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详细介绍php加密和加密扩展相关函数

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<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">  为什么要学习PHP加密相关的函数？</pre><ol style="box-sizing: border-box; margin-bottom: 16px; padding: 0px 0px 0px 2em; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;" class=" list-paddingleft-2"><li>数据安全性：加密是一种保护敏感数据的重要手段。通过学习PHP加密相关的函数，你可以使用各种加密算法对数据进行加密和解密操作，确保数据在传输和存储过程中的安全性。</li><li>密码存储和验证：学习PHP加密相关的函数可以帮助你安全地存储和验证用户密码。通过加密密码并将其存储在数据库中，可以保护用户的密码免受未经授权的访问和恶意攻击。在用户进行登录时，可以使用加密函数对用户输入的密码进行验证，确保其与存储的加密密码匹配。</li><li>防止数据泄露：通过加密敏感数据，可以减少数据泄露的风险。即使数据被非法获取，攻击者也无法轻易读取其内容，从而保护了数据的机密性和完整性。</li><li>安全性审计和合规性：学习PHP加密相关的函数可以帮助你满足安全性审计和合规性的要求。许多法规和标准要求在处理敏感数据时使用加密技术。了解加密函数可以帮助你遵守相关规定，并通过安全性审计和合规性检查。</li><li>保护会话：通过使用加密技术对会话数据进行加密，可以保护会话免受中间人攻击和会话劫持。会话数据包括用户身份验证信息和其他敏感数据，对其进行加密可以确保会话的安全性和完整性。</li><li>防止恶意攻击：了解PHP加密相关的函数可以帮助你防范恶意攻击，例如SQL注入、跨站脚本攻击（XSS）等。通过加密敏感数据和验证用户输入，可以减少攻击者利用漏洞成功攻击的机会。</li></ol><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">PHP 提供了一些用于加密和哈希处理的函数，同时也有一些加密扩展库。以下是其中一些常用的 PHP 加密和哈希相关的函数及扩展：<h3 style="box-sizing: border-box; margin-top: 0.3em; margin-bottom: 16px; font-weight: 300; line-height: 1.43; font-size: 1.5em; font-family: Raleway, 微軟正黑體, "Helvetica Neue", Helvetica, Arial, sans-serif; letter-spacing: 0.5px; position: relative; color: rgb(77, 82, 89); text-wrap: wrap;"><a class="reference-link" style="box-sizing: border-box; color: rgb(51, 202, 187); background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;"></a>加密函数：</h3><ol style="box-sizing: border-box; margin-bottom: 16px; padding: 0px 0px 0px 2em; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;" class=" list-paddingleft-2"><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">password_hash()</code> - 创建密码的哈希示例：<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;"> </pre></li><ul style="box-sizing: border-box; padding: 0px 0px 0px 2em;" class=" list-paddingleft-2"><li>使用安全的哈希算法为密码创建哈希。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;"> </pre></li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$password</code>：待哈希的密码。</li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$algo</code>：指定哈希算法，如 <code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">PASSWORD_BCRYPT</code>。</li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$options</code>：可选参数，用于指定算法的选项，如 <code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">cost</code>。</li></ul><ol class="linenums list-paddingleft-2" style="list-style-type: lower-roman;"><li><code class="lang-php" style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: inherit; overflow-wrap: normal; word-break: normal; padding: 0px; margin: 0px; background: none; border-radius: 3px; border: none; display: inline; max-width: initial; overflow: initial; line-height: inherit;">$hashedPassword = password_hash('secret', PASSWORD_BCRYPT, ['cost' => 12]);</code></li></ol><ol class="linenums list-paddingleft-2" style="list-style-type: lower-alpha;"><li><code class="lang-php" style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: inherit; overflow-wrap: normal; word-break: normal; padding: 0px; margin: 0px; background: none; border-radius: 3px; border: none; display: inline; max-width: initial; overflow: initial; line-height: inherit;">string password_hash ( string $password , int $algo [, array $options ] )</code></li></ol><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">password_verify()</code> - 验证密码与其哈希是否匹配示例：<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;"> </pre></li><ul style="box-sizing: border-box; padding: 0px 0px 0px 2em;" class=" list-paddingleft-2"><li>验证密码与其哈希是否匹配。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;"> </pre></li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$password</code>：待验证的密码。</li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$hash</code>：密码的哈希。</li></ul><ol class="linenums list-paddingleft-2" style="list-style-type: lower-roman;"><li><code class="lang-php" style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: inherit; overflow-wrap: normal; word-break: normal; padding: 0px; margin: 0px; background: none; border-radius: 3px; border: none; display: inline; max-width: initial; overflow: initial; line-height: inherit;">$isValid = password_verify('user_input', $hashedPassword);</code></li></ol><ol class="linenums list-paddingleft-2" style="list-style-type: lower-alpha;"><li><code class="lang-php" style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: inherit; overflow-wrap: normal; word-break: normal; padding: 0px; margin: 0px; background: none; border-radius: 3px; border: none; display: inline; max-width: initial; overflow: initial; line-height: inherit;">bool password_verify ( string $password , string $hash )</code></li></ol><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">mcrypt_encrypt()</code> - 使用 Mcrypt 扩展进行加密示例：<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;"> </pre></li><ul style="box-sizing: border-box; padding: 0px 0px 0px 2em;" class=" list-paddingleft-2"><li>使用 Mcrypt 扩展进行加密。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;"> </pre></li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$cipher</code>：指定加密算法，如 <code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">MCRYPT_RIJNDAEL_128</code>。</li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$key</code>：加密密钥。</li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$data</code>：待加密的数据。</li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$mode</code>：加密模式，如 <code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">MCRYPT_MODE_CBC</code>。</li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$iv</code>：初始化向量。</li></ul><ol class="linenums list-paddingleft-2" style="list-style-type: lower-roman;"><li><code class="lang-php" style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: inherit; overflow-wrap: normal; word-break: normal; padding: 0px; margin: 0px; background: none; border-radius: 3px; border: none; display: inline; max-width: initial; overflow: initial; line-height: inherit;">$encryptedData = mcrypt_encrypt(MCRYPT_RIJNDAEL_128, $key, 'data_to_encrypt', MCRYPT_MODE_CBC, $iv);</code></li></ol><ol class="linenums list-paddingleft-2" style="list-style-type: lower-alpha;"><li><code class="lang-php" style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: inherit; overflow-wrap: normal; word-break: normal; padding: 0px; margin: 0px; background: none; border-radius: 3px; border: none; display: inline; max-width: initial; overflow: initial; line-height: inherit;">string mcrypt_encrypt ( string $cipher , string $key , string $data , string $mode [, string $iv ] )</code></li></ol></ol><h3 style="box-sizing: border-box; margin-top: 0.3em; margin-bottom: 16px; font-weight: 300; line-height: 1.43; font-size: 1.5em; font-family: Raleway, 微軟正黑體, "Helvetica Neue", Helvetica, Arial, sans-serif; letter-spacing: 0.5px; position: relative; color: rgb(77, 82, 89); text-wrap: wrap;"><a class="reference-link" style="box-sizing: border-box; color: rgb(51, 202, 187); background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;"></a>哈希函数：</h3><ol style="box-sizing: border-box; margin-bottom: 16px; padding: 0px 0px 0px 2em; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;" class=" list-paddingleft-2"><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">hash()</code> - 计算哈希值示例：<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;"> </pre></li><ul style="box-sizing: border-box; padding: 0px 0px 0px 2em;" class=" list-paddingleft-2"><li>计算字符串的哈希值。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;"> </pre></li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$algo</code>：指定哈希算法，如 <code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">sha256</code>。</li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$data</code>：待哈希的数据。</li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$raw_output</code>：如果设置为 <code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">TRUE</code>，则返回原始二进制数据，否则返回小写十六进制。</li></ul><ol class="linenums list-paddingleft-2" style="list-style-type: lower-roman;"><li><code class="lang-php" style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: inherit; overflow-wrap: normal; word-break: normal; padding: 0px; margin: 0px; background: none; border-radius: 3px; border: none; display: inline; max-width: initial; overflow: initial; line-height: inherit;">$hashedData = hash('sha256', 'data_to_hash');</code></li></ol><ol class="linenums list-paddingleft-2" style="list-style-type: lower-alpha;"><li><code class="lang-php" style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: inherit; overflow-wrap: normal; word-break: normal; padding: 0px; margin: 0px; background: none; border-radius: 3px; border: none; display: inline; max-width: initial; overflow: initial; line-height: inherit;">string hash ( string $algo , string $data [, bool $raw_output = FALSE ] )</code></li></ol><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">hash_hmac()</code> - 使用 HMAC 方法计算哈希值示例：<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;"> </pre></li><ul style="box-sizing: border-box; padding: 0px 0px 0px 2em;" class=" list-paddingleft-2"><li>使用 HMAC 方法计算哈希值。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;"> </pre></li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$algo</code>：指定哈希算法，如 <code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">sha256</code>。</li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$data</code>：待哈希的数据。</li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$key</code>：HMAC 密钥。</li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$raw_output</code>：如果设置为 <code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">TRUE</code>，则返回原始二进制数据，否则返回小写十六进制。</li></ul><ol class="linenums list-paddingleft-2" style="list-style-type: lower-roman;"><li><code class="lang-php" style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: inherit; overflow-wrap: normal; word-break: normal; padding: 0px; margin: 0px; background: none; border-radius: 3px; border: none; display: inline; max-width: initial; overflow: initial; line-height: inherit;">$hmac = hash_hmac('sha256', 'data_to_hash', 'secret_key');</code></li></ol><ol class="linenums list-paddingleft-2" style="list-style-type: lower-alpha;"><li><code class="lang-php" style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: inherit; overflow-wrap: normal; word-break: normal; padding: 0px; margin: 0px; background: none; border-radius: 3px; border: none; display: inline; max-width: initial; overflow: initial; line-height: inherit;">string hash_hmac ( string $algo , string $data , string $key [, bool $raw_output = FALSE ] )</code></li></ol><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">hash_pbkdf2()</code> - 使用 PBKDF2 进行密码哈希派生示例：<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;"> </pre></li><ul style="box-sizing: border-box; padding: 0px 0px 0px 2em;" class=" list-paddingleft-2"><li>使用 PBKDF2（Password-Based Key Derivation Function 2）进行密码哈希派生。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;"> </pre></li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$algo</code>：指定哈希算法，如 <code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">sha256</code>。</li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$password</code>：密码。</li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$salt</code>：盐值。</li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$iterations</code>：迭代次数。</li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$length</code>：生成的哈希长度。</li><li><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">$raw_output</code>：如果设置为 <code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">TRUE</code>，则返回原始二进制数据，否则返回小写十六进制。</li></ul><ol class="linenums list-paddingleft-2" style="list-style-type: lower-roman;"><li><code class="lang-php" style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: inherit; overflow-wrap: normal; word-break: normal; padding: 0px; margin: 0px; background: none; border-radius: 3px; border: none; display: inline; max-width: initial; overflow: initial; line-height: inherit;">$hashedPassword = hash_pbkdf2('sha256', 'user_password', 'random_salt', 10000, 64);</code></li></ol><ol class="linenums list-paddingleft-2" style="list-style-type: lower-alpha;"><li><code class="lang-php" style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: inherit; overflow-wrap: normal; word-break: normal; padding: 0px; margin: 0px; background: none; border-radius: 3px; border: none; display: inline; max-width: initial; overflow: initial; line-height: inherit;">string hash_pbkdf2 ( string $algo , string $password , string $salt , int $iterations , int $length [, bool $raw_output = FALSE ] )</code></li></ol></ol><h3 style="box-sizing: border-box; margin-top: 0.3em; margin-bottom: 16px; font-weight: 300; line-height: 1.43; font-size: 1.5em; font-family: Raleway, 微軟正黑體, "Helvetica Neue", Helvetica, Arial, sans-serif; letter-spacing: 0.5px; position: relative; color: rgb(77, 82, 89); text-wrap: wrap;"> <a class="reference-link" style="box-sizing: border-box; color: rgb(51, 202, 187); background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;"></a></h3>

