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<?xml version="1.0" encoding="utf-8" standalone="yes"?>
<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom">
<channel>
<title>cengdong的技术博客</title>
<link>https://www.cengdong.store/</link>
<description>Recent content on cengdong的技术博客</description>
<generator>Hugo -- gohugo.io</generator>
<language>zh-cn</language>
<copyright>Cengdong</copyright>
<lastBuildDate>Sun, 16 Mar 2025 22:40:28 +0800</lastBuildDate><atom:link href="https://www.cengdong.store/index.xml" rel="self" type="application/rss+xml" /><item>
<title>【UIAutomation】AI驱动的UI自动化工具midscene</title>
<link>https://www.cengdong.store/p/uiautomationai%E9%A9%B1%E5%8A%A8%E7%9A%84ui%E8%87%AA%E5%8A%A8%E5%8C%96%E5%B7%A5%E5%85%B7midscene/</link>
<pubDate>Sun, 16 Mar 2025 22:40:28 +0800</pubDate>
<guid>https://www.cengdong.store/p/uiautomationai%E9%A9%B1%E5%8A%A8%E7%9A%84ui%E8%87%AA%E5%8A%A8%E5%8C%96%E5%B7%A5%E5%85%B7midscene/</guid>
<description><h2 id="介绍">介绍
</h2><p>Midscene.js 是一个由 AI 驱动的 UI 自动化测试框架,旨在通过自然语言交互简化测试流程,支持动作执行、数据查询和页面断言,并生成可视化报告。</p>
<p>github 地址:<a class="link" href="https://github.com/web-infra-dev/midscene" target="_blank" rel="noopener"
>https://github.com/web-infra-dev/midscene</a></p>
<h2 id="传统-ui-自动化测试的局限性">传统 UI 自动化测试的局限性
</h2><h3 id="测试脚本编写与维护难点">测试脚本编写与维护难点
</h3><ul>
<li>学习特定框架事件语法</li>
<li>selector 选择器问题
<ul>
<li>难以对抗页面变化</li>
<li>需要侵入业务代码</li>
</ul>
</li>
<li>页面信息提取困难</li>
<li>测试脚本可读性/可维护性差</li>
<li>报告可读性差</li>
</ul>
<h3 id="视觉检查">视觉检查
</h3><ul>
<li>白屏检查困难(监测 dom 渲染变化不稳定)</li>
<li>样式错乱(依赖人工视觉检查)</li>
</ul>
<h2 id="midscene-基于-ai-多模态的测试框架">midscene 基于 AI 多模态的测试框架
</h2><ul>
<li>让 UI 自动化测试脚本变得更容易编写、更易维护</li>
<li>对传统 E2E 工具和人工 QA 带来变革</li>
</ul>
<h3 id="产品形态">产品形态
</h3><ul>
<li>浏览器插件(自然语言)</li>
<li>与测试框架集成(playwright、puppeteer)</li>
<li>cli(yaml 文件)</li>
</ul>
<h3 id="与传统-ui-自动化测试框架对比">与传统 UI 自动化测试框架对比
</h3><table>
<thead>
<tr>
<th></th>
<th>传统 UI 自动化测试</th>
<th>多模态 AI 自动化测试</th>
</tr>
</thead>
<tbody>
<tr>
<td>可维护性</td>
<td>🌟</td>
<td>🌟 🌟 🌟 🌟 🌟</td>
</tr>
<tr>
<td>可读性</td>
<td>🌟 🌟</td>
<td>🌟 🌟 🌟 🌟</td>
</tr>
<tr>
<td>开发成本</td>
<td>🌟 🌟 🌟 🌟 🌟</td>
<td>🌟</td>
</tr>
<tr>
<td>开发体验</td>
<td>🌟</td>
<td>🌟 🌟 🌟 🌟 🌟</td>
</tr>
<tr>
<td>视觉检查能力</td>
<td>🌟</td>
<td>🌟 🌟 🌟 🌟 🌟</td>
</tr>
</tbody>
</table>
<h3 id="常用-api">常用 api
</h3><h4 id="agentai--agentaiaction">agent.ai() / agent.aiAction()
</h4><div class="highlight"><div class="chroma">
<table class="lntable"><tr><td class="lntd">
<pre tabindex="0" class="chroma"><code><span class="lnt">1
</span><span class="lnt">2
</span></code></pre></td>
<td class="lntd">
<pre tabindex="0" class="chroma"><code class="language-javascript" data-lang="javascript"><span class="line"><span class="cl"><span class="kd">function</span> <span class="nx">aiAction</span><span class="p">(</span><span class="nx">steps</span><span class="o">:</span> <span class="nx">string</span><span class="p">)</span><span class="o">:</span> <span class="nb">Promise</span><span class="o">&lt;</span><span class="k">void</span><span class="o">&gt;</span><span class="p">;</span>
</span></span><span class="line"><span class="cl"><span class="kd">function</span> <span class="nx">ai</span><span class="p">(</span><span class="nx">steps</span><span class="o">:</span> <span class="nx">string</span><span class="p">)</span><span class="o">:</span> <span class="nb">Promise</span><span class="o">&lt;</span><span class="k">void</span><span class="o">&gt;</span><span class="p">;</span> <span class="c1">// shorthand form
</span></span></span></code></pre></td></tr></table>
</div>
</div><p>Examples:</p>
<div class="highlight"><div class="chroma">
<table class="lntable"><tr><td class="lntd">
<pre tabindex="0" class="chroma"><code><span class="lnt"> 1
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</span></code></pre></td>
<td class="lntd">
<pre tabindex="0" class="chroma"><code class="language-javascript" data-lang="javascript"><span class="line"><span class="cl"><span class="c1">// Basic usage
</span></span></span><span class="line"><span class="cl"><span class="c1"></span><span class="kr">await</span> <span class="nx">agent</span><span class="p">.</span><span class="nx">aiAction</span><span class="p">(</span>
</span></span><span class="line"><span class="cl"> <span class="s1">&#39;Type &#34;JavaScript&#34; into the search box, then click the search button&#39;</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="c1">// Using the shorthand .ai form
</span></span></span><span class="line"><span class="cl"><span class="c1"></span><span class="kr">await</span> <span class="nx">agent</span><span class="p">.</span><span class="nx">ai</span><span class="p">(</span>
</span></span><span class="line"><span class="cl"> <span class="s1">&#39;Click the login button at the top of the page, then enter &#34;[email protected]&#34; in the username field&#39;</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="c1">// Complex example of target-oriented prompts from the ui-tars model
</span></span></span><span class="line"><span class="cl"><span class="c1">// Other models recommend writing the execution steps for each step
</span></span></span><span class="line"><span class="cl"><span class="c1"></span><span class="kr">await</span> <span class="nx">agent</span><span class="p">.</span><span class="nx">aiAction</span><span class="p">(</span><span class="sb">`
</span></span></span><span class="line"><span class="cl"><span class="sb"> 1. Scroll to the product list
</span></span></span><span class="line"><span class="cl"><span class="sb"> 2. Locate the &#34;Sauce Labs Backpack&#34; item
</span></span></span><span class="line"><span class="cl"><span class="sb"> 3. Click its &#34;Add to cart&#34; button
