">要是下定决心就来吧</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">38</span><span class="p">]:</span> <span class="n">或许会感到兴奋</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">39</span><span class="p">]:</span> <span class="n">或是激动也说不定</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">40</span><span class="p">]:</span> <span class="n">一边感到无聊</span> <span class="n">一边吹着口哨</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">41</span><span class="p">]:</span> <span class="n">真不错呢</span> <span class="n">单纯的旋律</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">42</span><span class="p">]:</span> <span class="n">本娘还会还会还会继续上喔</span><span class="err">!</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">43</span><span class="p">]:</span> <span class="n">看好给本娘更加更加地躲开吧</span><span class="err">！</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">44</span><span class="p">]:</span> <span class="n">你有多少能耐呢</span><span class="err">？</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">45</span><span class="p">]:</span> <span class="n">对上本娘热情如火的爱</span><span class="err">？</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">46</span><span class="p">]:</span> <span class="mi">0</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">47</span><span class="p">]:</span> <span class="mi">3</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">48</span><span class="p">]:</span> <span class="mi">1</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">49</span><span class="p">]:</span> <span class="mi">2</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">50</span><span class="p">]:</span> <span class="mi">4</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">51</span><span class="p">]:</span> <span class="mi">94</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">52</span><span class="p">]:</span> <span class="mi">204</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">53</span><span class="p">]:</span> <span class="n">Burning</span><span class="err">!</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">54</span><span class="p">]:</span> <span class="n">本娘好开心</span><span class="err">!</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">55</span><span class="p">]:</span> <span class="n">不得了</span><span class="err">?</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">56</span><span class="p">]:</span> <span class="n">但是</span><span class="p">,</span> <span class="n">果然很开心吧</span><span class="err">?</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">57</span><span class="p">]:</span> <span class="o">*********************</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">58</span><span class="p">]:</span> <span class="n">再一次华丽的闪过吧</span><span class="err">!</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">59</span><span class="p">]:</span> <span class="n">看啊还有更多更多喔</span><span class="err">!</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">60</span><span class="p">]:</span> <span class="n">都给本娘确切地闪过</span><span class="err">!</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">61</span><span class="p">]:</span> <span class="mi">255</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">62</span><span class="p">]:</span> <span class="n">本娘被打进了结局</span><span class="err">！？</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">63</span><span class="p">]:</span> <span class="n">本娘可不能输</span><span class="err">!</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">64</span><span class="p">]:</span> <span class="n">虽然很不甘心</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">65</span><span class="p">]:</span> <span class="n">但是很开心</span> <span class="n">WARNING</span><span class="err">!!!</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">66</span><span class="p">]:</span> <span class="n">本娘警告你</span><span class="err">，</span><span class="n">这是你最后的机会</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">67</span><span class="p">]:</span> <span class="n">本娘超级地</span><span class="o">~</span><span class="n">危险</span><span class="err">、</span><span class="n">狂气</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">68</span><span class="p">]:</span> <span class="n">而且你无法逃避我华丽的弹幕</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">69</span><span class="p">]:</span> <span class="mi">28</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">70</span><span class="p">]:</span> <span class="mi">32</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">71</span><span class="p">]:</span> <span class="mi">12</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">72</span><span class="p">]:</span> <span class="mi">16</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">73</span><span class="p">]:</span> <span class="mi">8</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">74</span><span class="p">]:</span> <span