从零开始利用coze智能体API提取抖音视频文本内容
<p data-track="1">作用：可以将抖音视频说话的内容转成文本。</p><p data-track="2">本文从零开始搭建coze智能体到添加解析插件、到开通API、再创建请求密钥全流程讲解。</p>
<p data-track="3">完全从零开始一步步操作，直至达到最终目的。</p>
<p data-track="4">扣子的API能力个人免费使用【注上免费请求说明】</p>
<p data-track="5">免费版和专业版的对比：</p>
<p data-track="6">文档链接：<br>https://www.coze.cn/docs/guides/edition</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/16b52ea1b446490386c432d80738759e~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=aEybV4kyFzNu0PuSCYqZCPqP%2F9Y%3D">
<p class="pgc-img-caption"> </p>
</div>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/f2a098f62f454e08ab66d2d5049ee3c1~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=c59CRWsHUBpCewYWTuodCA%2FXwKc%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="7">由之前的个人免费版每天最多请求3000次改成了每个账号最多请求100次，相当于只能试用了，正式用的话还是要开通专业版。</p>
<p data-track="8">好吧，所以我这里只讲解整个流程，具体使用免费版还是专业版不做推荐，依自己情况而定。</p>
<p data-track="9">不过专业版的价格也不是很贵：</p>
<p data-track="10">收费有两块：</p>
<p data-track="11">1、智能体资源包：</p>
<p data-track="12">价格、购买查看页面：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/bb9fdb75b8434cb4861b0947c52bed2f~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=jTa7O7vaw71yqWwElpGqDR98gko%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="13">2、豆包大模型资源包</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/97e7dfb69d654128a0c8e63ad879335b~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=u92mx8GeFsSuqZc9v%2Bq1%2FYFZhZY%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="14">两者结合起来的价格，购买页面是有优惠的：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/4739117a437b42f2a81a413c35603bfd~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=llresAjcPrQCVpxzoNgCb7naB2g%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="15">我这边大概计算了下，解析一个视频的成本在0.015元左右。</p>
<p data-track="16">以上是对扣子的费用和作用介绍，下面开始介绍如何注册和使用配置。</p>
<p data-track="17">我们来到首页，点击基础班（也就是免费版）登录：</p>
<p class="syl-line-pure-english" data-track="18">https://www.coze.cn/</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/abe38f1b8e5b486c8004467fd7cb7fdd~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=UU7a5haKdZ8pO2sCUsRMtUZojq8%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="19">两种登录方式，使用抖音扫码或者手机号码，二选一即可：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/8bb246668c32483d8c6b6a05dd71be71~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=oTUx8ft611ROqWgyqjBoLLKF4bg%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="20">登录进来以后，我们点击工作空间：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/c05f3c3e987743b3b7064f6f6be05812~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=nU%2Fdw3q6SOsK9JycCR96mFOwrJQ%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="21">点击创建：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/e9f2ffbcd7e94ea280a9d859bb0e7d8d~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=u1OOSGmWTHjmvq29LKRMOeM%2B1Ic%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="22">点击创建智能体：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/f3891464c8ef401a9bc0a9058768b73a~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=5r1xNWPJpPreHBcd62i1VI88qPw%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="23">输入智能体名称，介绍可以不填，点击确定：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/1e68a709424d48358a604025c5c5d383~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=eQCwDTfsJyaf%2BPK769fMzJ3H6vw%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="24">点击创建后会自动跳转到智能体详情界面：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/e47cbb40f06c4f4ab1bf7d3d6077a96b~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=wToWPdkbbcIUyoX0LouaGWXhql0%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="25">我们点击插件右侧的加号新增一个插件：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/f45e79af5b0c42ea9d7fe8a1eb2bdaad~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=xmZVP%2FxlXsjdwjPrmoMVnCgNjJ0%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="26">在弹出的窗口中输入链接读取搜索插件，搜索到结果后点击添加</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/e3d6b2b4813d4dd9827499af09ece60a~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=XTI18ZHWJzWvN%2F4MyMWTJyEiuyo%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="27">显示已添加后关闭窗口：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/fbb0d5ee37d54b3a9181ae96b1408e9e~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=EYP5sEoUuoGh7KiEk54KPmHEzOA%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="28">可以看到插件添加成功了：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/cb2afc67d4714c54aeda06094dfece63~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=mcRQTc7haVQ37whSJNQ2BU5OBcY%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="29">OK，到这里，智能体达到能在线调试的程度了。</p>