</span></span></span><span class="line"><span class="cl"><span class="sb"> 4. Wait for the shopping cart icon to update
</span></span></span><span class="line"><span class="cl"><span class="sb">`</span><span class="p">)</span>
</span></span></code></pre></td></tr></table>
</div>
</div><h4 id="agentaiquery">agent.aiQuery()
</h4><div class="highlight"><div class="chroma">
<table class="lntable"><tr><td class="lntd">
<pre tabindex="0" class="chroma"><code><span class="lnt">1
</span></code></pre></td>
<td class="lntd">
<pre tabindex="0" class="chroma"><code class="language-javascript" data-lang="javascript"><span class="line"><span class="cl"><span class="kd">function</span> <span class="nx">aiQuery</span><span class="o">&lt;</span><span class="nx">T</span><span class="o">&gt;</span><span class="p">(</span><span class="nx">dataShape</span><span class="o">:</span> <span class="nx">string</span> <span class="o">|</span> <span class="nb">Object</span><span class="p">)</span><span class="o">:</span> <span class="nb">Promise</span><span class="o">&lt;</span><span class="nx">T</span><span class="o">&gt;</span><span class="p">;</span>
</span></span></code></pre></td></tr></table>
</div>
</div><p>Examples:</p>
<div class="highlight"><div class="chroma">
<table class="lntable"><tr><td class="lntd">
<pre tabindex="0" class="chroma"><code><span class="lnt"> 1
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<td class="lntd">
<pre tabindex="0" class="chroma"><code class="language-javascript" data-lang="javascript"><span class="line"><span class="cl"><span class="kr">const</span> <span class="nx">dataA</span> <span class="o">=</span> <span class="kr">await</span> <span class="nx">agent</span><span class="p">.</span><span class="nx">aiQuery</span><span class="p">({</span>
</span></span><span class="line"><span class="cl"> <span class="nx">time</span><span class="o">:</span> <span class="s1">&#39;The date and time displayed in the top-left corner as a string&#39;</span><span class="p">,</span>
</span></span><span class="line"><span class="cl"> <span class="nx">userInfo</span><span class="o">:</span> <span class="s1">&#39;User information in the format {name: string}&#39;</span><span class="p">,</span>
</span></span><span class="line"><span class="cl"> <span class="nx">tableFields</span><span class="o">:</span> <span class="s1">&#39;An array of table field names, string[]&#39;</span><span class="p">,</span>
</span></span><span class="line"><span class="cl"> <span class="nx">tableDataRecord</span><span class="o">:</span>
</span></span><span class="line"><span class="cl"> <span class="s1">&#39;Table records in the format {id: string, [fieldName]: string}[]&#39;</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="c1">// You can also describe the expected return format using a string:
</span></span></span><span class="line"><span class="cl"><span class="c1"></span>
</span></span><span class="line"><span class="cl"><span class="c1">// dataB will be an array of strings
</span></span></span><span class="line"><span class="cl"><span class="c1"></span><span class="kr">const</span> <span class="nx">dataB</span> <span class="o">=</span> <span class="kr">await</span> <span class="nx">agent</span><span class="p">.</span><span class="nx">aiQuery</span><span class="p">(</span><span class="s1">&#39;string[], list of task names&#39;</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="c1">// dataC will be an array of objects
</span></span></span><span class="line"><span class="cl"><span class="c1"></span><span class="kr">const</span> <span class="nx">dataC</span> <span class="o">=</span> <span class="kr">await</span> <span class="nx">agent</span><span class="p">.</span><span class="nx">aiQuery</span><span class="p">(</span>
</span></span><span class="line"><span class="cl"> <span class="s1">&#39;{name: string, age: string}[], table data records&#39;</span>
</span></span><span class="line"><span class="cl"><span class="p">)</span>
</span></span></code></pre></td></tr></table>
</div>
</div><h4 id="agentaiassert">agent.aiAssert()
</h4><div class="highlight"><div class="chroma">
<table class="lntable"><tr><td class="lntd">
<pre tabindex="0" class="chroma"><code><span class="lnt">1
</span></code></pre></td>
<td class="lntd">
<pre tabindex="0" class="chroma"><code class="language-javascript" data-lang="javascript"><span class="line"><span class="cl"><span class="kd">function</span> <span class="nx">aiAssert</span><span class="p">(</span><span class="nx">assertion</span><span class="o">:</span> <span class="nx">string</span><span class="p">,</span> <span class="nx">errorMsg</span><span class="o">?:</span> <span class="nx">string</span><span class="p">)</span><span class="o">:</span> <span class="nb">Promise</span><span class="o">&lt;</span><span class="k">void</span><span class="o">&gt;</span><span class="p">;</span>
</span></span></code></pre></td></tr></table>
</div>
</div><p>Example:</p>
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<pre tabindex="0" class="chroma"><code><span class="lnt">1
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<pre tabindex="0" class="chroma"><code class="language-javascript" data-lang="javascript"><span class="line"><span class="cl"><span class="kr">await</span> <span class="nx">agent</span><span class="p">.</span><span class="nx">aiAssert</span><span class="p">(</span><span class="s1">&#39;The price of &#34;Sauce Labs Onesie&#34; is 7.99&#39;</span><span class="p">)</span>
</span></span></code></pre></td></tr></table>
</div>
</div></description>
</item>
<item>
<title>【Python】Python正则表达式re模块</title>