class="mi">24</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">75</span><span class="p">]:</span> <span class="mi">20</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">76</span><span class="p">]:</span> <span class="n">M</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">77</span><span class="p">]:</span> <span class="mi">13</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">78</span><span class="p">]:</span> <span class="n">m</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">79</span><span class="p">]:</span> <span class="n">ps1q6r14s2sn8o8o1n5982rq31o33143p52337s9870snq1r0rrr9s04qr58q9n53pq187q467p0949o8803r10909p332413oo3oq914847qo0n29qo81n1s90pq0330os586rr929r34884rqo351s6660q2ss8113923n911555s62sq3p3os78039o7q024pp03r8os0083r856599095ror8pr7op04r6oq485q3s558o4n39qrpn1n43o2</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">80</span><span class="p">]:</span> <span class="n">本娘很开心</span><span class="err">!</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">81</span><span class="p">]:</span> <span class="n">Good</span><span class="err">!</span> <span class="n">But</span> <span class="n">wrong</span> <span class="n">answer</span><span class="p">,</span> <span class="n">please</span> <span class="k">try</span> <span class="n">again</span><span class="err">!</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">82</span><span class="p">]:</span> <span class="n">You</span> <span class="n">are</span> <span class="n">SUPER</span> <span class="n">Vegetable</span><span class="err">!!!</span> <span class="n">Bad</span> <span class="n">end</span><span class="err">!!!</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">83</span><span class="p">]:</span> <span class="n">Nice</span> <span class="n">job</span><span class="err">!</span> <span class="n">To</span> <span class="n">get</span> <span class="n">your</span> <span class="n">ETH</span><span class="p">,</span> <span class="n">please</span> <span class="n">use</span> <span class="n">your</span> <span class="n">answer</span> <span class="k">as</span> <span class="n">private</span> <span class="n">key</span><span class="err">!</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">84</span><span class="p">]:</span> <span class="n">If</span> <span class="n">ur</span> <span class="n">interested</span> <span class="k">with</span> <span class="n">this</span> <span class="n">Python</span><span class="o">-</span><span class="n">VirtualMachine</span> <span class="n">Protect</span><span class="p">,</span> <span class="n">please</span> <span class="n">contact</span> <span class="n">admin</span><span class="nd">@angelic47.com</span> <span class="k">for</span> <span class="n">more</span> <span class="n">technical</span> <span class="n">information</span><span class="err">!</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">85</span><span class="p">]:</span> <span class="n">不得了</span><span class="err">？</span><span class="n">但是</span><span class="err">，</span><span class="n">果然很开心吧</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">86</span><span class="p">]:</span> <span class="n">没错</span><span class="err">，</span><span class="n">现在是狂气时间</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">87</span><span class="p">]:</span> <span class="n">欢迎来到疯狂的世界</span><span class="err">!</span>
</span></span><span class="line"><span class="cl"><span class="n">s</span><span class="p">[</span><span class="mi">88</span><span class="p">]:</span> <span class="o">--</span> <span class="n">END</span> <span class="o">--</span></span></span></code></pre>
</div>
<p>注意打印日志中只输出了目前为止所运行到的代码，也就是说对于未触及的分支是不显示在其中的。为了增加覆盖率，触达新的分支，就需要改变上面的上面执行分支:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">sh</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.show-line-numbers]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

      <button 
        class="
          wrap-code-button
          tw-select-none 
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
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        title="Toggle code wrap"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M16 132h416c8.837 0 16-7.163 16-16V76c0-8.837-7.163-16-16-16H16C7.163 60 0 67.163 0 76v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16z"/></svg></button>
      
      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-73" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl"><span class="m">7092</span> LOAD_FAST 22<span class="p">;</span> push <span class="o">(</span>字符串表...<span class="o">)</span>
</span></span><span class="line"><span class="cl"><span class="m">7095</span> LOAD_FAST 32<span class="p">;</span> push <span class="m">29</span>
</span></span><span class="line"><span class="cl"><span class="m">7098</span> BINARY_SUBSCR<span class="p">;</span> pop <span class="m">29</span>
</span></span><span class="line"><span class="cl"><span class="m">7099</span> CALL_FUNCTION <span class="m">1</span>