<p data-track="30">我们测试一下，比如我们要解析这个视频的文本内容：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/1e6fdd442e464fe99971b7984cdeebd8~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=njfOK%2BsmOzs8phL7LPJ63VkoTlw%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="31">我们让ai返回视频的文本内容：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/7b7ba5609c4b4619ac6890ec021cdb2c~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=q4QcE7HXB4IASOAUAQ93BK5c7%2BA%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="32">证明我们的配置和插件功能是正常的。</p>
<p data-track="33">ok，下面我们发布这个应用，并配置API的密钥，再到发起API请求、获取请求结果。</p>
<p data-track="34">1、发布应用：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/dbd52d553fb94154b5724e567c7b8588~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=h56kJvuXvYs3YdRtNPvsUMOa0f8%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="35">我们点击直接跳过：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/73ad699ce6af48839a240d3a51189394~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=XDH%2B2sGpWnlArSY6cNIk8ZT%2FEoY%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="36">勾选API：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/980b1da229b64bd3b777a88b9de667da~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=FZRycl20g%2BnBFKaVQDxFfvcCOUU%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="37">点击完成：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/55083827d7fa4fb08099dbdf98866eee~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=HGX%2BgeQ%2B89sJr6HWTY7ZjHbBIEg%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="38">点击完成后会自动跳转到智能体详情页，可以看到已发布：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p26-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/e8b45e6240da4a2bbd7a0a093f6722b6~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=NHrf%2BYLn3gmv%2F%2Fv0Oh4u%2FPkgIwY%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="39">我们来到扣子API页面：<br>https://www.coze.cn/open/oauth/pats</p>
<p data-track="40">点击添加新令牌：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/f35395d1c98c4b1fbd684c10b83ef774~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=Ea30yD%2FdoqmDTmcUQIa6Ghhn27U%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="41">名称随意，过期时间选30天，需要勾选4个大类的权限：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/855f53a2a9d54cc180cb525cbff8d391~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=swr5uh6cwTxnz6KGubG5JjoEYVQ%3D">
<p class="pgc-img-caption"> </p>
</div>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/c5af63a7be684d2393390914e72ca246~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=%2BGWDDqHcVB6j9dhdJrdw9g4mUIU%3D">
<p class="pgc-img-caption"> </p>
</div>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/64de06dfdb704e27b47cba0b2ec52314~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=Hh%2FKDN8sdME5BTHH%2FyZPkm4B%2FDc%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="42">团队空间选个人空间，点击确定：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/28d218286518419299fa18ee86d0722b~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=Ohn5JGYWV%2BdWYxuNW3c4SXa2VLQ%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="43">在弹出的窗口中复制一下令牌，因为只会显示一次，我们复制到其他地方保存一下，如果忘了也可以重新添加。</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/56e2741edc0442708043c9f3597efcb7~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=9KKksizce6dCnhemJGuvHk8jL2M%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="44">保存好后关闭弹窗。</p>
<p data-track="45">后续流程还需要用到bot_id（智能体id），我们打开智能体详情：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/16a3dd5089874be98fb45c147a73bdd7~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=q%2BXxINAn4sD%2BogguZ7FgGl2aRmE%3D">