<link>https://www.cengdong.store/p/pythonpython%E6%AD%A3%E5%88%99%E8%A1%A8%E8%BE%BE%E5%BC%8Fre%E6%A8%A1%E5%9D%97/</link>
<pubDate>Sat, 15 Mar 2025 22:43:13 +0800</pubDate>
<guid>https://www.cengdong.store/p/pythonpython%E6%AD%A3%E5%88%99%E8%A1%A8%E8%BE%BE%E5%BC%8Fre%E6%A8%A1%E5%9D%97/</guid>
<description><h2 id="介绍">介绍
</h2><p>Python 正则表达式(Regular Expression,简称 regex)是一种强大的文本处理工具,主要用于字符串匹配、查找、替换和分割。Python 的 re 模块提供了对正则表达式的支持。</p>
<h2 id="导入-re-模块">导入 re 模块
</h2><p>在 Python 中使用正则表达式时,需要先导入 re 模块:</p>
<div class="highlight"><div class="chroma">
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<pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">re</span>
</span></span></code></pre></td></tr></table>
</div>
</div><h2 id="正则表达式基本语法">正则表达式基本语法
</h2><p>正则表达式使用特殊字符(元字符 metacharacters)来定义匹配模式。</p>
<table>
<thead>
<tr>
<th>符号</th>
<th>说明</th>
<th>示例</th>
</tr>
</thead>
<tbody>
<tr>
<td><code>.</code></td>
<td>匹配任意字符(除换行符)</td>
<td><code>a.c</code> 可匹配 <code>abc</code>, <code>a+c</code></td>
</tr>
<tr>
<td><code>^</code></td>
<td>匹配字符串开头</td>
<td><code>^Hello</code> 匹配 <code>&quot;Hello world&quot;</code></td>
</tr>
<tr>
<td><code>$</code></td>
<td>匹配字符串结尾</td>
<td><code>end$</code> 匹配 <code>&quot;the end&quot;</code></td>
</tr>
<tr>
<td><code>*</code></td>
<td>匹配前一个字符 0 次或多次</td>
<td><code>ab*c</code> 匹配 <code>&quot;ac&quot;</code>, <code>&quot;abc&quot;</code></td>
</tr>
<tr>
<td><code>+</code></td>
<td>匹配前一个字符 1 次或多次</td>
<td><code>ab+c</code> 匹配 <code>&quot;abc&quot;</code>, <code>&quot;abbc&quot;</code></td>
</tr>
<tr>
<td><code>?</code></td>
<td>匹配前一个字符 0 或 1 次</td>
<td><code>ab?c</code> 匹配 <code>&quot;ac&quot;</code>, <code>&quot;abc&quot;</code></td>
</tr>
<tr>
<td><code>{n}</code></td>
<td>匹配前一个字符 n 次</td>
<td><code>a{3}</code> 匹配 <code>&quot;aaa&quot;</code></td>
</tr>
<tr>
<td><code>{n,}</code></td>
<td>至少匹配 n 次</td>
<td><code>a{2,}</code> 匹配 <code>&quot;aa&quot;</code>, <code>&quot;aaa&quot;</code></td>
</tr>
<tr>
<td><code>{n,m}</code></td>
<td>匹配 n 到 m 次</td>
<td><code>a{2,4}</code> 匹配 <code>&quot;aa&quot;</code>, <code>&quot;aaa&quot;</code></td>
</tr>
<tr>
<td><code>[]</code></td>
<td>匹配字符类中的任意字符</td>
<td><code>[aeiou]</code> 匹配任何元音字母</td>
</tr>
<tr>
<td><code>\d</code></td>
<td>匹配数字(0-9)</td>
<td><code>\d+</code> 匹配 <code>&quot;123&quot;</code>, <code>&quot;456&quot;</code></td>
</tr>
<tr>
<td><code>\D</code></td>
<td>匹配非数字</td>
<td><code>\D+</code> 匹配 <code>&quot;abc&quot;</code></td>
</tr>
</tbody>
</table>
<h2 id="常用预定义字符集">常用预定义字符集
</h2><table>
<thead>
<tr>
<th>符号</th>
<th>作用</th>
<th>示例</th>
</tr>
</thead>
<tbody>
<tr>
<td><code>\d</code></td>
<td>匹配 <strong>数字</strong>(0-9)</td>
<td><code>\d+</code> 匹配 <code>&quot;123&quot;</code>, <code>&quot;456&quot;</code></td>
</tr>
<tr>
<td><code>\D</code></td>
<td>匹配 <strong>非数字</strong></td>
<td><code>\D+</code> 匹配 <code>&quot;abc&quot;</code>, <code>&quot;hello&quot;</code></td>
</tr>
<tr>
<td><code>\w</code></td>
<td>匹配 <strong>单词字符</strong>(字母、数字、下划线)</td>
<td><code>\w+</code> 匹配 <code>&quot;hello_123&quot;</code></td>
</tr>
<tr>
<td><code>\W</code></td>
<td>匹配 <strong>非单词字符</strong></td>
<td><code>\W+</code> 匹配 <code>&quot;,.!@&quot;</code></td>
</tr>
<tr>
<td><code>\s</code></td>
<td>匹配 <strong>空白字符</strong>(空格、制表符 <code>\t</code>、换行 <code>\n</code>)</td>
<td><code>\s+</code> 匹配 <code>&quot; &quot;</code></td>
</tr>
<tr>
<td><code>\S</code></td>
<td>匹配 <strong>非空白字符</strong></td>
<td><code>\S+</code> 匹配 <code>&quot;hello&quot;</code></td>
</tr>
</tbody>
</table>
<h2 id="re-模块的常用函数">re 模块的常用函数
</h2><h3 id="rematch---从字符串开头开始匹配">re.match() - 从字符串开头开始匹配
</h3><div class="highlight"><div class="chroma">
<table class="lntable"><tr><td class="lntd">
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<pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">re</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">pattern</span> <span class="o">=</span> <span class="sa">r</span><span class="s2">&#34;hello&#34;</span>
</span></span><span class="line"><span class="cl"><span class="n">text</span> <span class="o">=</span> <span class="s2">&#34;hello world&#34;</span>
</span></span><span class="line"><span class="cl"><span class="k">match</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="k">match</span><span class="p">(</span><span class="n">pattern</span><span class="p">,</span> <span class="n">text</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="k">match</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;匹配成功:&#34;</span><span class="p">,</span> <span class="k">match</span><span class="o">.</span><span class="n">group</span><span class="p">())</span> <span class="c1"># 输出: hello</span>
</span></span></code></pre></td></tr></table>
</div>
</div><h3 id="research---搜索整个字符串">re.search() - 搜索整个字符串
</h3><div class="highlight"><div class="chroma">
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<pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">re</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">pattern</span> <span class="o">=</span> <span class="sa">r</span><span class="s2">&#34;world&#34;</span>
</span></span><span class="line"><span class="cl"><span class="n">text</span> <span class="o">=</span> <span class="s2">&#34;hello world&#34;</span>
</span></span><span class="line"><span class="cl"><span class="n">search_result</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="n">pattern</span><span class="p">,</span> <span class="n">text</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">search_result</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;匹配成功:&#34;</span><span class="p">,</span> <span class="n">search_result</span><span class="o">.</span><span class="n">group</span><span class="p">())</span> <span class="c1"># 输出: world</span>