一篇文章介绍python中常用的数据结构

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<h2 style="box-sizing: border-box; margin-top: 0.3em; margin-bottom: 1em; font-weight: 300; line-height: 1.225; font-size: 1.75em; font-family: Raleway, 微軟正黑體, "Helvetica Neue", Helvetica, Arial, sans-serif; letter-spacing: 0.5px; position: relative; padding-bottom: 0.5em; border-bottom: 1px solid rgb(238, 238, 238); color: rgb(77, 82, 89); text-wrap: wrap;">字符串和常用数据结构</h2><h3 style="box-sizing: border-box; margin-top: 0.3em; margin-bottom: 16px; font-weight: 300; line-height: 1.43; font-size: 1.5em; font-family: Raleway, 微軟正黑體, "Helvetica Neue", Helvetica, Arial, sans-serif; letter-spacing: 0.5px; position: relative; color: rgb(77, 82, 89); text-wrap: wrap;"><a class="reference-link" style="box-sizing: border-box; color: rgb(51, 202, 187); background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;"></a>使用字符串</h3><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">第二次世界大战促使了现代电子计算机的诞生，最初计算机被应用于导弹弹道的计算，而在计算机诞生后的很多年时间里，计算机处理的信息基本上都是数值型的信息。世界上的第一台电子计算机叫ENIAC（电子数值积分计算机），诞生于美国的宾夕法尼亚大学，每秒钟能够完成约5000次浮点运算。随着时间的推移，虽然数值运算仍然是计算机日常工作中最为重要的事情之一，但是今天的计算机处理得更多的数据可能都是以文本的方式存在的，如果我们希望通过Python程序操作本这些文本信息，就必须要先了解字符串类型以及与它相关的知识。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">所谓字符串，就是由零个或多个字符组成的有限序列，一般记为 <img src="https://www.maxiaoke.com/uploads/images/20231123/55507e464dfbaf270bdb6e4a39ec6a8e.png" alt=""/> 。在Python程序中，如果我们把单个或多个字符用单引号或者双引号包围起来，就可以表示一个字符串。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">s1 = 'hello, world!'s2 = "hello, world!"# 以三个双引号或单引号开头的字符串可以折行s3 = """hello, world!"""print(s1, s2, s3, end='')</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">可以在字符串中使用<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">\</code>（反斜杠）来表示转义，也就是说<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">\</code>后面的字符不再是它原来的意义，例如：<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">\n</code>不是代表反斜杠和字符n，而是表示换行；而<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">\t</code>也不是代表反斜杠和字符t，而是表示制表符。所以如果想在字符串中表示<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">'</code>要写成<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">\'</code>，同理想表示<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">\</code>要写成<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">\\</code>。可以运行下面的代码看看会输出什么。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">s1 = '\'hello, world!\''s2 = '\n\\hello, world!\\\n'print(s1, s2, end='')</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">在<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">\</code>后面还可以跟一个八进制或者十六进制数来表示字符，例如<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">\141</code>和<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">\x61</code>都代表小写字母<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">a</code>，前者是八进制的表示法，后者是十六进制的表示法。也可以在<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">\</code>后面跟Unicode字符编码来表示字符，例如<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">\u9a86\u660a</code>代表的是中文“骆昊”。运行下面的代码，看看输出了什么。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">s1 = '\141\142\143\x61\x62\x63's2 = '\u9a86\u660a'print(s1, s2)</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">如果不希望字符串中的<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">\</code>表示转义，我们可以通过在字符串的最前面加上字母<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">r</code>来加以说明，再看看下面的代码又会输出什么。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">s1 = r'\'hello, world!\''s2 = r'\n\\hello, world!\\\n'print(s1, s2, end='')</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">Python为字符串类型提供了非常丰富的运算符，我们可以使用<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">+</code>运算符来实现字符串的拼接，可以使用<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">*</code>运算符来重复一个字符串的内容，可以使用<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">in</code>和<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">not in</code>来判断一个字符串是否包含另外一个字符串（成员运算），我们也可以用<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">[]</code>和<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">[:]</code>运算符从字符串取出某个字符或某些字符（切片运算），代码如下所示。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">s1 = 'hello ' * 3print(s1) # hello hello hello s2 = 'world's1 += s2print(s1) # hello hello hello worldprint('ll' in s1) # Trueprint('good' in s1) # Falsestr2 = 'abc123456'# 从字符串中取出指定位置的字符(下标运算)print(str2[2]) # c# 字符串切片(从指定的开始索引到指定的结束索引)print(str2[2:5]) # c12print(str2[2:]) # c123456print(str2[2::2]) # c246print(str2[::2]) # ac246print(str2[::-1]) # 654321cbaprint(str2[-3:-1]) # 45</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">在Python中，我们还可以通过一系列的方法来完成对字符串的处理，代码如下所示。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">str1 = 'hello, world!'# 通过内置函数len计算字符串的长度print(len(str1)) # 13# 获得字符串首字母大写的拷贝print(str1.capitalize()) # Hello, world!# 获得字符串每个单词首字母大写的拷贝print(str1.title()) # Hello, World!# 获得字符串变大写后的拷贝print(str1.upper()) # HELLO, WORLD!# 从字符串中查找子串所在位置print(str1.find('or')) # 8print(str1.find('shit')) # -1# 与find类似但找不到子串时会引发异常# print(str1.index('or'))# print(str1.index('shit'))# 检查字符串是否以指定的字符串开头print(str1.startswith('He')) # Falseprint(str1.startswith('hel')) # True# 检查字符串是否以指定的字符串结尾print(str1.endswith('!')) # True# 将字符串以指定的宽度居中并在两侧填充指定的字符print(str1.center(50, '*'))# 将字符串以指定的宽度靠右放置左侧填充指定的字符print(str1.rjust(50, ' '))str2 = 'abc123456'# 检查字符串是否由数字构成print(str2.isdigit())  # False# 检查字符串是否以字母构成print(str2.isalpha())  # False# 检查字符串是否以数字和字母构成print(str2.isalnum())  # Truestr3 = '  jackfrued@126.com 'print(str3)# 获得字符串修剪左右两侧空格之后的拷贝print(str3.strip())</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">我们之前讲过，可以用下面的方式来格式化输出字符串。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">a, b = 5, 10print('%d * %d = %d' % (a, b, a * b))</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">当然，我们也可以用字符串提供的方法来完成字符串的格式，代码如下所示。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">a, b = 5, 10print('{0} * {1} = {2}'.format(a, b, a * b))</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">Python 3.6以后，格式化字符串还有更为简洁的书写方式，就是在字符串前加上字母<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">f</code>，我们可以使用下面的语法糖来简化上面的代码。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">a, b = 5, 10print(f'{a} * {b} = {a * b}')</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">除了字符串，Python还内置了多种类型的数据结构，如果要在程序中保存和操作数据，绝大多数时候可以利用现有的数据结构来实现，最常用的包括列表、元组、集合和字典。<h3 style="box-sizing: border-box; margin-top: 0.3em; margin-bottom: 16px; font-weight: 300; line-height: 1.43; font-size: 1.5em; font-family: Raleway, 微軟正黑體, "Helvetica Neue", Helvetica, Arial, sans-serif; letter-spacing: 0.5px; position: relative; color: rgb(77, 82, 89); text-wrap: wrap;"><a class="reference-link" style="box-sizing: border-box; color: rgb(51, 202, 187); background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;"></a>使用列表</h3><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">不知道大家是否注意到，刚才我们讲到的字符串类型（<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">str</code>）和之前我们讲到的数值类型（<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">int</code>和<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">float</code>）有一些区别。数值类型是标量类型，也就是说这种类型的对象没有可以访问的内部结构；而字符串类型是一种结构化的、非标量类型，所以才会有一系列的属性和方法。接下来我们要介绍的列表（<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">list</code>），也是一种结构化的、非标量类型，它是值的有序序列，每个值都可以通过索引进行标识，定义列表可以将列表的元素放在<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">[]</code>中，多个元素用<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">,</code>进行分隔，可以使用<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">for</code>循环对列表元素进行遍历，也可以使用<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">[]</code>或<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">[:]</code>运算符取出列表中的一个或多个元素。