</span></span><span class="line"><span class="cl">ext_pop <span class="s1">&#39;You are too vegetable please try again!&#39;</span></span></span></code></pre>
</div>
<p>即需要执行到这里的时候字符串表的索引不是29，进而决定前面指令中<code>STORE_FAST 32</code>的结果不能是29，……根据对输入字符串的处理，可以猜测输入的总长度需要是<strong>64字节</strong>，验证一下:</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">sh</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.show-line-numbers]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

      <button 
        class="
          wrap-code-button
          tw-select-none 
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M16 132h416c8.837 0 16-7.163 16-16V76c0-8.837-7.163-16-16-16H16C7.163 60 0 67.163 0 76v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16z"/></svg></button>
      
      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-74" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl">$ python2 ether_v2.pyc
</span></span><span class="line"><span class="cl">Input UR answer: <span class="m">1111111122222222333333334444444455555555666666667777777788888888</span>
</span></span><span class="line"><span class="cl">Good! But wrong answer, please try again!</span></span></code></pre>
</div>
<p>确实产生了不同的输出。继续往前分析，可以大概梳理出判断的逻辑，所幸关键代码不是很复杂，手动还原伪代码如下所示:</p>
<div class="code-block highlight is-closed show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">python</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.show-line-numbers]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle line numbers"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M61.77 401l17.5-20.15a19.92 19.92 0 0 0 5.07-14.19v-3.31C84.34 356 80.5 352 73 352H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8h22.83a157.41 157.41 0 0 0-11 12.31l-5.61 7c-4 5.07-5.25 10.13-2.8 14.88l1.05 1.93c3 5.76 6.29 7.88 12.25 7.88h4.73c10.33 0 15.94 2.44 15.94 9.09 0 4.72-4.2 8.22-14.36 8.22a41.54 41.54 0 0 1-15.47-3.12c-6.49-3.88-11.74-3.5-15.6 3.12l-5.59 9.31c-3.72 6.13-3.19 11.72 2.63 15.94 7.71 4.69 20.38 9.44 37 9.44 34.16 0 48.5-22.75 48.5-44.12-.03-14.38-9.12-29.76-28.73-34.88zM496 224H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-160H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16V80a16 16 0 0 0-16-16zm0 320H176a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h320a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zM16 160h64a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H64V40a8 8 0 0 0-8-8H32a8 8 0 0 0-7.14 4.42l-8 16A8 8 0 0 0 24 64h8v64H16a8 8 0 0 0-8 8v16a8 8 0 0 0 8 8zm-3.91 160H80a8 8 0 0 0 8-8v-16a8 8 0 0 0-8-8H41.32c3.29-10.29 48.34-18.68 48.34-56.44 0-29.06-25-39.56-44.47-39.56-21.36 0-33.8 10-40.46 18.75-4.37 5.59-3 10.84 2.8 15.37l8.58 6.88c5.61 4.56 11 2.47 16.12-2.44a13.44 13.44 0 0 1 9.46-3.84c3.33 0 9.28 1.56 9.28 8.75C51 248.19 0 257.31 0 304.59v4C0 316 5.08 320 12.09 320z"/></svg></button>

      <button 
        class="
          wrap-code-button
          tw-select-none 
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M16 132h416c8.837 0 16-7.163 16-16V76c0-8.837-7.163-16-16-16H16C7.163 60 0 67.163 0 76v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16z"/></svg></button>
      
      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-75" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl"><span class="ch">#!/usr/bin/env python2</span>
</span></span><span class="line"><span class="cl"><span class="o">//</span> <span class="n">pwn</span><span class="o">.</span><span class="n">py</span>
</span></span><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">base64</span>
</span></span><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">hashlib</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">flag</span> <span class="o">=</span> <span class="s1">&#39;bce0af39a7973d8efcb9e8d933c0691e3230d16fb434e5848a18b5e807ef3cd29ec8&#39;</span>
</span></span><span class="line"><span class="cl"><span class="n">flag</span> <span class="o">=</span> <span class="n">flag</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s1">&#39;hex&#39;</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="n">flag</span> <span class="o">=</span> <span class="n">base64</span><span class="o">.</span><span class="n">b64encode</span><span class="p">(</span><span class="n">flag</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span>
</span></span><span class="line"><span class="cl"><span class="c1"># vOCvOaeXPY78uejZM8BpHjIw0W+0NOWEihi16AfvPNKeyA==\n</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">pz_list</span> <span class="o">=</span> <span class="p">[]</span>