</span></span></code></pre></td></tr></table>
</div>
</div><h3 id="refindall---返回所有匹配项的列表">re.findall() - 返回所有匹配项的列表
</h3><div class="highlight"><div class="chroma">
<table class="lntable"><tr><td class="lntd">
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<pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">re</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">pattern</span> <span class="o">=</span> <span class="sa">r</span><span class="s2">&#34;\d+&#34;</span>
</span></span><span class="line"><span class="cl"><span class="n">text</span> <span class="o">=</span> <span class="s2">&#34;订单编号 12345,金额 67890&#34;</span>
</span></span><span class="line"><span class="cl"><span class="n">matches</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">findall</span><span class="p">(</span><span class="n">pattern</span><span class="p">,</span> <span class="n">text</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="n">matches</span><span class="p">)</span> <span class="c1"># 输出: [&#39;12345&#39;, &#39;67890&#39;]</span>
</span></span></code></pre></td></tr></table>
</div>
</div><h3 id="refinditer---返回所有匹配项的迭代器">re.finditer() - 返回所有匹配项的迭代器
</h3><div class="highlight"><div class="chroma">
<table class="lntable"><tr><td class="lntd">
<pre tabindex="0" class="chroma"><code><span class="lnt"> 1
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<pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">re</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">pattern</span> <span class="o">=</span> <span class="sa">r</span><span class="s2">&#34;\d+&#34;</span>
</span></span><span class="line"><span class="cl"><span class="n">text</span> <span class="o">=</span> <span class="s2">&#34;订单编号 12345,金额 67890&#34;</span>
</span></span><span class="line"><span class="cl"><span class="n">matches</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">finditer</span><span class="p">(</span><span class="n">pattern</span><span class="p">,</span> <span class="n">text</span><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="k">match</span> <span class="ow">in</span> <span class="n">matches</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;匹配项:&#34;</span><span class="p">,</span> <span class="k">match</span><span class="o">.</span><span class="n">group</span><span class="p">())</span>
</span></span><span class="line"><span class="cl"><span class="c1"># 输出:</span>
</span></span><span class="line"><span class="cl"><span class="c1"># 匹配项: 12345</span>
</span></span><span class="line"><span class="cl"><span class="c1"># 匹配项: 67890</span>
</span></span></code></pre></td></tr></table>
</div>
</div><h3 id="resub---替换匹配项">re.sub() - 替换匹配项
</h3><div class="highlight"><div class="chroma">
<table class="lntable"><tr><td class="lntd">
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<pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">re</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">pattern</span> <span class="o">=</span> <span class="sa">r</span><span class="s2">&#34;\d+&#34;</span>
</span></span><span class="line"><span class="cl"><span class="n">text</span> <span class="o">=</span> <span class="s2">&#34;价格 100 元&#34;</span>
</span></span><span class="line"><span class="cl"><span class="n">new_text</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="n">pattern</span><span class="p">,</span> <span class="s2">&#34;200&#34;</span><span class="p">,</span> <span class="n">text</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="n">new_text</span><span class="p">)</span> <span class="c1"># 输出: 价格 200 元</span>
</span></span></code></pre></td></tr></table>
</div>
</div><h3 id="resplit---根据匹配项分割字符串">re.split() - 根据匹配项分割字符串
</h3><div class="highlight"><div class="chroma">
<table class="lntable"><tr><td class="lntd">
<pre tabindex="0" class="chroma"><code><span class="lnt">1
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<pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">re</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">pattern</span> <span class="o">=</span> <span class="sa">r</span><span class="s2">&#34;\s+&#34;</span>
</span></span><span class="line"><span class="cl"><span class="n">text</span> <span class="o">=</span> <span class="s2">&#34;Hello world Python&#34;</span>
</span></span><span class="line"><span class="cl"><span class="n">split_text</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="n">pattern</span><span class="p">,</span> <span class="n">text</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="n">split_text</span><span class="p">)</span> <span class="c1"># 输出: [&#39;Hello&#39;, &#39;world&#39;, &#39;Python&#39;]</span>
</span></span></code></pre></td></tr></table>
</div>
</div><h3 id="使用-recompile-提高性能">使用 re.compile() 提高性能
</h3><p>re.compile() 可以预编译正则表达式,提高匹配效率,适用于需要重复匹配的情况。</p>
<div class="highlight"><div class="chroma">
<table class="lntable"><tr><td class="lntd">
<pre tabindex="0" class="chroma"><code><span class="lnt">1
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<pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">re</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">pattern</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="sa">r</span><span class="s2">&#34;\d+&#34;</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="n">text</span> <span class="o">=</span> <span class="s2">&#34;订单编号 12345,金额 67890&#34;</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="c1"># 复用编译后的正则表达式</span>