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">下面的代码演示了如何定义列表、如何遍历列表以及列表的下标运算。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">list1 = [1, 3, 5, 7, 100]print(list1) # [1, 3, 5, 7, 100]# 乘号表示列表元素的重复list2 = ['hello'] * 3print(list2) # ['hello', 'hello', 'hello']# 计算列表长度(元素个数)print(len(list1)) # 5# 下标(索引)运算print(list1[0]) # 1print(list1[4]) # 100# print(list1[5])  # IndexError: list index out of rangeprint(list1[-1]) # 100print(list1[-3]) # 5list1[2] = 300print(list1) # [1, 3, 300, 7, 100]# 通过循环用下标遍历列表元素for index in range(len(list1)):    print(list1[index])# 通过for循环遍历列表元素for elem in list1:    print(elem)# 通过enumerate函数处理列表之后再遍历可以同时获得元素索引和值for index, elem in enumerate(list1):    print(index, elem)</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">下面的代码演示了如何向列表中添加元素以及如何从列表中移除元素。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">list1 = [1, 3, 5, 7, 100]# 添加元素list1.append(200)list1.insert(1, 400)# 合并两个列表# list1.extend([1000, 2000])list1 += [1000, 2000]print(list1) # [1, 400, 3, 5, 7, 100, 200, 1000, 2000]print(len(list1)) # 9# 先通过成员运算判断元素是否在列表中，如果存在就删除该元素if 3 in list1:    list1.remove(3)if 1234 in list1:    list1.remove(1234)print(list1) # [1, 400, 5, 7, 100, 200, 1000, 2000]# 从指定的位置删除元素list1.pop(0)list1.pop(len(list1) - 1)print(list1) # [400, 5, 7, 100, 200, 1000]# 清空列表元素list1.clear()print(list1) # []</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">和字符串一样，列表也可以做切片操作，通过切片操作我们可以实现对列表的复制或者将列表中的一部分取出来创建出新的列表，代码如下所示。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">fruits = ['grape', 'apple', 'strawberry', 'waxberry']fruits += ['pitaya', 'pear', 'mango']# 列表切片fruits2 = fruits[1:4]print(fruits2) # apple strawberry waxberry# 可以通过完整切片操作来复制列表fruits3 = fruits[:]print(fruits3) # ['grape', 'apple', 'strawberry', 'waxberry', 'pitaya', 'pear', 'mango']fruits4 = fruits[-3:-1]print(fruits4) # ['pitaya', 'pear']# 可以通过反向切片操作来获得倒转后的列表的拷贝fruits5 = fruits[::-1]print(fruits5) # ['mango', 'pear', 'pitaya', 'waxberry', 'strawberry', 'apple', 'grape']</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">下面的代码实现了对列表的排序操作。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">list1 = ['orange', 'apple', 'zoo', 'internationalization', 'blueberry']list2 = sorted(list1)# sorted函数返回列表排序后的拷贝不会修改传入的列表# 函数的设计就应该像sorted函数一样尽可能不产生副作用list3 = sorted(list1, reverse=True)# 通过key关键字参数指定根据字符串长度进行排序而不是默认的字母表顺序list4 = sorted(list1, key=len)print(list1)print(list2)print(list3)print(list4)# 给列表对象发出排序消息直接在列表对象上进行排序list1.sort(reverse=True)print(list1)</pre><h3 style="box-sizing: border-box; margin-top: 0.3em; margin-bottom: 16px; font-weight: 300; line-height: 1.43; font-size: 1.5em; font-family: Raleway, 微軟正黑體, "Helvetica Neue", Helvetica, Arial, sans-serif; letter-spacing: 0.5px; position: relative; color: rgb(77, 82, 89); text-wrap: wrap;"><a class="reference-link" style="box-sizing: border-box; color: rgb(51, 202, 187); background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;"></a>生成式和生成器</h3><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">我们还可以使用列表的生成式语法来创建列表，代码如下所示。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">f = [x for x in range(1, 10)]print(f)f = [x + y for x in 'ABCDE' for y in '1234567']print(f)# 用列表的生成表达式语法创建列表容器# 用这种语法创建列表之后元素已经准备就绪所以需要耗费较多的内存空间f = [x ** 2 for x in range(1, 1000)]print(sys.getsizeof(f))  # 查看对象占用内存的字节数print(f)# 请注意下面的代码创建的不是一个列表而是一个生成器对象# 通过生成器可以获取到数据但它不占用额外的空间存储数据# 每次需要数据的时候就通过内部的运算得到数据(需要花费额外的时间)f = (x ** 2 for x in range(1, 1000))print(sys.getsizeof(f))  # 相比生成式生成器不占用存储数据的空间print(f)for val in f:    print(val)</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">除了上面提到的生成器语法，Python中还有另外一种定义生成器的方式，就是通过<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">yield</code>关键字将一个普通函数改造成生成器函数。下面的代码演示了如何实现一个生成<a href="https://zh.wikipedia.org/wiki/%E6%96%90%E6%B3%A2%E9%82%A3%E5%A5%91%E6%95%B0%E5%88%97" style="box-sizing: border-box; color: rgb(51, 202, 187); text-decoration-line: none; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;">斐波拉切数列</a>的生成器。所谓斐波拉切数列可以通过下面<a href="https://zh.wikipedia.org/wiki/%E9%80%92%E5%BD%92" style="box-sizing: border-box; color: rgb(51, 202, 187); text-decoration-line: none; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;">递归</a>的方法来进行定义：<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;"><img src="https://www.maxiaoke.com/uploads/images/20231123/a4321f4e1653f039c030f122929af39b.png" alt=""/><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;"><img src="https://www.maxiaoke.com/uploads/images/20231123/cf7e531c2ac9fff589c7d7f3d2be963b.png" alt=""/><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;"><img src="https://www.maxiaoke.com/uploads/images/20231123/7006da869e87354ebcc581467311031a.png" alt=""/><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;"><img src="https://www.maxiaoke.com/uploads/images/20231123/df4a62ef6571ea91a741c1d6b6f2421b.png" alt=""/><pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">def fib(n):    a, b = 0, 1    for _ in range(n):        a, b = b, a + b        yield adef main():    for val in fib(20):        print(val)if __name__ == '__main__':    main()</pre><h3 style="box-sizing: border-box; margin-top: 0.3em; margin-bottom: 16px; font-weight: 300; line-height: 1.43; font-size: 1.5em; font-family: Raleway, 微軟正黑體, "Helvetica Neue", Helvetica, Arial, sans-serif; letter-spacing: 0.5px; position: relative; color: rgb(77, 82, 89); text-wrap: wrap;"><a class="reference-link" style="box-sizing: border-box; color: rgb(51, 202, 187); background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;"></a>使用元组</h3><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">Python中的元组与列表类似也是一种容器数据类型，可以用一个变量（对象）来存储多个数据，不同之处在于元组的元素不能修改，在前面的代码中我们已经不止一次使用过元组了。顾名思义，我们把多个元素组合到一起就形成了一个元组，所以它和列表一样可以保存多条数据。下面的代码演示了如何定义和使用元组。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;"># 定义元组t = ('骆昊', 38, True, '四川成都')print(t)# 获取元组中的元素print(t[0])print(t[3])# 遍历元组中的值for member in t:    print(member)# 重新给元组赋值# t[0] = '王大锤'  # TypeError# 变量t重新引用了新的元组原来的元组将被垃圾回收t = ('王大锤', 20, True, '云南昆明')print(t)# 将元组转换成列表person = list(t)print(person)# 列表是可以修改它的元素的person[0] = '李小龙'person[1] = 25print(person)# 将列表转换成元组fruits_list = ['apple', 'banana', 'orange']fruits_tuple = tuple(fruits_list)print(fruits_tuple)</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">这里有一个非常值得探讨的问题，我们已经有了列表这种数据结构，为什么还需要元组这样的类型呢？<ol style="box-sizing: border-box; margin-bottom: 16px; padding: 0px 0px 0px 2em; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;" class=" list-paddingleft-2"><li>元组中的元素是无法修改的，事实上我们在项目中尤其是<a href="https://zh.wikipedia.org/zh-hans/%E5%A4%9A%E7%BA%BF%E7%A8%8B" style="box-sizing: border-box; color: rgb(51, 202, 187); text-decoration-line: none; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;">多线程</a>环境（后面会讲到）中可能更喜欢使用的是那些不变对象（一方面因为对象状态不能修改，所以可以避免由此引起的不必要的程序错误，简单的说就是一个不变的对象要比可变的对象更加容易维护；另一方面因为没有任何一个线程能够修改不变对象的内部状态，一个不变对象自动就是线程安全的，这样就可以省掉处理同步化的开销。一个不变对象可以方便的被共享访问）。所以结论就是：如果不需要对元素进行添加、删除、修改的时候，可以考虑使用元组，当然如果一个方法要返回多个值，使用元组也是不错的选择。</li><li>元组在创建时间和占用的空间上面都优于列表。我们可以使用sys模块的getsizeof函数来检查存储同样的元素的元组和列表各自占用了多少内存空间，这个很容易做到。我们也可以在ipython中使用魔法指令%timeit来分析创建同样内容的元组和列表所花费的时间，下图是我的macOS系统上测试的结果。</li></ol><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;"><img src="https://www.maxiaoke.com/manual/py_ssz/res/ipython-timeit.png" alt=""/><h3 style="box-sizing: border-box; margin-top: 0.3em; margin-bottom: 16px; font-weight: 300; line-height: 1.43; font-size: 1.5em; font-family: Raleway, 微軟正黑體, "Helvetica Neue", Helvetica, Arial, sans-serif; letter-spacing: 0.5px; position: relative; color: rgb(77, 82, 89); text-wrap: wrap;"> <a class="reference-link" style="box-sizing: border-box; color: rgb(51, 202, 187); background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;"></a></h3>