</span></span><span class="line"><span class="cl"><span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">flag</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">    <span class="n">pz_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">chr</span><span class="p">(</span><span class="nb">ord</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">^</span> <span class="mi">37</span><span class="p">))</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">flag</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">pz_list</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="c1"># &#39;SjfSjD@}u|\x12\x1dP@O\x7fh\x1dgUmOlR\x15r\x0e\x15kjr`LML\x14\x13dCSukn@\\d\x18\x18/&#39;</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">flag_1</span> <span class="o">=</span> <span class="s1">&#39;1111111122222222333333334444444455555555666666667777777788888888&#39;</span>
</span></span><span class="line"><span class="cl"><span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">flag_1</span><span class="p">)</span> <span class="o">+</span> <span class="nb">ord</span><span class="p">(</span><span class="s1">&#39;e&#39;</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mi">44</span> <span class="o">+</span> <span class="nb">ord</span><span class="p">(</span><span class="s1">&#39;y&#39;</span><span class="p">):</span>
</span></span><span class="line"><span class="cl">    <span class="nb">print</span> <span class="s1">&#39;You are too vegetable please try again!&#39;</span>
</span></span><span class="line"><span class="cl">    <span class="n">sys</span><span class="o">.</span><span class="n">exit</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="n">flag_1</span> <span class="o">=</span> <span class="n">flag_1</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s1">&#39;hex&#39;</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">ll</span> <span class="o">=</span> <span class="p">[]</span>
</span></span><span class="line"><span class="cl"><span class="k">for</span> <span class="n">l1</span><span class="p">,</span> <span class="n">llll</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">flag_1</span><span class="p">):</span>
</span></span><span class="line"><span class="cl">    <span class="k">if</span> <span class="n">l1</span> <span class="o">%</span> <span class="mi">4</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">        <span class="n">ll</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">ord</span><span class="p">(</span><span class="n">llll</span><span class="p">)</span> <span class="o">^</span> <span class="nb">ord</span><span class="p">(</span><span class="n">flag</span><span class="p">[(</span><span class="n">l1</span> <span class="o">&gt;&gt;</span> <span class="mi">4</span><span class="p">)</span> <span class="o">+</span> <span class="mi">3</span><span class="p">])</span> <span class="o">^</span> <span class="mi">204</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">    <span class="k">elif</span> <span class="n">l1</span> <span class="o">%</span> <span class="mi">4</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">        <span class="n">ll</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">ord</span><span class="p">(</span><span class="n">llll</span><span class="p">)</span> <span class="o">^</span> <span class="nb">ord</span><span class="p">(</span><span class="n">flag</span><span class="p">[(</span><span class="n">l1</span> <span class="o">&gt;&gt;</span> <span class="mi">4</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span><span class="p">])</span> <span class="o">^</span> <span class="mi">94</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">    <span class="k">elif</span> <span class="n">l1</span> <span class="o">%</span> <span class="mi">4</span> <span class="o">==</span> <span class="mi">2</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">        <span class="n">ll</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">ord</span><span class="p">(</span><span class="n">llll</span><span class="p">)</span> <span class="o">^</span> <span class="nb">ord</span><span class="p">(</span><span class="n">flag</span><span class="p">[(</span><span class="n">l1</span> <span class="o">&gt;&gt;</span> <span class="mi">4</span><span class="p">)</span> <span class="o">+</span> <span class="mi">0</span><span class="p">])</span> <span class="o">^</span> <span class="mi">171</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">    <span class="k">else</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">        <span class="n">ll</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">ord</span><span class="p">(</span><span class="n">llll</span><span class="p">)</span> <span class="o">^</span> <span class="nb">ord</span><span class="p">(</span><span class="n">flag</span><span class="p">[(</span><span class="n">l1</span> <span class="o">&gt;&gt;</span> <span class="mi">4</span><span class="p">)</span> <span class="o">+</span> <span class="mi">2</span><span class="p">])</span> <span class="o">^</span> <span class="mi">37</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="nb">print</span> <span class="n">ll</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">ll</span> <span class="o">=</span> <span class="p">[</span> <span class="n">i</span> <span class="o">^</span> <span class="mi">255</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">ll</span> <span class="p">]</span>