</span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="n">pattern</span><span class="o">.</span><span class="n">findall</span><span class="p">(</span><span class="n">text</span><span class="p">))</span> <span class="c1"># 输出: [&#39;12345&#39;, &#39;67890&#39;]</span>
</span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="n">pattern</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="s2">&#34;X&#34;</span><span class="p">,</span> <span class="n">text</span><span class="p">))</span> <span class="c1"># 输出: 订单编号 X,金额 X</span>
</span></span></code></pre></td></tr></table>
</div>
</div><h3 id="贪婪匹配与非贪婪匹配">贪婪匹配与非贪婪匹配
</h3><p>默认情况下,正则表达式是贪婪匹配(匹配尽可能多的字符)。</p>
<div class="highlight"><div class="chroma">
<table class="lntable"><tr><td class="lntd">
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<pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="kn">import</span> <span class="nn">re</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">text</span> <span class="o">=</span> <span class="s1">&#39;&lt;div&gt;Hello&lt;/div&gt;&lt;div&gt;World&lt;/div&gt;&#39;</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="c1"># 贪婪匹配(匹配最大可能的部分)</span>
</span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">findall</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;&lt;div&gt;.*&lt;/div&gt;&#39;</span><span class="p">,</span> <span class="n">text</span><span class="p">))</span>
</span></span><span class="line"><span class="cl"><span class="c1"># 输出: [&#39;&lt;div&gt;Hello&lt;/div&gt;&lt;div&gt;World&lt;/div&gt;&#39;]</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="c1"># 非贪婪匹配(匹配最小可能的部分)</span>
</span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">findall</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;&lt;div&gt;.*?&lt;/div&gt;&#39;</span><span class="p">,</span> <span class="n">text</span><span class="p">))</span>
</span></span><span class="line"><span class="cl"><span class="c1"># 输出: [&#39;&lt;div&gt;Hello&lt;/div&gt;&#39;, &#39;&lt;div&gt;World&lt;/div&gt;&#39;]</span>
</span></span></code></pre></td></tr></table>
</div>
</div></description>
</item>
<item>
<title>【Python】Python枚举Enum</title>
<link>https://www.cengdong.store/p/pythonpython%E6%9E%9A%E4%B8%BEenum/</link>
<pubDate>Fri, 14 Mar 2025 22:51:42 +0800</pubDate>
<guid>https://www.cengdong.store/p/pythonpython%E6%9E%9A%E4%B8%BEenum/</guid>
<description><h2 id="介绍">介绍
</h2><p>在 Python 中,Enum(枚举)是一种用于定义一组命名常量的类。它可以提高代码的可读性,防止使用魔法数字(magic numbers),并确保变量的值只能是预定义的选项之一。</p>
<h2 id="定义-enum">定义 Enum
</h2><p>Python 提供了 enum 模块,可以用 Enum 类来定义枚举:</p>
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<pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="kn">from</span> <span class="nn">enum</span> <span class="kn">import</span> <span class="n">Enum</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="k">class</span> <span class="nc">Color</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
</span></span><span class="line"><span class="cl"> <span class="n">RED</span> <span class="o">=</span> <span class="mi">1</span>
</span></span><span class="line"><span class="cl"> <span class="n">GREEN</span> <span class="o">=</span> <span class="mi">2</span>
</span></span><span class="line"><span class="cl"> <span class="n">BLUE</span> <span class="o">=</span> <span class="mi">3</span>
</span></span></code></pre></td></tr></table>
</div>
</div><p>访问枚举成员</p>
<div class="highlight"><div class="chroma">
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<pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="n">Color</span><span class="o">.</span><span class="n">RED</span><span class="p">)</span> <span class="c1"># Color.RED</span>
</span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="n">Color</span><span class="o">.</span><span class="n">RED</span><span class="o">.</span><span class="n">name</span><span class="p">)</span> <span class="c1"># RED</span>
</span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="n">Color</span><span class="o">.</span><span class="n">RED</span><span class="o">.</span><span class="n">value</span><span class="p">)</span> <span class="c1"># 1</span>
</span></span></code></pre></td></tr></table>
</div>
</div><h2 id="遍历枚举">遍历枚举
</h2><p>可以使用 for 循环遍历枚举:</p>
<div class="highlight"><div class="chroma">
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<pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="k">for</span> <span class="n">color</span> <span class="ow">in</span> <span class="n">Color</span><span class="p">:</span>
</span></span><span class="line"><span class="cl"> <span class="nb">print</span><span class="p">(</span><span class="n">color</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">color</span><span class="o">.</span><span class="n">value</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="c1"># RED 1</span>
</span></span><span class="line"><span class="cl"><span class="c1"># GREEN 2</span>
</span></span><span class="line"><span class="cl"><span class="c1"># BLUE 3</span>
</span></span></code></pre></td></tr></table>
</div>
</div><h2 id="成员比较">成员比较
</h2><p>可以使用 is 或 == 进行比较:</p>
<div class="highlight"><div class="chroma">
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<pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="k">if</span> <span class="n">Color</span><span class="o">.</span><span class="n">RED</span> <span class="ow">is</span> <span class="n">Color</span><span class="o">.</span><span class="n">RED</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;Same member&#34;</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">Color</span><span class="o">.</span><span class="n">RED</span> <span class="o">==</span> <span class="n">Color</span><span class="p">(</span><span class="mi">1</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;Same value&#34;</span><span class="p">)</span>