<p class="pgc-img-caption"> </p>
</div>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/15a43538a12941aa8058b87086dd1bef~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=cV0uLX51a0xp3hTxo087N1XpFh0%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="46">接下来就可以使用API了，如果要使用扣子的api，有三个最重要的接口，分别是：</p>
<p data-track="47">1、发起对话<br>https://www.coze.cn/docs/developer_guides/chat_v3</p>
<p data-track="48">作用为：发起新的对话</p>
<p class="syl-line-pure-english" data-track="49">curl：</p>
<pre class="syl-page-code hljs rust"><code>curl --location <span class="hljs-symbol">'https:<span class="hljs-comment">//api.coze.cn/v3/chat' \
--header <span class="hljs-symbol">'Authorization: Bearer 你的令牌' \
--header <span class="hljs-symbol">'Content-Type: application/json' \
--data '{
<span class="hljs-string">"bot_id": 上面url中的bor_id,
<span class="hljs-string">"user_id": <span class="hljs-string">"123123",
<span class="hljs-string">"stream": <span class="hljs-literal">false,
<span class="hljs-string">"auto_save_history": <span class="hljs-literal">true,
<span class="hljs-string">"additional_messages": [
{
<span class="hljs-string">"role": <span class="hljs-string">"user",
<span class="hljs-string">"content": <span class="hljs-string">"https://www.douyin.com/discover/search/%E6%B7%B1%E5%9C%B3%E6%88%BF%E4%BA%A7?modal_id=7444165260635868428&type=video
帮我提取这个视频的文本内容",
<span class="hljs-string">"content_type": <span class="hljs-string">"text"
}
]
}'</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></code></pre>
<p data-track="67">结果：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/ca8a891631344f0da99841f7f673cda7~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=BbG4Ceg%2Fw1%2B1o9K9yRU1aVra2jQ%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="68">2、查看对话详情<br>https://www.coze.cn/docs/developer_guides/retrieve_chat</p>
<p data-track="69">作用为：查看发起的对话的处理进度（是否完成了，还是失败了）</p>
<p class="syl-line-pure-english" data-track="70">curl：</p>
<pre class="syl-page-code hljs nginx"><code><span class="hljs-attribute">curl --location <span class="hljs-string">'https://api.coze.cn/v3/chat/retrieve?conversation_id=7444113466819936291&chat_id=7444113466819952675' \
--header <span class="hljs-string">'Authorization: Bearer 你的令牌' \
--header <span class="hljs-string">'Content-Type: application/json'</span></span></span></span></code></pre>
<p data-track="74">结果：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/e9510ea16b394709bef17e5d639087c7~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=gEAuj05H5LkNdFwIMm%2FRny0KD3o%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="75">返回了进度和消耗的token</p>
<p data-track="76">3、查看对话消息详情<br>https://www.coze.cn/docs/developer_guides/list_chat_messages</p>
<p data-track="77">作用为：查看最终对话的结果（也就是完成的抖音视频转文本内容）</p>
<p class="syl-line-pure-english" data-track="78">curl：</p>
<pre class="syl-page-code hljs nginx"><code><span class="hljs-attribute">curl --location <span class="hljs-string">'https://api.coze.cn/v3/chat/message/list?conversation_id=7444447591258947624&chat_id=7444447591258980392' \
--header <span class="hljs-string">'Authorization: 你的令牌' \
--header <span class="hljs-string">'Content-Type: application/json'</span></span></span></span></code></pre>
<p data-track="82">结果：</p>
<div class="pgc-img"><img class="syl-page-img lazyload" data-src="https://p3-sign.toutiaoimg.com/tos-cn-i-6w9my0ksvp/81618c233b98498e8c33c1b6c9ebe211~tplv-tt-shrink:640:0.image?lk3s=06827d14&traceid=202412041759020C41BC2DFB2C623DE4A0&x-expires=2147483647&x-signature=dkqFt7H9wNYi6B%2FgmuIfRw2aQlI%3D">
<p class="pgc-img-caption"> </p>
</div>
<p data-track="83">OK，至此，如何一步步在扣子创建智能体、以及如何发布、如何请求API都描述清楚了。</p>
<p data-track="84">这篇分享文章就到这里啦！如果你对文章内容有疑问或想要深入讨论，欢迎在评论区留言，我会尽力回答。同时，如果你觉得这篇文章对你有帮助，不妨点个赞并分享给其他同学，让更多人受益。</p>
<p data-track="85">想要了解更多相关知识，可以查看我以往的文章，其中有许多精彩内容。记得关注我，获取及时更新，我们可以一起学习、讨论技术，共同进步。</p>
<p data-track="86">感谢你的阅读与支持，期待在未来的文章中与你再次相遇！</p>
<p data-track="87">我的微信公众号：【xdub】，欢迎大家订阅，我会同步文章到公众号上。</p><br><br>
来源：https://www.cnblogs.com/shuinanxun/p/18586887
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