一篇文章详细介绍python中的函数和模块

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<h2 style="box-sizing: border-box; margin-top: 0.3em; margin-bottom: 1em; font-weight: 300; line-height: 1.225; font-size: 1.75em; font-family: Raleway, 微軟正黑體, "Helvetica Neue", Helvetica, Arial, sans-serif; letter-spacing: 0.5px; position: relative; padding-bottom: 0.5em; border-bottom: 1px solid rgb(238, 238, 238); color: rgb(77, 82, 89); text-wrap: wrap;">函数和模块的使用</h2><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">在讲解本章节的内容之前，我们先来研究一道数学题，请说出下面的方程有多少组正整数解。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;"><img src="https://www.maxiaoke.com/uploads/images/20231123/454c9cbd5778e8b4f71a23ff2fe780e2.png" alt=""/><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">事实上，上面的问题等同于将8个苹果分成四组每组至少一个苹果有多少种方案。想到这一点问题的答案就呼之欲出了。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;"><img src="https://www.maxiaoke.com/uploads/images/20231123/2b3d7a637d4f464b0f753e6c7ffa1a7e.png" alt=""/><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">可以用Python的程序来计算出这个值，代码如下所示。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">"""输入M和N计算C(M,N)Version: 0.1Author: maxiaoke.com"""m = int(input('m = '))n = int(input('n = '))fm = 1for num in range(1, m + 1):    fm *= numfn = 1for num in range(1, n + 1):    fn *= numfmn = 1for num in range(1, m - n + 1):    fmn *= numprint(fm // fn // fmn)</pre><h3 style="box-sizing: border-box; margin-top: 0.3em; margin-bottom: 16px; font-weight: 300; line-height: 1.43; font-size: 1.5em; font-family: Raleway, 微軟正黑體, "Helvetica Neue", Helvetica, Arial, sans-serif; letter-spacing: 0.5px; position: relative; color: rgb(77, 82, 89); text-wrap: wrap;"><a class="reference-link" style="box-sizing: border-box; color: rgb(51, 202, 187); background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;"></a>函数的作用</h3><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">不知道大家是否注意到，在上面的代码中，我们做了3次求阶乘，这样的代码实际上就是重复代码。编程大师Martin Fowler先生曾经说过：“代码有很多种坏味道，重复是最坏的一种！”，要写出高质量的代码首先要解决的就是重复代码的问题。对于上面的代码来说，我们可以将计算阶乘的功能封装到一个称之为“函数”的功能模块中，在需要计算阶乘的地方，我们只需要“调用”这个“函数”就可以了。<h3 style="box-sizing: border-box; margin-top: 0.3em; margin-bottom: 16px; font-weight: 300; line-height: 1.43; font-size: 1.5em; font-family: Raleway, 微軟正黑體, "Helvetica Neue", Helvetica, Arial, sans-serif; letter-spacing: 0.5px; position: relative; color: rgb(77, 82, 89); text-wrap: wrap;"><a class="reference-link" style="box-sizing: border-box; color: rgb(51, 202, 187); background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;"></a>定义函数</h3><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">在Python中可以使用<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">def</code>关键字来定义函数，和变量一样每个函数也有一个响亮的名字，而且命名规则跟变量的命名规则是一致的。在函数名后面的圆括号中可以放置传递给函数的参数，这一点和数学上的函数非常相似，程序中函数的参数就相当于是数学上说的函数的自变量，而函数执行完成后我们可以通过<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">return</code>关键字来返回一个值，这相当于数学上说的函数的因变量。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">在了解了如何定义函数后，我们可以对上面的代码进行重构，所谓重构就是在不影响代码执行结果的前提下对代码的结构进行调整，重构之后的代码如下所示。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">def factorial(num):    """求阶乘"""    result = 1    for n in range(1, num + 1):        result *= n    return resultm = int(input('m = '))n = int(input('n = '))# 当需要计算阶乘的时候不用再写循环求阶乘而是直接调用已经定义好的函数print(factorial(m) // factorial(n) // factorial(m - n))</pre><blockquote style="box-sizing: border-box; margin: 0px 0px 16px; border-left: 4px solid rgb(238, 238, 238); font-size: 14px; padding: 0px 15px 0px 20px; color: rgb(102, 102, 102); font-style: italic; font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">说明： Python的<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">math</code>模块中其实已经有一个<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">factoria</code>l函数了，事实上要计算阶乘可以直接使用这个现成的函数而不用自己定义。下面例子中的一些函数在Python中也都是现成的，我们这里是为了讲解函数的定义和使用才把它们又实现了一遍，实际开发中不建议做这种低级的重复性的工作。</blockquote><h3 style="box-sizing: border-box; margin-top: 0.3em; margin-bottom: 16px; font-weight: 300; line-height: 1.43; font-size: 1.5em; font-family: Raleway, 微軟正黑體, "Helvetica Neue", Helvetica, Arial, sans-serif; letter-spacing: 0.5px; position: relative; color: rgb(77, 82, 89); text-wrap: wrap;"><a class="reference-link" style="box-sizing: border-box; color: rgb(51, 202, 187); background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;"></a>函数的参数</h3><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">函数是绝大多数编程语言中都支持的一个代码的"构建块"，但是Python中的函数与其他语言中的函数还是有很多不太相同的地方，其中一个显著的区别就是Python对函数参数的处理。在Python中，函数的参数可以有默认值，也支持使用可变参数，所以Python并不需要像其他语言一样支持<a href="https://zh.wikipedia.org/wiki/%E5%87%BD%E6%95%B0%E9%87%8D%E8%BD%BD" style="box-sizing: border-box; color: rgb(51, 202, 187); text-decoration-line: none; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;">函数的重载</a>，因为我们在定义一个函数的时候可以让它有多种不同的使用方式，下面是两个小例子。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">from random import randintdef roll_dice(n=2):    """摇色子"""    total = 0    for _ in range(n):        total += randint(1, 6)    return totaldef add(a=0, b=0, c=0):    """三个数相加"""    return a + b + c# 如果没有指定参数那么使用默认值摇两颗色子print(roll_dice())# 摇三颗色子print(roll_dice(3))print(add())print(add(1))print(add(1, 2))print(add(1, 2, 3))# 传递参数时可以不按照设定的顺序进行传递print(add(c=50, a=100, b=200))</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">我们给上面两个函数的参数都设定了默认值，这也就意味着如果在调用函数的时候如果没有传入对应参数的值时将使用该参数的默认值，所以在上面的代码中我们可以用各种不同的方式去调用<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">add</code>函数，这跟其他很多语言中函数重载的效果是一致的。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">其实上面的<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">add</code>函数还有更好的实现方案，因为我们可能会对0个或多个参数进行加法运算，而具体有多少个参数是由调用者来决定，我们作为函数的设计者对这一点是一无所知的，因此在不确定参数个数的时候，我们可以使用可变参数，代码如下所示。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;"># 在参数名前面的*表示args是一个可变参数def add(*args):    total = 0    for val in args:        total += val    return total# 在调用add函数时可以传入0个或多个参数print(add())print(add(1))print(add(1, 2))print(add(1, 2, 3))print(add(1, 3, 5, 7, 9))</pre><h3 style="box-sizing: border-box; margin-top: 0.3em; margin-bottom: 16px; font-weight: 300; line-height: 1.43; font-size: 1.5em; font-family: Raleway, 微軟正黑體, "Helvetica Neue", Helvetica, Arial, sans-serif; letter-spacing: 0.5px; position: relative; color: rgb(77, 82, 89); text-wrap: wrap;"><a class="reference-link" style="box-sizing: border-box; color: rgb(51, 202, 187); background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;"></a>用模块管理函数</h3><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">对于任何一种编程语言来说，给变量、函数这样的标识符起名字都是一个让人头疼的问题，因为我们会遇到命名冲突这种尴尬的情况。最简单的场景就是在同一个.py文件中定义了两个同名函数，由于Python没有函数重载的概念，那么后面的定义会覆盖之前的定义，也就意味着两个函数同名函数实际上只有一个是存在的。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">def foo():    print('hello, world!')def foo():    print('goodbye, world!')# 下面的代码会输出什么呢？foo()</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">当然上面的这种情况我们很容易就能避免，但是如果项目是由多人协作进行团队开发的时候，团队中可能有多个程序员都定义了名为<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">foo</code>的函数，那么怎么解决这种命名冲突呢？答案其实很简单，Python中每个文件就代表了一个模块（module），我们在不同的模块中可以有同名的函数，在使用函数的时候我们通过<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">import</code>关键字导入指定的模块就可以区分到底要使用的是哪个模块中的<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">foo</code>函数，代码如下所示。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;"><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">module1.py</code><pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">def foo():    print('hello, world!')</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;"><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">module2.py</code><pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">def foo():    print('goodbye, world!')</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;"><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">test.py</code><pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">from module1 import foo# 输出hello, world!foo()from module2 import foo# 输出goodbye, world!foo()</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">也可以按照如下所示的方式来区分到底要使用哪一个<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">foo</code>函数。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;"><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">test.py</code><pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">import module1 as m1import module2 as m2m1.foo()m2.foo()</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">但是如果将代码写成了下面的样子，那么程序中调用的是最后导入的那个<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">foo</code>，因为后导入的foo覆盖了之前导入的<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">foo</code>。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;"><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">test.py</code><pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">from module1 import foofrom module2 import foo# 输出goodbye, world!foo()</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;"><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">test.py</code><pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">from module2 import foofrom module1 import foo# 输出hello, world!foo()</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">需要说明的是，如果我们导入的模块除了定义函数之外还中有可以执行代码，那么Python解释器在导入这个模块时就会执行这些代码，事实上我们可能并不希望如此，因此如果我们在模块中编写了执行代码，最好是将这些执行代码放入如下所示的条件中，这样的话除非直接运行该模块，if条件下的这些代码是不会执行的，因为只有直接执行的模块的名字才是"__main__"。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;"><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">module3.py</code><pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">def foo():    passdef bar():    pass# __name__是Python中一个隐含的变量它代表了模块的名字# 只有被Python解释器直接执行的模块的名字才是__main__if __name__ == '__main__':    print('call foo()')    foo()    print('call bar()')    bar()</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;"><code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">test.py</code><pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">import module3# 导入module3时 不会执行模块中if条件成立时的代码 因为模块的名字是module3而不是__main__</pre>