</span></span></code></pre></td></tr></table>
</div>
</div><h2 id="枚举的唯一性">枚举的唯一性
</h2><p>默认情况下,枚举成员的值可以重复,但可以使用 @unique 装饰器强制唯一:</p>
<div class="highlight"><div class="chroma">
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<pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="kn">from</span> <span class="nn">enum</span> <span class="kn">import</span> <span class="n">Enum</span><span class="p">,</span> <span class="n">unique</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="nd">@unique</span>
</span></span><span class="line"><span class="cl"><span class="k">class</span> <span class="nc">UniqueColor</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
</span></span><span class="line"><span class="cl"> <span class="n">RED</span> <span class="o">=</span> <span class="mi">1</span>
</span></span><span class="line"><span class="cl"> <span class="n">GREEN</span> <span class="o">=</span> <span class="mi">2</span>
</span></span><span class="line"><span class="cl"> <span class="n">BLUE</span> <span class="o">=</span> <span class="mi">3</span>
</span></span><span class="line"><span class="cl"> <span class="c1"># YELLOW = 1 # 这行会报错 / This line will cause an error</span>
</span></span></code></pre></td></tr></table>
</div>
</div><h2 id="自动赋值枚举">自动赋值枚举
</h2><div class="highlight"><div class="chroma">
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<pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="kn">from</span> <span class="nn">enum</span> <span class="kn">import</span> <span class="n">Enum</span><span class="p">,</span> <span class="n">auto</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="k">class</span> <span class="nc">AutoColor</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
</span></span><span class="line"><span class="cl"> <span class="n">RED</span> <span class="o">=</span> <span class="n">auto</span><span class="p">()</span>
</span></span><span class="line"><span class="cl"> <span class="n">GREEN</span> <span class="o">=</span> <span class="n">auto</span><span class="p">()</span>
</span></span><span class="line"><span class="cl"> <span class="n">BLUE</span> <span class="o">=</span> <span class="n">auto</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="p">(</span><span class="n">AutoColor</span><span class="o">.</span><span class="n">RED</span><span class="o">.</span><span class="n">value</span><span class="p">)</span> <span class="c1"># 1</span>
</span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="n">AutoColor</span><span class="o">.</span><span class="n">GREEN</span><span class="o">.</span><span class="n">value</span><span class="p">)</span> <span class="c1"># 2</span>
</span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="n">AutoColor</span><span class="o">.</span><span class="n">BLUE</span><span class="o">.</span><span class="n">value</span><span class="p">)</span> <span class="c1"># 3</span>
</span></span></code></pre></td></tr></table>
</div>
</div><h2 id="intenum整数枚举">IntEnum(整数枚举)
</h2><p>如果想让枚举成员表现得像整数,可以使用 IntEnum:</p>
<div class="highlight"><div class="chroma">
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<pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="kn">from</span> <span class="nn">enum</span> <span class="kn">import</span> <span class="n">IntEnum</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="k">class</span> <span class="nc">Status</span><span class="p">(</span><span class="n">IntEnum</span><span class="p">):</span>
</span></span><span class="line"><span class="cl"> <span class="n">SUCCESS</span> <span class="o">=</span> <span class="mi">200</span>
</span></span><span class="line"><span class="cl"> <span class="n">NOT_FOUND</span> <span class="o">=</span> <span class="mi">404</span>
</span></span><span class="line"><span class="cl"> <span class="n">ERROR</span> <span class="o">=</span> <span class="mi">500</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="n">Status</span><span class="o">.</span><span class="n">SUCCESS</span> <span class="o">==</span> <span class="mi">200</span><span class="p">)</span> <span class="c1"># True</span>
</span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="n">Status</span><span class="o">.</span><span class="n">SUCCESS</span> <span class="o">+</span> <span class="mi">100</span><span class="p">)</span> <span class="c1"># 300</span>
</span></span></code></pre></td></tr></table>
</div>
</div><p>注意:普通 Enum 不能直接与整数进行数学运算,而 IntEnum 可以。</p>
<h2 id="成员别名">成员别名
</h2><p>如果多个成员的值相同,只有第一个定义的成员会作为正式成员,其他的是别名:</p>
<div class="highlight"><div class="chroma">
<table class="lntable"><tr><td class="lntd">
<pre tabindex="0" class="chroma"><code><span class="lnt">1
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<pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="k">class</span> <span class="nc">Shape</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
</span></span><span class="line"><span class="cl"> <span class="n">CIRCLE</span> <span class="o">=</span> <span class="mi">1</span>
</span></span><span class="line"><span class="cl"> <span class="n">OVAL</span> <span class="o">=</span> <span class="mi">2</span>
</span></span><span class="line"><span class="cl"> <span class="n">ELLIPSE</span> <span class="o">=</span> <span class="mi">2</span> <span class="c1"># 这是 OVAL 的别名 / This is an alias for OVAL</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="n">Shape</span><span class="o">.</span><span class="n">OVAL</span><span class="p">)</span> <span class="c1"># Shape.OVAL</span>
</span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="n">Shape</span><span class="o">.</span><span class="n">ELLIPSE</span><span class="p">)</span> <span class="c1"># Shape.OVAL</span>