</span></span><span class="line"><span class="cl"><span class="nb">print</span> <span class="n">ll</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="k">def</span> <span class="nf">calc</span><span class="p">(</span><span class="n">ll</span><span class="p">,</span> <span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">,</span> <span class="n">o</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
</span></span><span class="line"><span class="cl">    <span class="n">s</span> <span class="o">=</span> <span class="n">ll</span><span class="p">[</span><span class="n">a</span><span class="p">:</span><span class="n">b</span><span class="p">]</span>
</span></span><span class="line"><span class="cl">    <span class="k">if</span> <span class="n">o</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">        <span class="n">s</span> <span class="o">=</span> <span class="n">s</span><span class="p">[::</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
</span></span><span class="line"><span class="cl">    <span class="n">ret</span> <span class="o">=</span> <span class="n">hashlib</span><span class="o">.</span><span class="n">md5</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">([</span> <span class="nb">chr</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">s</span> <span class="p">])</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span><span class="s1">&#39;hex&#39;</span><span class="p">))</span><span class="o">.</span><span class="n">hexdigest</span><span class="p">()</span>
</span></span><span class="line"><span class="cl">    <span class="nb">print</span> <span class="n">s</span><span class="p">,</span> <span class="s1">&#39;:&#39;</span><span class="p">,</span> <span class="n">ret</span>
</span></span><span class="line"><span class="cl">    <span class="k">return</span> <span class="n">ret</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">l1ll1lll</span> <span class="o">=</span> <span class="n">calc</span><span class="p">(</span><span class="n">ll</span><span class="p">,</span> <span class="mi">28</span><span class="p">,</span> <span class="mi">32</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="n">lllllll1</span> <span class="o">=</span> <span class="n">calc</span><span class="p">(</span><span class="n">ll</span><span class="p">,</span> <span class="mi">12</span><span class="p">,</span> <span class="mi">16</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="n">ll1lllll</span> <span class="o">=</span> <span class="n">calc</span><span class="p">(</span><span class="n">ll</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">8</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="n">ll1lll1l</span> <span class="o">=</span> <span class="n">calc</span><span class="p">(</span><span class="n">ll</span><span class="p">,</span> <span class="mi">24</span><span class="p">,</span> <span class="mi">28</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="n">lllll1ll</span> <span class="o">=</span> <span class="n">calc</span><span class="p">(</span><span class="n">ll</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">4</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="n">llll1lll</span> <span class="o">=</span> <span class="n">calc</span><span class="p">(</span><span class="n">ll</span><span class="p">,</span> <span class="mi">16</span><span class="p">,</span> <span class="mi">20</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="n">l1llllll</span> <span class="o">=</span> <span class="n">calc</span><span class="p">(</span><span class="n">ll</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">12</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="n">llllll1l</span> <span class="o">=</span> <span class="n">calc</span><span class="p">(</span><span class="n">ll</span><span class="p">,</span> <span class="mi">20</span><span class="p">,</span> <span class="mi">24</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">l1l11lll</span> <span class="o">=</span> <span class="n">l1ll1lll</span> <span class="o">+</span> <span class="n">lllllll1</span> <span class="o">+</span> <span class="n">ll1lllll</span> <span class="o">+</span> <span class="n">ll1lll1l</span> <span class="o">+</span> <span class="n">lllll1ll</span> <span class="o">+</span> <span class="n">llll1lll</span> <span class="o">+</span> <span class="n">l1llllll</span> <span class="o">+</span> <span class="n">llllll1l</span> 
</span></span><span class="line"><span class="cl"><span class="nb">print</span> <span class="n">l1l11lll</span> 
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">res</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span>