搞定Django框架之在django中处理报表

后端
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<h3 style="box-sizing: border-box; margin-top: 0.3em; margin-bottom: 16px; font-weight: 300; line-height: 1.43; font-size: 1.5em; font-family: Raleway, 微軟正黑體, "Helvetica Neue", Helvetica, Arial, sans-serif; letter-spacing: 0.5px; position: relative; color: rgb(77, 82, 89); text-wrap: wrap;">导出Excel报表</h3><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">报表就是用表格、图表等格式来动态显示数据，所以有人用这样的公式来描述报表：<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">报表 = 多样的格式 + 动态的数据</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">有很多的三方库支持在Python程序中写Excel文件，包括<a href="https://xlwt.readthedocs.io/en/latest/" style="box-sizing: border-box; color: rgb(51, 202, 187); text-decoration-line: none; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;">xlwt</a>、<a href="https://docs.xlwings.org/en/latest/quickstart.html" style="box-sizing: border-box; color: rgb(51, 202, 187); text-decoration-line: none; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;">xlwings</a>、<a href="https://openpyxl.readthedocs.io/en/latest/" style="box-sizing: border-box; color: rgb(51, 202, 187); text-decoration-line: none; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;">openpyxl</a>、<a href="https://xlsxwriter.readthedocs.io/" style="box-sizing: border-box; color: rgb(51, 202, 187); text-decoration-line: none; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;">xlswriter</a>、<a href="http://pandas.pydata.org/" style="box-sizing: border-box; color: rgb(51, 202, 187); text-decoration-line: none; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;">pandas</a>等，其中的xlwt虽然只支持写xls格式的Excel文件，但在性能方面的表现还是不错的。下面我们就以xlwt为例，来演示如何在Django项目中导出Excel报表，例如导出一个包含所有老师信息的Excel表格。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">def export_teachers_excel(request):    # 创建工作簿    wb = xlwt.Workbook()    # 添加工作表    sheet = wb.add_sheet('老师信息表')    # 查询所有老师的信息(注意：这个地方稍后需要优化)    queryset = Teacher.objects.all()    # 向Excel表单中写入表头    colnames = ('姓名', '介绍', '好评数', '差评数', '学科')    for index, name in enumerate(colnames):        sheet.write(0, index, name)    # 向单元格中写入老师的数据    props = ('name', 'detail', 'good_count', 'bad_count', 'subject')    for row, teacher in enumerate(queryset):        for col, prop in enumerate(props):            value = getattr(teacher, prop, '')            if isinstance(value, Subject):                value = value.name            sheet.write(row + 1, col, value)    # 保存Excel    buffer = BytesIO()    wb.save(buffer)    # 将二进制数据写入响应的消息体中并设置MIME类型    resp = HttpResponse(buffer.getvalue(), content_type='application/vnd.ms-excel')    # 中文文件名需要处理成百分号编码    filename = quote('老师.xls')    # 通过响应头告知浏览器下载该文件以及对应的文件名    resp['content-disposition'] = f'attachment; filename="{filename}"'    return resp</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">映射URL。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">urlpatterns = [    # 此处省略上面的代码    path('excel/', views.export_teachers_excel),    # 此处省略下面的代码]</pre><h3 style="box-sizing: border-box; margin-top: 0.3em; margin-bottom: 16px; font-weight: 300; line-height: 1.43; font-size: 1.5em; font-family: Raleway, 微軟正黑體, "Helvetica Neue", Helvetica, Arial, sans-serif; letter-spacing: 0.5px; position: relative; color: rgb(77, 82, 89); text-wrap: wrap;"><a class="reference-link" style="box-sizing: border-box; color: rgb(51, 202, 187); background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;"></a>生成前端统计图表</h3><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">如果项目中需要生成前端统计图表，可以使用百度的<a href="https://echarts.baidu.com/" style="box-sizing: border-box; color: rgb(51, 202, 187); text-decoration-line: none; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;">ECharts</a>。具体的做法是后端通过提供数据接口返回统计图表所需的数据，前端使用ECharts来渲染出柱状图、折线图、饼图、散点图等图表。例如我们要生成一个统计所有老师好评数和差评数的报表，可以按照下面的方式来做。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">def get_teachers_data(request):    # 查询所有老师的信息(注意：这个地方稍后也需要优化)    queryset = Teacher.objects.all()    # 用生成式将老师的名字放在一个列表中    names = [teacher.name for teacher in queryset]    # 用生成式将老师的好评数放在一个列表中    good = [teacher.good_count for teacher in queryset]    # 用生成式将老师的差评数放在一个列表中    bad = [teacher.bad_count for teacher in queryset]    # 返回JSON格式的数据    return JsonResponse({'names': names, 'good': good, 'bad': bad})</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">映射URL。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">urlpatterns = [    # 此处省略上面的代码    path('teachers_data/', views.export_teachers_excel),    # 此处省略下面的代码]</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">使用ECharts生成柱状图。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;"><!DOCTYPE html><html lang="en"><head>    <meta charset="UTF-8">    <title>老师评价统计</title></head><body>    <div id="main" style="width: 600px; height: 400px"></div>            <a href="/">返回首页</a>        <script src="https://cdn.bootcss.com/echarts/4.2.1-rc1/echarts.min.js"></script>    <script>        var myChart = echarts.init(document.querySelector('#main'))        fetch('/teachers_data/')            .then(resp => resp.json())            .then(json => {                var option = {                    color: ['#f00', '#00f'],                    title: {                        text: '老师评价统计图'                    },                    tooltip: {},                    legend: {                        data:['好评', '差评']                    },                    xAxis: {                        data: json.names                    },                    yAxis: {},                    series: [                        {                            name: '好评',                            type: 'bar',                            data: json.good                        },                        {                            name: '差评',                            type: 'bar',                            data: json.bad                        }                    ]                }                myChart.setOption(option)            })    </script></body></html></pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">运行效果如下图所示。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;"><img src="https://www.maxiaoke.com/uploads/images/20231123/cb52931aa05099d78c1321a77c2cf6b1.png" alt=""/><h3 style="box-sizing: border-box; margin-top: 0.3em; margin-bottom: 16px; font-weight: 300; line-height: 1.43; font-size: 1.5em; font-family: Raleway, 微軟正黑體, "Helvetica Neue", Helvetica, Arial, sans-serif; letter-spacing: 0.5px; position: relative; color: rgb(77, 82, 89); text-wrap: wrap;"><a class="reference-link" style="box-sizing: border-box; color: rgb(51, 202, 187); background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;"></a>配置日志</h3><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">项目开发阶段，显示足够的调试信息以辅助开发人员调试代码还是非常必要的；项目上线以后，将系统运行时出现的警告、错误等信息记录下来以备相关人员了解系统运行状况并维护代码也是很有必要的。要做好这两件事件，我们需要为Django项目配置日志。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">Django的日志配置基本可以参照官方文档再结合项目实际需求来进行，这些内容基本上可以从官方文档上复制下来，然后进行局部的调整即可，下面给出一些参考配置。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">LOGGING = {    'version': 1,    # 是否禁用已经存在的日志器    'disable_existing_loggers': False,    # 日志格式化器    'formatters': {        'simple': {            'format': '%(asctime)s %(module)s.%(funcName)s: %(message)s',            'datefmt': '%Y-%m-%d %H:%M:%S',        },        'verbose': {            'format': '%(asctime)s %(levelname)s [%(process)d-%(threadName)s] '                      '%(module)s.