</span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="n">Shape</span><span class="o">.</span><span class="n">OVAL</span> <span class="ow">is</span> <span class="n">Shape</span><span class="o">.</span><span class="n">ELLIPSE</span><span class="p">)</span> <span class="c1"># True</span>
</span></span></code></pre></td></tr></table>
</div>
</div><h2 id="自定义方法">自定义方法
</h2><div class="highlight"><div class="chroma">
<table class="lntable"><tr><td class="lntd">
<pre tabindex="0" class="chroma"><code><span class="lnt">1
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<td class="lntd">
<pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="k">class</span> <span class="nc">Message</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
</span></span><span class="line"><span class="cl"> <span class="n">HELLO</span> <span class="o">=</span> <span class="s2">&#34;Hello&#34;</span>
</span></span><span class="line"><span class="cl"> <span class="n">GOODBYE</span> <span class="o">=</span> <span class="s2">&#34;Goodbye&#34;</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">describe</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="sa">f</span><span class="s2">&#34;Message: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">value</span><span class="si">}</span><span class="s2">&#34;</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="n">Message</span><span class="o">.</span><span class="n">HELLO</span><span class="o">.</span><span class="n">describe</span><span class="p">())</span> <span class="c1"># Message: Hello</span>
</span></span></code></pre></td></tr></table>
</div>
</div></description>
</item>
<item>
<title>【Python】Python魔术方法</title>
<link>https://www.cengdong.store/p/pythonpython%E9%AD%94%E6%9C%AF%E6%96%B9%E6%B3%95/</link>
<pubDate>Thu, 13 Mar 2025 15:27:47 +0800</pubDate>
<guid>https://www.cengdong.store/p/pythonpython%E9%AD%94%E6%9C%AF%E6%96%B9%E6%B3%95/</guid>
<description><h2 id="介绍">介绍
</h2><p>Python 的**魔术方法(Magic Methods)**是以双下划线 __ 包围的特殊方法,常用于重载运算符、定义对象行为等。</p>
<h2 id="对象的创建与销毁">对象的创建与销毁
</h2><table>
<thead>
<tr>
<th>方法</th>
<th>作用</th>
</tr>
</thead>
<tbody>
<tr>
<td><code>__new-_(cls, *args, **kwargs)</code></td>
<td>创建对象(在<code>__init__</code>之前调用)</td>
</tr>
<tr>
<td><code>__init__(self, \*args, \*\*kwargs)</code></td>
<td>初始化对象</td>
</tr>
<tr>
<td><code>__del__(self)</code></td>
<td>对象销毁时调用</td>
</tr>
</tbody>
</table>
<div class="highlight"><div class="chroma">
<table class="lntable"><tr><td class="lntd">
<pre tabindex="0" class="chroma"><code><span class="lnt"> 1
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<td class="lntd">
<pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="k">class</span> <span class="nc">MyClass</span><span class="p">:</span>
</span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="fm">__new__</span><span class="p">(</span><span class="bp">cls</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;Creating instance&#34;</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__new__</span><span class="p">(</span><span class="bp">cls</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="fm">__init__</span><span class="p">(</span><span class="bp">self</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;Initializing instance&#34;</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="fm">__del__</span><span class="p">(</span><span class="bp">self</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;Destroying instance&#34;</span><span class="p">)</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">obj</span> <span class="o">=</span> <span class="n">MyClass</span><span class="p">()</span>
</span></span><span class="line"><span class="cl"><span class="k">del</span> <span class="n">obj</span> <span class="c1"># 显式销毁对象</span>
</span></span></code></pre></td></tr></table>
</div>
</div><h2 id="字符串表示">字符串表示
</h2><table>
<thead>
<tr>
<th>方法</th>
<th>作用</th>
</tr>
</thead>
<tbody>
<tr>
<td><code>__str__(self)</code></td>
<td><code>str(obj)</code>,用于用户可读的字符串表示</td>
</tr>
<tr>
<td><code>__repr__(self)</code></td>
<td><code>repr(obj)</code>,用于调试的字符串表示</td>
</tr>
<tr>
<td><code>__format__(self, format_spec)</code></td>
<td>format(obj, spec),自定义格式化</td>
</tr>
</tbody>
</table>
<div class="highlight"><div class="chroma">
<table class="lntable"><tr><td class="lntd">
<pre tabindex="0" class="chroma"><code><span class="lnt"> 1
</span><span class="lnt"> 2
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</span><span class="lnt"> 4
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<td class="lntd">
<pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="k">class</span> <span class="nc">Person</span><span class="p">:</span>
</span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span>
</span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">name</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="fm">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="sa">f</span><span class="s2">&#34;Person: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2">&#34;</span> <span class="c1"># 用户友好的描述</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="sa">f</span><span class="s2">&#34;Person(name=</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="si">!r}</span><span class="s2">)&#34;</span> <span class="c1"># 开发者友好的表示</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">p</span> <span class="o">=</span> <span class="n">Person</span><span class="p">(</span><span class="s2">&#34;Alice&#34;</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">p</span><span class="p">))</span> <span class="c1"># Person: Alice</span>