</span></span><span class="line"><span class="cl"><span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="n">l1l11lll</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">    <span class="n">k</span> <span class="o">=</span> <span class="n">c</span>
</span></span><span class="line"><span class="cl">    <span class="k">if</span> <span class="n">c</span><span class="o">.</span><span class="n">islower</span><span class="p">():</span>
</span></span><span class="line"><span class="cl">        <span class="k">if</span> <span class="n">c</span> <span class="o">&lt;=</span> <span class="s1">&#39;m&#39;</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">            <span class="n">k</span> <span class="o">=</span> <span class="nb">chr</span><span class="p">(</span><span class="nb">ord</span><span class="p">(</span><span class="n">c</span><span class="p">)</span> <span class="o">+</span> <span class="mi">13</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">        <span class="k">else</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">            <span class="k">pass</span>
</span></span><span class="line"><span class="cl">    <span class="k">if</span> <span class="n">c</span><span class="o">.</span><span class="n">isupper</span><span class="p">():</span>
</span></span><span class="line"><span class="cl">        <span class="k">pass</span>
</span></span><span class="line"><span class="cl">    <span class="n">res</span> <span class="o">+=</span> <span class="n">k</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="nb">print</span> <span class="n">res</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="k">if</span> <span class="n">res</span> <span class="o">!=</span> <span class="s1">&#39;ps1q6r14s2sn8o8o1n5982rq31o33143p52337s9870snq1r0rrr9s04qr58q9n53pq187q467p0949o8803r10909p332413oo3oq914847qo0n29qo81n1s90pq0330os586rr929r34884rqo351s6660q2ss8113923n911555s62sq3p3os78039o7q024pp03r8os0083r856599095ror8pr7op04r6oq485q3s558o4n39qrpn1n43o2&#39;</span><span class="p">:</span>
</span></span><span class="line"><span class="cl">    <span class="nb">print</span> <span class="s1">&#39;Good! But wrong answer, please try again!&#39;</span>
</span></span><span class="line"><span class="cl">    <span class="n">sys</span><span class="o">.</span><span class="n">exit</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="c1"># ...</span></span></span></code></pre>
</div>
<p>关键逻辑就是以下几步:</p>
<ol>
<li>首先判断输入是否为64字节；</li>
<li>将输入与一些魔术字进行异或处理；</li>
<li>将处理后的输入分为8组，每组8字节，并对每组求md5(其中16:20的组还经过了翻转，很调皮)；</li>
<li>将分别求出的MD5再次进行组合;</li>
<li>组合后的MD5再次进行一些字符串处理，最后与魔术字<code>ps1q6r14s2sn8o8o...</code>进行比较。</li>
</ol>
<p>由于每组求md5只需要8字节的求解空间，因此可以在很快的时间内进行爆破获取到原始的正确输入，最终的正确输入即是题干所给的以太坊钱包私钥。</p>
<p>以太坊的私钥长度和比特币一样是256位的随机数，其值需要小于 <code>secp256k1</code> 椭圆曲线的阶 n (值为<code>ffffffff ffffffff ffffffff fffffffe baaedce6 af48a03b bfd25e8c d0364141</code>)，可以使用 <a href="https://github.com/ethereum/go-ethereum" target="_blank" rel="noopener noreferrer">go-ethereum</a> 或者  <a href="https://github.com/ethereumjs/ethereumjs-wallet" target="_blank" rel="noopener noreferrer">ethereumjs</a> 等开源实现来生成和验证合法的钱包公私钥。</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">sh</p>
      </button>

   <div class="tw-flex">
      <button 
        class="
          line-number-button
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.show-line-numbers]:tw-text-fgColor-link 
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  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-76" 
    class="
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      "><span class="line"><span class="cl">$ cat private.key
</span></span><span class="line"><span class="cl">***********
</span></span><span class="line"><span class="cl">$ geth account import private.key
</span></span><span class="line"><span class="cl">INFO <span class="o">[</span>10-11<span class="p">|</span>20:14:07.359<span class="o">]</span> Maximum peer count                       <span class="nv">ETH</span><span class="o">=</span><span class="m">50</span> <span class="nv">LES</span><span class="o">=</span><span class="m">0</span> <span class="nv">total</span><span class="o">=</span><span class="m">50</span>
</span></span><span class="line"><span class="cl">INFO <span class="o">[</span>10-11<span class="p">|</span>20:14:07.360<span class="o">]</span> Smartcard socket not found, disabling    <span class="nv">err</span><span class="o">=</span><span class="s2">&#34;stat /run/pcscd/pcscd.comm: no such file or directory&#34;</span>
</span></span><span class="line"><span class="cl">INFO <span class="o">[</span>10-11<span class="p">|</span>20:14:07.438<span class="o">]</span> Set global gas cap                       <span class="nv">cap</span><span class="o">=</span><span class="m">25000000</span>
</span></span><span class="line"><span class="cl">Your new account is locked with a password. Please give a password. Do not forget this password.