%(funcName)s line %(lineno)d: %(message)s',            'datefmt': '%Y-%m-%d %H:%M:%S',        }    },    # 日志过滤器    'filters': {        # 只有在Django配置文件中DEBUG值为True时才起作用        'require_debug_true': {            '()': 'django.utils.log.RequireDebugTrue',        },    },    # 日志处理器    'handlers': {        # 输出到控制台        'console': {            'class': 'logging.StreamHandler',            'level': 'DEBUG',            'filters': ['require_debug_true'],            'formatter': 'simple',        },        # 输出到文件(每周切割一次)        'file1': {            'class': 'logging.handlers.TimedRotatingFileHandler',            'filename': 'access.log',            'when': 'W0',            'backupCount': 12,            'formatter': 'simple',            'level': 'INFO',        },        # 输出到文件(每天切割一次)        'file2': {            'class': 'logging.handlers.TimedRotatingFileHandler',            'filename': 'error.log',            'when': 'D',            'backupCount': 31,            'formatter': 'verbose',            'level': 'WARNING',        },    },    # 日志器记录器    'loggers': {        'django': {            # 需要使用的日志处理器            'handlers': ['console', 'file1', 'file2'],            # 是否向上传播日志信息            'propagate': True,            # 日志级别(不一定是最终的日志级别)            'level': 'DEBUG',        },    }}</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">大家可能已经注意到了，上面日志配置中的formatters是日志格式化器，它代表了如何格式化输出日志，其中格式占位符分别表示：<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">1.%(name)s - 记录器的名称 2.%(levelno)s - 数字形式的日志记录级别 3.%(levelname)s - 日志记录级别的文本名称 4.%(filename)s - 执行日志记录调用的源文件的文件名称 5.%(pathname)s - 执行日志记录调用的源文件的路径名称 6.%(funcName)s - 执行日志记录调用的函数名称 7.%(module)s - 执行日志记录调用的模块名称 8.%(lineno)s - 执行日志记录调用的行号 9.%(created)s - 执行日志记录的时间 10.%(asctime)s - 日期和时间 11.%(msecs)s - 毫秒部分 12.%(thread)d - 线程ID（整数） 13.%(threadName)s - 线程名称 14.%(process)d - 进程ID （整数）<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">日志配置中的handlers用来指定日志处理器，简单的说就是指定将日志输出到控制台还是文件又或者是网络上的服务器，可用的处理器包括：<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">1.logging.StreamHandler(stream=None) - 可以向类似与sys.stdout或者sys.stderr的任何文件对象输出信息 2.logging.FileHandler(filename, mode=’a’, encoding=None, delay=False) - 将日志消息写入文件 3.logging.handlers.DatagramHandler(host, port) - 使用UDP协议，将日志信息发送到指定主机和端口的网络主机上 4.logging.handlers.HTTPHandler(host, url) - 使用HTTP的GET或POST方法将日志消息上传到一台HTTP 服务器 5.logging.handlers.RotatingFileHandler(filename, mode=’a’, maxBytes=0, backupCount=0, encoding=None, delay=False) - 将日志消息写入文件，如果文件的大小超出maxBytes指定的值，那么将重新生成一个文件来记录日志 6.logging.handlers.SocketHandler(host, port) - 使用TCP协议，将日志信息发送到指定主机和端口的网络主机上 7.logging.handlers.SMTPHandler(mailhost, fromaddr, toaddrs, subject, credentials=None, secure=None, timeout=1.0) - 将日志输出到指定的邮件地址 8.logging.MemoryHandler(capacity, flushLevel=ERROR, target=None, flushOnClose=True) - 将日志输出到内存指定的缓冲区中<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">上面每个日志处理器都指定了一个名为“level”的属性，它代表了日志的级别，不同的日志级别反映出日志中记录信息的严重性。Python中定义了六个级别的日志，按照从低到高的顺序依次是：NOTSET、DEBUG、INFO、WARNING、ERROR、CRITICAL。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">最后配置的日志记录器是用来真正输出日志的，Django框架提供了如下所示的内置记录器：<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">1.django - 在Django层次结构中的所有消息记录器 2.django.request - 与请求处理相关的日志消息。5xx响应被视为错误消息；4xx响应被视为为警告消息 3.django.server - 与通过runserver调用的服务器所接收的请求相关的日志消息。5xx响应被视为错误消息；4xx响应被记录为警告消息；其他一切都被记录为INFO 4.django.template - 与模板渲染相关的日志消息 5.django.db.backends - 有与数据库交互产生的日志消息，如果希望显示ORM框架执行的SQL语句，就可以使用该日志记录器。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">日志记录器中配置的日志级别有可能不是最终的日志级别，因为还要参考日志处理器中配置的日志级别，取二者中级别较高者作为最终的日志级别。<h3 style="box-sizing: border-box; margin-top: 0.3em; margin-bottom: 16px; font-weight: 300; line-height: 1.43; font-size: 1.5em; font-family: Raleway, 微軟正黑體, "Helvetica Neue", Helvetica, Arial, sans-serif; letter-spacing: 0.5px; position: relative; color: rgb(77, 82, 89); text-wrap: wrap;"><a class="reference-link" style="box-sizing: border-box; color: rgb(51, 202, 187); background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;"></a>配置Django-Debug-Toolbar</h3><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">Django-Debug-Toolbar是项目开发阶段辅助调试和优化的神器，只要配置了它，就可以很方便的查看到如下表所示的项目运行信息，这些信息对调试项目和优化Web应用性能都是至关重要的。<table width="1344"><thead style="box-sizing: border-box;"><tr style="box-sizing: border-box; background-color: rgb(248, 248, 248); border-top: 1px solid rgb(238, 238, 238);" class="firstRow"><th style="box-sizing: border-box; text-align: inherit; padding: 6px 13px; border-color: rgb(238, 238, 238);">项目</th><th style="box-sizing: border-box; text-align: inherit; padding: 6px 13px; border-color: rgb(238, 238, 238);">说明</th></tr></thead><tbody style="box-sizing: border-box;"><tr style="box-sizing: border-box; background-color: rgb(255, 255, 255); border-top: 1px solid rgb(238, 238, 238);"><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">Versions</td><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">Django的版本</td></tr><tr style="box-sizing: border-box; background-color: rgb(248, 248, 248); border-top: 1px solid rgb(238, 238, 238);"><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">Time</td><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">显示视图耗费的时间</td></tr><tr style="box-sizing: border-box; background-color: rgb(255, 255, 255); border-top: 1px solid rgb(238, 238, 238);"><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">Settings</td><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">配置文件中设置的值</td></tr><tr style="box-sizing: border-box; background-color: rgb(248, 248, 248); border-top: 1px solid rgb(238, 238, 238);"><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">Headers</td><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">HTTP请求头和响应头的信息</td></tr><tr style="box-sizing: border-box; background-color: rgb(255, 255, 255); border-top: 1px solid rgb(238, 238, 238);"><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">Request</td><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">和请求相关的各种变量及其信息</td></tr><tr style="box-sizing: border-box; background-color: rgb(248, 248, 248); border-top: 1px solid rgb(238, 238, 238);"><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">StaticFiles</td><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">静态文件加载情况</td></tr><tr style="box-sizing: border-box; background-color: rgb(255, 255, 255); border-top: 1px solid rgb(238, 238, 238);"><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">Templates</td><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">模板的相关信息</td></tr><tr style="box-sizing: border-box; background-color: rgb(248, 248, 248); border-top: 1px solid rgb(238, 238, 238);"><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">Cache</td><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">缓存的使用情况</td></tr><tr style="box-sizing: border-box; background-color: rgb(255, 255, 255); border-top: 1px solid rgb(238, 238, 238);"><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">Signals</td><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">Django内置的信号信息</td></tr><tr style="box-sizing: border-box; background-color: rgb(248, 248, 248); border-top: 1px solid rgb(238, 238, 238);"><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">Logging</td><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">被记录的日志信息</td></tr><tr style="box-sizing: border-box; background-color: rgb(255, 255, 255); border-top: 1px solid rgb(238, 238, 238);"><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">SQL</td><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">向数据库发送的SQL语句及其执行时间</td></tr></tbody></table><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">1.安装Django-Debug-Toolbar。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">   pip install django-debug-toolbar</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">2.配置 - 修改settings.py。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">   INSTALLED_APPS = [       'debug_toolbar',   ]   MIDDLEWARE = [       'debug_toolbar.middleware.DebugToolbarMiddleware',   ]   DEBUG_TOOLBAR_CONFIG = {       # 引入jQuery库       'JQUERY_URL': 'https://cdn.bootcss.com/jquery/3.3.1/jquery.min.js',       # 工具栏是否折叠       'SHOW_COLLAPSED': True,       # 是否显示工具栏       'SHOW_TOOLBAR_CALLBACK': lambda x: True,   }</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">3.配置 - 修改urls.py。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">   if settings.DEBUG:       import debug_toolbar       urlpatterns.insert(0, path('__debug__/', include(debug_toolbar.urls)))</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">4.使用 - 如下图所示，在配置好Django-Debug-Toolbar之后，页面右侧会看到一个调试工具栏，上面包括了如前所述的各种调试信息，包括执行时间、项目设置、请求头、SQL、静态资源、模板、缓存、信号等，查看起来非常的方便。