</span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="nb">repr</span><span class="p">(</span><span class="n">p</span><span class="p">))</span> <span class="c1"># Person(name=&#39;Alice&#39;)</span>
</span></span></code></pre></td></tr></table>
</div>
</div><h2 id="算数运算符重载">算数运算符重载
</h2><table>
<thead>
<tr>
<th>方法</th>
<th>作用</th>
</tr>
</thead>
<tbody>
<tr>
<td><code>__add__(self, other)</code></td>
<td>+ 加法</td>
</tr>
<tr>
<td><code>__sub__(self, other)</code></td>
<td>- 减法</td>
</tr>
<tr>
<td><code>__mul__(self, other)</code></td>
<td>* 乘法</td>
</tr>
<tr>
<td><code>__truediv__(self, other)</code></td>
<td>/ 除法</td>
</tr>
<tr>
<td><code>__floordiv__(self, other)</code></td>
<td>// 整除</td>
</tr>
<tr>
<td><code>__mod__(self, other)</code></td>
<td>% 取余</td>
</tr>
<tr>
<td><code>__pow__(self, other)</code></td>
<td>** 幂运算</td>
</tr>
<tr>
<td><code>__neg__(self)</code></td>
<td>- 取负</td>
</tr>
<tr>
<td><code>__abs__(self)</code></td>
<td>abs(obj) 绝对值</td>
</tr>
</tbody>
</table>
<div class="highlight"><div class="chroma">
<table class="lntable"><tr><td class="lntd">
<pre tabindex="0" class="chroma"><code><span class="lnt"> 1
</span><span class="lnt"> 2
</span><span class="lnt"> 3
</span><span class="lnt"> 4
</span><span class="lnt"> 5
</span><span class="lnt"> 6
</span><span class="lnt"> 7
</span><span class="lnt"> 8
</span><span class="lnt"> 9
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</span></code></pre></td>
<td class="lntd">
<pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="k">class</span> <span class="nc">Vector</span><span class="p">:</span>
</span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">):</span>
</span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">y</span> <span class="o">=</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="fm">__add__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
</span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="n">Vector</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">x</span> <span class="o">+</span> <span class="n">other</span><span class="o">.</span><span class="n">x</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">y</span> <span class="o">+</span> <span class="n">other</span><span class="o">.</span><span class="n">y</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="fm">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="sa">f</span><span class="s2">&#34;Vector(</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="si">}</span><span class="s2">, </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">y</span><span class="si">}</span><span class="s2">)&#34;</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">v1</span> <span class="o">=</span> <span class="n">Vector</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="n">v2</span> <span class="o">=</span> <span class="n">Vector</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="nb">print</span><span class="p">(</span><span class="n">v1</span> <span class="o">+</span> <span class="n">v2</span><span class="p">)</span> <span class="c1"># Vector(4, 6)</span>
</span></span></code></pre></td></tr></table>
</div>
</div><h2 id="比较运算符">比较运算符
</h2><table>
<thead>
<tr>
<th>方法</th>
<th>作用</th>
</tr>
</thead>
<tbody>
<tr>
<td><code>__eq__(self, other)</code></td>
<td>== 等于</td>
</tr>
<tr>
<td><code>__ne__(self, other)</code></td>
<td>!= 不等于</td>
</tr>
<tr>
<td><code>__lt__(self, other)</code></td>
<td>&lt; 小于</td>
</tr>
<tr>
<td><code>__le__(self, other)</code></td>
<td>&lt;= 小于等于</td>
</tr>
<tr>
<td><code>__gt__(self, other)</code></td>
<td>&gt; 大于</td>
</tr>
<tr>
<td><code>__ge__(self, other)</code></td>
<td>&gt;= 大于等于</td>
</tr>
</tbody>
</table>
<div class="highlight"><div class="chroma">
<table class="lntable"><tr><td class="lntd">
<pre tabindex="0" class="chroma"><code><span class="lnt"> 1
</span><span class="lnt"> 2
</span><span class="lnt"> 3
</span><span class="lnt"> 4
</span><span class="lnt"> 5
</span><span class="lnt"> 6
</span><span class="lnt"> 7
</span><span class="lnt"> 8
</span><span class="lnt"> 9
</span><span class="lnt">10
</span></code></pre></td>
<td class="lntd">
<pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"><span class="line"><span class="cl"><span class="k">class</span> <span class="nc">Person</span><span class="p">:</span>
</span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">age</span><span class="p">):</span>
</span></span><span class="line"><span class="cl"> <span class="bp">self</span><span class="o">.</span><span class="n">age</span> <span class="o">=</span> <span class="n">age</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"> <span class="k">def</span> <span class="fm">__lt__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
</span></span><span class="line"><span class="cl"> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">age</span> <span class="o">&lt;</span> <span class="n">other</span><span class="o">.</span><span class="n">age</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="n">p1</span> <span class="o">=</span> <span class="n">Person</span><span class="p">(</span><span class="mi">25</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="n">p2</span> <span class="o">=</span> <span class="n">Person</span><span class="p">(</span><span class="mi">30</span><span class="p">)</span>
</span></span><span class="line"><span class="cl"><span class="nb">print</span><span class="p">(</span><span class="n">p1</span> <span class="o">&lt;</span> <span class="n">p2</span><span class="p">)</span> <span class="c1"># True</span>
</span></span></code></pre></td></tr></table>
</div>
</div><h2 id="容器相关">容器相关
</h2><table>
<thead>