</span></span><span class="line"><span class="cl">Password:
</span></span><span class="line"><span class="cl">Repeat password:
</span></span><span class="line"><span class="cl">Address: <span class="o">{</span>d0fe5288c5320bb898498fa45fa4f7c324e1e074<span class="o">}</span></span></span></code></pre>
</div>
<p><a href="https://etherscan.io/address/0xd0fe5288c5320bb898498fa45fa4f7c324e1e074" target="_blank" rel="noopener noreferrer">d0fe5288c5320bb898498fa45fa4f7c324e1e074</a> 正是题目所给的以太坊钱包地址，然后直接用私钥转账即可。</p>
<h2 id="小结" class="headerLink">
    <a href="#%e5%b0%8f%e7%bb%93" class="header-mark"></a>小结</h2><p>由于接触 Python 虚拟机不多，因此在阅读理解字节码上颇为花费了一点时间。从加固的代码模式来看，该加固工具应该是自己实现并维护了一个用户态的虚拟机，名为<code>AVMP</code>，确实是可以比较有效地防止无脑逆向工程，提高逆向难度。只不过由于 Python 的解释性特性使得代码加固很难得到有效混淆，因此一般商业化的 Python 加固都是直接将深度定制的 Python 解释器一起打包作为输出，不兼容标准解释器。值得一提的是，该 Python 虚拟机加固还实现了变量混淆、反调试等功能，完成度可以说相当高了；另外其作者自称47娘 (angelic47)，似乎还是个女生，真是巾帼不让须眉啊。</p>
<h1 id="后记" class="headerLink">
    <a href="#%e5%90%8e%e8%ae%b0" class="header-mark"></a>后记</h1><p>虚拟机加固(VMP)是当今很常见的一种代码保护方案，不管是 X86 机器码(汇编)，安卓的 DEX 字节码还是 Python 字节码，其本质上是从处理器中抢活干，自身在用户空间实现代码执行的状态机，有的还自己实现一套中间指令集。正如伟人所说 —— 世上本没有 VMP，对抗得深了，自然就成了 VMP。</p>
<h1 id="links" class="headerLink">
    <a href="#links" class="header-mark"></a>LINKS</h1><ul>
<li><a href="https://gist.github.com/stecman/3751ac494795164efa82a683130cabe5" target="_blank" rel="noopener noreferrer">https://gist.github.com/stecman/3751ac494795164efa82a683130cabe5</a></li>
<li><a href="https://0xec.blogspot.com/2017/03/hacking-cpython-virtual-machine-to.html" target="_blank" rel="noopener noreferrer">https://0xec.blogspot.com/2017/03/hacking-cpython-virtual-machine-to.html</a></li>
<li><a href="https://rushter.com/blog/python-bytecode-patch/" target="_blank" rel="noopener noreferrer">https://rushter.com/blog/python-bytecode-patch/</a></li>
<li><a href="https://towardsdatascience.com/understanding-python-bytecode-e7edaae8734d" target="_blank" rel="noopener noreferrer">https://towardsdatascience.com/understanding-python-bytecode-e7edaae8734d</a></li>
<li><a href="https://opensource.com/article/18/4/introduction-python-bytecode" target="_blank" rel="noopener noreferrer">https://opensource.com/article/18/4/introduction-python-bytecode</a></li>
<li><a href="https://bits.theorem.co/protecting-a-python-codebase-part-3/" target="_blank" rel="noopener noreferrer">https://bits.theorem.co/protecting-a-python-codebase-part-3/</a></li>
<li><a href="https://etherscan.io/address/0xd0fe5288c5320bb898498fa45fa4f7c324e1e074" target="_blank" rel="noopener noreferrer">https://etherscan.io/address/0xd0fe5288c5320bb898498fa45fa4f7c324e1e074</a></li>
<li><a href="https://www.reddit.com/r/ethereum/comments/3gbhui/how_do_i_generate_an_eth_private_key/" target="_blank" rel="noopener noreferrer">https://www.reddit.com/r/ethereum/comments/3gbhui/how_do_i_generate_an_eth_private_key/</a></li>
<li><a href="https://walletgenerator.net/?culture=zh&amp;currency=bitcoin#" target="_blank" rel="noopener noreferrer">https://walletgenerator.net/?culture=zh&currency=bitcoin#</a></li>
<li><a href="https://evilpan.com/2020/05/17/ec-crypto/" target="_blank" rel="noopener noreferrer">椭圆曲线加密与NSA后门考古</a></li>
</ul>]]></description>
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