搞定Django框架之在django中处理session和cookie

后端
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<h3 style="box-sizing: border-box; margin-top: 0.3em; margin-bottom: 16px; font-weight: 300; line-height: 1.43; font-size: 1.5em; font-family: Raleway, 微軟正黑體, "Helvetica Neue", Helvetica, Arial, sans-serif; letter-spacing: 0.5px; position: relative; color: rgb(77, 82, 89); text-wrap: wrap;">实现用户跟踪</h3><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">如今，一个网站如果不通过某种方式记住你是谁以及你之前在网站的活动情况，失去的就是网站的可用性和便利性，继而很有可能导致网站用户的流式，所以记住一个用户（更专业的说法叫用户跟踪）对绝大多数Web应用来说都是必需的功能。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">在服务器端，我们想记住一个用户最简单的办法就是创建一个对象，通过这个对象就可以把用户相关的信息都保存起来，这个对象就是我们常说的session（用户会话对象）。那么问题来了，HTTP本身是一个无连接（每次请求和响应的过程中，服务器一旦完成对客户端请求的响应之后就断开连接）、无状态（客户端再次发起对服务器的请求时，服务器无法得知这个客户端之前的任何信息）的协议，即便服务器通过session对象保留了用户数据，还得通过某种方式来确定当前的请求与之前保存过的哪一个session是有关联的。相信很多人都能想到，我们可以给每个session对象分配一个全局唯一的标识符来识别session对象，我们姑且称之为sessionid，每次客户端发起请求时，只要携带上这个sessionid，就有办法找到与之对应的session对象，从而实现在两次请求之间记住该用户的信息，也就是我们之前说的用户跟踪。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">要让客户端记住并在每次请求时带上sessionid又有以下几种做法：<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">1.URL重写。所谓URL重写就是在URL中携带sessionid，例如：<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">http://www.example.com/index.html?sessionid=123456</code>，服务器通过获取sessionid参数的值来取到与之对应的session对象。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">2.隐藏域（隐式表单域）。在提交表单的时候，可以通过在表单中设置隐藏域向服务器发送额外的数据。例如：<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);"><input type="hidden" name="sessionid" value="123456"></code>。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">3.本地存储。现在的浏览器都支持多种本地存储方案，包括：cookie、localStorage、sessionStorage、IndexedDB等。在这些方案中，cookie是历史最为悠久也是被诟病得最多的一种方案，也是我们接下来首先为大家讲解的一种方案。简单的说，cookie是一种以键值对方式保存在浏览器临时文件中的数据，每次请求时，请求头中会携带本站点的cookie到服务器，那么只要将sessionid写入cookie，下次请求时服务器只要读取请求头中的cookie就能够获得这个sessionid，如下图所示。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;"><img src="https://www.maxiaoke.com/manual/jz_pys_2/res/sessionid_from_cookie.png" alt=""/><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">在HTML5时代要，除了cookie，还可以使用新的本地存储API来保存数据，就是刚才提到的localStorage、sessionStorage、IndexedDB等技术，如下图所示。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;"><img src="https://www.maxiaoke.com/manual/jz_pys_2/res/cookie_xstorage_indexeddb.png" alt=""/><h3 style="box-sizing: border-box; margin-top: 0.3em; margin-bottom: 16px; font-weight: 300; line-height: 1.43; font-size: 1.5em; font-family: Raleway, 微軟正黑體, "Helvetica Neue", Helvetica, Arial, sans-serif; letter-spacing: 0.5px; position: relative; color: rgb(77, 82, 89); text-wrap: wrap;"><a class="reference-link" style="box-sizing: border-box; color: rgb(51, 202, 187); background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;"></a>Django框架对session的支持</h3><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">在创建Django项目时，默认的配置文件<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">settings.py</code>文件中已经激活了一个名为<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">SessionMiddleware</code>的中间件（关于中间件的知识我们在下一个章节做详细的讲解，这里只需要知道它的存在即可），因为这个中间件的存在，我们可以直接通过请求对象的<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">session</code>属性来操作会话对象。<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">session</code>属性是一个像字典一样可以读写数据的容器对象，因此我们可以使用“键值对”的方式来保留用户数据。与此同时，<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">SessionMiddleware</code>中间件还封装了对cookie的操作，在cookie中保存了sessionid，就如同我们之前描述的那样。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">在默认情况下，Django将session的数据序列化后保存在关系型数据库中，在Django 1.6以后的版本中，默认的序列化数据的方式是JSON序列化，而在此之前一直使用Pickle序列化。JSON序列化和Pickle序列化的差别在于前者将对象序列化为字符串（字符形式），而后者将对象序列化为字节串（二进制形式），因为安全方面的原因，JSON序列化成为了目前Django框架默认序列化数据的方式，这就要求在我们保存在session中的数据必须是能够JSON序列化的，否则就会引发异常。还有一点需要说明的是，使用关系型数据库保存session中的数据在大多数时候并不是最好的选择，因为数据库可能会承受巨大的压力而成为系统性能的瓶颈，在后面的章节中我们会告诉大家如何将session的数据保存到缓存服务中。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">我们继续完善之前的投票应用，前一个章节中我们实现了用户的登录和注册，下面我们首先完善登录时对验证码的检查。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">def get_captcha(request):    """验证码"""    captcha_text = random_captcha_text()    request.session['captcha'] = captcha_text    image_data = Captcha.instance().generate(captcha_text)    return HttpResponse(image_data, content_type='image/png')</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">注意上面代码中的第4行，我们将随机生成的验证码字符串保存到session中，稍后用户登录时，我们要将保存在session中的验证码字符串和用户输入的验证码字符串进行比对，如果用户输入了正确的验证码才能够执行后续的登录流程，代码如下所示。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">def login(request: HttpRequest):    """登录"""    hint = ''    if request.method == 'POST':        form = LoginForm(request.POST)        if form.is_valid():            # 对验证码的正确性进行验证            captcha_from_user = form.cleaned_data['captcha']            captcha_from_sess = request.session.get('captcha', '')            if captcha_from_sess.lower() != captcha_from_user.lower():                hint = '请输入正确的验证码'            else:                username = form.cleaned_data['username']                password = form.cleaned_data['password']                user = User.objects.filter(username=username, password=password).first()                if user:                    # 登录成功后将用户编号和用户名保存在session中                    request.session['userid'] = user.no                    request.session['username'] = user.username                    return redirect('/')                else:                    hint = '用户名或密码错误'        else:            hint = '请输入有效的登录信息'    return render(request, 'login.html', {'hint': hint})</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">上面的代码中，我们设定了登录成功后会在session中保存用户的编号（<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">userid</code>）和用户名（<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">username</code>），页面会重定向到首页。接下来我们可以稍微对首页的代码进行调整，在页面的右上角显示出登录用户的用户名。我们将这段代码单独写成了一个名为header.html的HTML文件，首页中可以通过在<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);"><body></code>标签中添加<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">{% include 'header.html' %}</code>来包含这个页面，代码如下所示。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;"><div class="user">    {% if request.session.userid %}    {{ request.session.username }}    <a href="/logout">注销</a>    {% else %}    <a href="/login">登录</a>&nbsp;&nbsp;    {% endif %}    <a href="/register">注册</a></div></pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">如果用户没有登录，页面会显示登录和注册的超链接；而用户登录成功后，页面上会显示用户名和注销的链接，注销链接对应的视图函数如下所示，URL的映射与之前讲过的类似，不再赘述。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">def logout(request):    """注销"""    request.session.flush()    return redirect('/')</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">上面的代码通过session对象<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">flush</code>方法来销毁session，一方面清除了服务器上session对象保存的用户数据，一方面将保存在浏览器cookie中的sessionid删除掉，稍后我们会对如何读写cookie的操作加以说明。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">我们可以通过项目使用的数据库中名为<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">django_session</code> 的表来找到所有的session，该表的结构如下所示：<table width="1344"><thead style="box-sizing: border-box;"><tr style="box-sizing: border-box; background-color: rgb(248, 248, 248); border-top: 1px solid rgb(238, 238, 238);" class="firstRow"><th style="box-sizing: border-box; text-align: inherit; padding: 6px 13px; border-color: rgb(238, 238, 238);">session_key</th><th style="box-sizing: border-box; text-align: inherit; padding: 6px 13px; border-color: rgb(238, 238, 238);">session_data</th><th style="box-sizing: border-box; text-align: inherit; padding: 6px 13px; border-color: rgb(238, 238, 238);">expire_date</th></tr></thead><tbody style="box-sizing: border-box;"><tr style="box-sizing: border-box; background-color: rgb(255, 255, 255); border-top: 1px solid rgb(238, 238, 238);"><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">c9g2gt5cxo0k2evykgpejhic5ae7bfpl</td><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">MmI4YzViYjJhOGMyMDJkY2M5Yzg3…</td><td style="box-sizing: border-box; padding: 6px 13px; border-color: rgb(238, 238, 238);">2019-05-25 23:16:13.898522</td></tr></tbody></table><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">其中，第1列就是浏览器cookie中保存的sessionid；第2列是经过BASE64编码后的session中的数据，如果使用Python的<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">base64</code>对其进行解码，解码的过程和结果如下所示。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">>>> import base64>>> base64.b64decode('MmI4YzViYjJhOGMyMDJkY2M5Yzg3ZWIyZGViZmUzYmYxNzdlNDdmZjp7ImNhcHRjaGEiOiJzS3d0Iiwibm8iOjEsInVzZXJuYW1lIjoiamFja2ZydWVkIn0=')    '2b8c5bb2a8c202dcc9c87eb2debfe3bf177e47ff:{"captcha":"sKwt","no":1,"username":"jackfrued"}'</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">第3列是session的过期时间，session过期后浏览器保存的cookie中的sessionid就会失效，但是数据库中的这条对应的记录仍然会存在，如果想清除过期的数据，可以使用下面的命令。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">python manage.py clearsessions</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">Django框架默认的session过期时间为两周（1209600秒），如果想修改这个时间，可以在项目的配置文件中添加如下所示的代码。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;"># 配置会话的超时时间为1天（86400秒）SESSION_COOKIE_AGE = 86400</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">有很多对安全性要求较高的应用都必须在关闭浏览器窗口时让会话过期，不再保留用户的任何信息，如果希望在关闭浏览器窗口时就让会话过期（cookie中的sessionid失效），可以加入如下所示的配置。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;"># 设置为True在关闭浏览器窗口时session就过期SESSION_EXPIRE_AT_BROWSER_CLOSE = True</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">如果不希望将session的数据保存在数据库中，可以将其放入缓存中，对应的配置如下所示，缓存的配置和使用我们在后面讲解。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;"># 配置将会话对象放到缓存中存储SESSION_ENGINE = 'django.contrib.sessions.backends.cache'# 配置使用哪一组缓存来保存会话SESSION_CACHE_ALIAS = 'default'</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">如果要修改session数据默认的序列化方式，可以将默认的<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">JSONSerializer</code>修改为<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">PickleSerializer</code>。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">SESSION_SERIALIZER = 'django.contrib.sessions.serializers.PickleSerializer'</pre><h3 style="box-sizing: border-box; margin-top: 0.3em; margin-bottom: 16px; font-weight: 300; line-height: 1.43; font-size: 1.5em; font-family: Raleway, 微軟正黑體, "Helvetica Neue", Helvetica, Arial, sans-serif; letter-spacing: 0.5px; position: relative; color: rgb(77, 82, 89); text-wrap: wrap;"><a class="reference-link" style="box-sizing: border-box; color: rgb(51, 202, 187); background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;"></a>在视图函数中读写cookie</h3><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">Django封装的<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">HttpRequest</code>和<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">HttpResponse</code>对象分别提供了读写cookie的操作。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">HttpRequest封装的属性和方法：<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">1.<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">COOKIES</code>属性 - 该属性包含了HTTP请求携带的所有cookie。 2.<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">get_signed_cookie</code>方法 - 获取带签名的cookie，如果签名验证失败，会产生<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">BadSignature</code>异常。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">HttpResponse封装的方法：<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">1.<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">set_cookie</code>方法 - 该方法可以设置一组键值对并将其最终将写入浏览器。 2.<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">set_signed_cookie</code>方法 - 跟上面的方法作用相似，但是会对cookie进行签名来达到防篡改的作用。因为如果篡改了cookie中的数据，在不知道<a href="https://zh.wikipedia.org/wiki/%E5%AF%86%E9%92%A5" style="box-sizing: border-box; color: rgb(51, 202, 187); text-decoration-line: none; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;">密钥</a>和<a href="https://zh.wikipedia.org/wiki/%E7%9B%90_(%E5%AF%86%E7%A0%81%E5%AD%A6" style="box-sizing: border-box; color: rgb(51, 202, 187); text-decoration-line: none; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;">盐</a>>)的情况下是无法生成有效的签名，这样服务器在读取cookie时会发现数据与签名不一致从而产生<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">BadSignature</code>异常。需要说明的是，这里所说的密钥就是我们在Django项目配置文件中指定的<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">SECRET_KEY</code>，而盐是程序中设定的一个字符串，你愿意设定为什么都可以，只要是一个有效的字符串。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">上面提到的方法，如果不清楚它们的具体用法，可以自己查阅一下Django的<a href="https://docs.djangoproject.com/en/2.1/ref/request-response/" style="box-sizing: border-box; color: rgb(51, 202, 187); text-decoration-line: none; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;">官方文档</a>，没有什么资料比官方文档能够更清楚的告诉你这些方法到底如何使用。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">刚才我们说过了，激活<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">SessionMiddleware</code>之后，每个<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">HttpRequest</code>对象都会绑定一个session属性，它是一个类似字典的对象，除了保存用户数据之外还提供了检测浏览器是否支持cookie的方法，包括：<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">1.<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">set_test_cookie</code>方法 - 设置用于测试的cookie。 2.<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">test_cookie_worked</code>方法 - 检测测试cookie是否工作。 3.<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">delete_test_cookie</code>方法 - 删除用于测试的cookie。 4.<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">set_expiry</code>方法 - 设置会话的过期时间。 5.<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">get_expire_age</code>/<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">get_expire_date</code>方法 - 获取会话的过期时间。 6.<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">clear_expired</code>方法 - 清理过期的会话。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">下面是在执行登录之前检查浏览器是否支持cookie的代码。<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">def login(request):    if request.method == 'POST':        if request.session.test_cookie_worked():            request.session.delete_test_cookie()            # Add your code to perform login process here        else:            return HttpResponse("Please enable cookies and try again.")    request.session.set_test_cookie()    return render_to_response('login.html')</pre><h3 style="box-sizing: border-box; margin-top: 0.3em; margin-bottom: 16px; font-weight: 300; line-height: 1.43; font-size: 1.5em; font-family: Raleway, 微軟正黑體, "Helvetica Neue", Helvetica, Arial, sans-serif; letter-spacing: 0.5px; position: relative; color: rgb(77, 82, 89); text-wrap: wrap;"><a class="reference-link" style="box-sizing: border-box; color: rgb(51, 202, 187); background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;"></a>Cookie的替代品</h3><p style="box-sizing: border-box; margin-top: 0px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap; margin-bottom: 0px !important;">之前我们说过了，cookie的名声一直都不怎么好，当然我们在实际开发中是不会在cookie中保存用户的敏感信息（如用户的密码、信用卡的账号等）的，而且保存在cookie中的数据一般也会做好编码和签名的工作。即便如此，HTML5中还是给出了用于替代cookie的技术方案，其中使用得最为广泛的就是localStorage和sessionStorage，相信从名字上你就能听出二者的差别，存储在<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">localStorage</code>的数据可以长期保留；而存储在<code style="box-sizing: border-box; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; font-size: 14px; color: rgb(232, 62, 140); overflow-wrap: break-word; padding: 3px; margin: 0px 4px 0px 5px; background: rgb(246, 246, 246); border-radius: 3px; border: 1px solid rgb(238, 238, 238);">sessionStorage</code>的数据会在浏览器关闭时会被清除。关于这些cookie替代品的用法，建议大家查阅<a href="https://developer.mozilla.org/zh-CN/docs/Web" style="box-sizing: border-box; color: rgb(51, 202, 187); text-decoration-line: none; background-image: initial; background-position: initial; background-size: initial; background-repeat: initial; background-attachment: initial; background-origin: initial; background-clip: initial; transition: all 0.3s linear 0s; outline: none !important;">MDN</a>来进行了解。

python操作Excel之删除excel工作表

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<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">如果你想删除工作表，可以通过Workbook的remove()方法，但是这个方法的参数是一个Worksheet对象，所以如果你要使用这个方法删除工作表，前提是要先获取到一个工作表，获取工作表的方式我们前面已经学过了，但感觉这么做有点麻烦，很多情况我们希望直接根据表名来删除，这时候你可以通过Python的del关键字删除，这有点像通过键删除字典的项。代码如下：<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap; margin-bottom: 0px !important;"># 删除工作表from openpyxl import Workbookwb = Workbook() ws2 = wb.create_sheet（ "表2"） wb.create_sheet（ "表3"） wb.create_sheet（ "表4"） print(wb.sheetnames)# 输出：［ 'Sheet', '表2', '表3', '表4'］ wb.remove(ws2) del wb［ "表3"］ print(wb.sheetnames)# 输出：［ 'Sheet', '表4'］</pre>

python操作Excel之新建excel工作表

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<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">很多情况下一张表不够用，新建工作表就很有必要了。Workbook对象提供了create_sheet()方法用于新建工作表，它需要两个参数，第一个是表名，第二个是表的位置，位置从0开始，这还是比较符合我们的编程逻辑的，如果你不指定位置，则默认添加到最后，调用完create_sheet()方法之后会返回新创建的工作表，即Worksheet对象。代码如下：<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap; margin-bottom: 0px !important;">from openpyxl import load_workbookwb = load_workbook（ "./excel_ files/全国城市某天最高温度排行.xlsx"） print(wb.sheetnames)# 输出：［ '最高温度排名', '最低温度排名'］ new_sheet1 = wb.create_sheet（ "新建表1", 0） new_sheet2 = wb.create_sheet（ "新建表2"） print(wb.sheetnames)# 输出：['新建表1', '最高温度排名', '最低温度排名', '新建表2'] print(new_sheet1.title)# 输出： 新建表1print(new_sheet2.title)# 输出： 新建表2</pre>

python操作word之处理文档中的间距和缩进

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<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">段落与段落之间可以设置距离，比如说段前16磅，段后20磅，这里就需要用到长度单位了，我们以后再学习python-docx的长度单位，现在先提前用一下“磅”这个单位，用Pt这个类表示，实例化对象的时候传入磅数即可，比如说Pt(20)就表示20磅。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">有了长度单位之后我们就可以设置段落的距离了。首先要知道Paragraph对象用ParagraphFormat这个类来管理样式，前面我们学习对齐的时候设置的alignment属性其实就是ParagraphFormat对象的，这次我们来修改一下ParagraphFormat对象的space_before和space_after属性，这两个属性分别表示段前和段后的距离，看一下我的代码：<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">from docx import Documentfrom docx.shared import Ptdoc = Document() paragraph = doc.add_paragraph（ "某一天Of fice遇到了Python"） paragraph.paragraph_format.space_before = Pt(16)# 段前16磅paragraph.paragraph_format.space_after = Pt(20)# 段后20磅doc.save("./word_ files/test.docx")</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">当然ParagraphFormat对象肯定没那么简单，它还有其他的属性，比如说f i rst_line_indent表示首行缩进，line_spacing表示行间距，代码如下：<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">...paragraph = doc.add_paragraph（"某一天Of fice遇到了Python"）paragraph.paragraph_format.line_spacing = Pt(20)  # 行间距，固定值20磅paragraph.paragraph_format.first_line_indent = Pt(10)  # 首行缩进10磅</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">说到行间距，如果直接指定line_spacing的值，那就是固定行间距，如果指定一个数字就表示多倍行距，比如说1.5倍行距、2倍行距、3倍行距等，代码如下：<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap; margin-bottom: 0px !important;">...paragraph.paragraph_format.line_spacing = 1.5  # 1.5倍行距paragraph.paragraph_format.line_spacing = 2  # 2倍行距</pre>

python操作word之使用word内置样式操作

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<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">Word有一些内置样式，在Word里面显示为“预设样式”，我们可以直接拿来使用。内置样式非常多，但样式类型大致可以分为四种，分别是字符样式、列表样式、段落样式、表格样式，它们定义在WD_STYLE_TYPE这个枚举类里。我们这里先拿段落样式进行演示，代码如下：<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">from docx import Documentdoc = Document()# 列表paragraph = doc.add_paragraph（ "有序段落List"） print(paragraph.style.name)# 输出： Normalparagraph.style = "List" doc.add_paragraph（ "有序段落List 2", style = "List 2"） doc.add_paragraph（ "有序段落List 3", style = "List 3"）# 列表编号doc.add_paragraph（ "有序段落List Number", style = "List Number"） doc.add_paragraph（ "有序段落List Number 2", style = "List Number 2"） doc.add_paragraph（ "有序段落List Number 3", style = "List Number 3"）# 列表项目符号doc.add_paragraph（ "无序段落List Bullet", style = "List Bullet"） doc.add_paragraph（ "无序段落List Bullet 2", style = "List Bullet 2"） doc.add_paragraph（ "无序段落List Bullet 3", style = "List Bullet 3"） doc.save("./word_ files/test.docx")</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">执行上面的代码之后得到的效果如图7-1所示。 <img src="https://www.maxiaoke.com/uploads/images/20231205/4868128ff1a9158267c7907801a02abe.png" alt=""/><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">Paragraph对象有一个style属性控制段落样式，我们只要把样式名赋值给该属性就可以引用样式。当然也可以在调用add_paragraph()方法新增段落的时候就引用样式，该方法的第二个参数就是样式名。如果不设置段落的样式，则默认样式名是“Normal”，也就是Word里的第一个内置样式“正文”。<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">还要注意样式名是一个字符串，这些内置的样式名都是固定的，所以不能写错了。既然样式名是固定的，那我们怎么查看都有哪些样式呢？我们干脆读取Document的styles取出全部样式，然后过滤出类型为段落的样式，代码如下：<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">from docx import Documentfrom docx.enum.style import WD_STYLE_TYPEdoc = Document() styles = doc.stylesparagraph_styles = [s     for s in styles     if s.type == WD_STYLE_TYPE.PARAGRAPH ] for style in paragraph_styles: print(style.name)# 输出：# Normal# Header# Footer# Heading 1# Heading 2#...</pre><p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">代码中通过列表推导式拿到全部内置段落样式，一共有36个。每一个样式对应的类都是继承BaseStyle类的，BaseStyle对象的type属性用于区分样式类型，所以我们让type等于 WD_STYLE_TYPE.PARAGRAPH的样式保留下来，而name属性表示样式名，把它打印出来看一下，我们在引用样式的时候就直接写这些样式名就可以了。<p style="box-sizing: border-box; margin-top: 0px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap; margin-bottom: 0px !important;">关于WD_STYLE_TYPE，它是一个枚举类，这里一共定义了四种类型，分别是CHARACTER（字符）、LIST（列表）、PARAGRAPH（段落）和TABLE（表格），如果以后有需要的话可以按照这种方式进行过滤。

python与办公之PPT功能实现新建幻灯片

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<p style="box-sizing: border-box; margin-top: 0px; margin-bottom: 16px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap;">在python-pptx中，每一个幻灯片页面都是一个Slide对象，Presentation对象并不能直接创建Slide对象，但它能创建Slides对象。听这个名字就知道Slides是用来管理Slide的，没错，Slides对象有一个add_slide()方法可以创建Slide对象，add_slide()方法的参数是一个SlideLayout对象。简单来说，要创建幻灯片，首先要获取布局，然后再调用Presentation对象的slides属性获得一个Slides对象，再调用add_slide()方法，演示代码如下：<pre class="prettyprint linenums prettyprinted" style="box-sizing: border-box; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-stretch: normal; font-size: 13.6px; line-height: 1.6; font-family: "YaHei Consolas Hybrid", Consolas, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Helvetica, monospace, monospace; margin-top: 0px; margin-bottom: 16px; overflow: auto; color: rgb(47, 111, 159); background-color: rgb(246, 246, 246); border: 1px solid rgb(238, 238, 238); padding: 10px; border-radius: 3px; overflow-wrap: break-word; text-wrap: wrap;">from pptx import Presentationppt = Presentation() slide_layout = ppt.slide_layouts[0] print(type(ppt.slides))# < class 'pptx.slide.Slides' > slide = ppt.slides.add_slide(slide_layout) print(type(slide))# 输出： < class 'pptx.slide.Slide' > ppt.save("./ppt_ files/test.pptx")</pre><p style="box-sizing: border-box; margin-top: 0px; color: rgb(77, 82, 89); font-family: "Microsoft YaHei", Helvetica, "Meiryo UI", "Malgun Gothic", "Segoe UI", "Trebuchet MS", Monaco, monospace, Tahoma, STXihei, 华文细黑, STHeiti, "Helvetica Neue", "Droid Sans", "wenquanyi micro hei", FreeSans, Arimo, Arial, SimSun, 宋体, Heiti, 黑体, sans-serif; text-wrap: wrap; margin-bottom: 0px !important;">通过add_slide()这种方法添加的幻灯片只能添加到文档的最后面，目前没有办法在两个幻灯片之间插入其他幻灯片，希望以后的版本会实现。