<rss xmlns:atom="http://www.w3.org/2005/Atom" version="2.0"><channel><title>Flink - 标签 - ISLAND</title><link>https://youngxhui.top/tags/flink/</link><description>Flink - 标签 - ISLAND</description><generator>Hugo -- gohugo.io</generator><language>zh-CN</language><managingEditor>youngxhui@gmail.com (youngxhui)</managingEditor><webMaster>youngxhui@gmail.com (youngxhui)</webMaster><copyright>本作品采用知识共享署名-非商业性使用 4.0 国际许可协议进行许可。</copyright><lastBuildDate>Mon, 17 Jun 2019 08:57:06 +0800</lastBuildDate><atom:link href="https://youngxhui.top/tags/flink/" rel="self" type="application/rss+xml"/><item><title>Flink基础学习</title><link>https://youngxhui.top/2019/06/flink%E5%9F%BA%E7%A1%80%E5%AD%A6%E4%B9%A0/</link><pubDate>Mon, 17 Jun 2019 08:57:06 +0800</pubDate><author><name>youngxhui</name></author><guid>https://youngxhui.top/2019/06/flink%E5%9F%BA%E7%A1%80%E5%AD%A6%E4%B9%A0/</guid><description><![CDATA[<h1 id="flink" class="headerLink">
    <a href="#flink" class="header-mark"></a>flink</h1><p><img class="tw-inline" loading="lazy" src='https://flink.apache.org/img/flink-home-graphic.png'   alt="flink"  ></p>
<h2 id="flink安装" class="headerLink">
    <a href="#flink%e5%ae%89%e8%a3%85" class="header-mark"></a>flink安装</h2><p>自从微软在 <code>windows 10</code> 内集成了 <code>wsl </code>，对于开发人员来说简直不要太方便了，尤其是听说下个版本的 <code>wsl2</code> 还支持 <code>Docker</code>。大数据环境基本对 <code>windows</code> 的支持很差，但是有了 <code>wsl </code> 就完全不一样了。</p>
<p>如何开启和安装 <code>wsl</code> 就不多介绍了，可以 <strong>百度/Google</strong>  一下。我安装的是  <code>ubuntu 16.04 LTS</code> 。</p>
<p><code>flink</code> 的安装还是比较简单的，环境基本安装好 <code>jdk</code>  即可。</p>
<h3 id="jdk-安装" class="headerLink">
    <a href="#jdk-%e5%ae%89%e8%a3%85" class="header-mark"></a>JDK 安装</h3><p>我这里安装的是 Open JDK ,只需要一行命令即可。</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
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    tw-flex 
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    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">bash</p>
      </button>

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

      <button 
        class="
          wrap-code-button
          tw-select-none 
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M16 132h416c8.837 0 16-7.163 16-16V76c0-8.837-7.163-16-16-16H16C7.163 60 0 67.163 0 76v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16z"/></svg></button>
      
      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-1" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl">sudo apt-get install openjdk-8-jdk</span></span></code></pre>
</div>
<p>如果安装出错，先更新一下</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
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    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">bash</p>
      </button>

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

      <button 
        class="
          wrap-code-button
          tw-select-none 
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M16 132h416c8.837 0 16-7.163 16-16V76c0-8.837-7.163-16-16-16H16C7.163 60 0 67.163 0 76v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16z"/></svg></button>
      
      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-2" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl">sudo apt-get update</span></span></code></pre>
</div>
<p>下载安装完成后，通过 <code>java</code> 和 <code>javac</code> 看看是否安装成功。</p>
<h3 id="flink-安装" class="headerLink">
    <a href="#flink-%e5%ae%89%e8%a3%85" class="header-mark"></a>flink 安装</h3><p>flink的安装就更加简单了，到  **flink <a href="https://flink.apache.org/" target="_blank" rel="noopener noreferrer">官方</a>/<a href="https://flink.apache.org/zh/" target="_blank" rel="noopener noreferrer">中文网</a> ** 找到下载页面，选择你要的版本（我选择的是 <a href="https://www.apache.org/dyn/closer.lua/flink/flink-1.7.2/flink-1.7.2-bin-hadoop28-scala_2.12.tgz" target="_blank" rel="noopener noreferrer">Apache Flink 1.7.2 with Hadoop® 2.8 for Scala 2.12</a>），点击下载之后官方会帮你选择一个镜像链接。然后下载即可。</p>
<p>通过 <code>wget</code>  命令下载</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">bash</p>
      </button>

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

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      <button 
        class="
          copy-code-button
          tw-select-none
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          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
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        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
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    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
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      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-3" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl">wget http://mirrors.tuna.tsinghua.edu.cn/apache/flink/flink-1.7.2/flink-1.7.2-bin-hadoop28-scala_2.12.tgz</span></span></code></pre>
</div>
<p>等待下载完成即可。</p>
<p>下载完成之后，解压压缩包，完成项目。</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">bash</p>
      </button>

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

      <button 
        class="
          wrap-code-button
          tw-select-none 
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          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M16 132h416c8.837 0 16-7.163 16-16V76c0-8.837-7.163-16-16-16H16C7.163 60 0 67.163 0 76v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16z"/></svg></button>
      
      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-4" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl">tar -zxf flink-1.7.2-bin-hadoop28-scala_2.12.tgz</span></span></code></pre>
</div>
<p>打开解压后的文件，我们在 <code>bin</code> 目录下找到 <code>start-cluster.sh</code> ， 启动该脚本即可运行。</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">bash</p>
      </button>

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

      <button 
        class="
          wrap-code-button
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        title="Toggle code wrap"><svg class="icon"
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      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-5" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl">./start-cluster.sh</span></span></code></pre>
</div>
<p>运行该脚本，启动  <code>flink</code> 。</p>
<p><img class="tw-inline" loading="lazy" src='https://island-hexo.oss-cn-beijing.aliyuncs.com/start.jpg'     ></p>
<p>如图，启动成功。</p>
<p>此时在 <code>windows</code> 上打开浏览器 http://localhost:8081 可以看到 <code>flink</code>  控制台。</p>
<p><img class="tw-inline" loading="lazy" src='https://island-hexo.oss-cn-beijing.aliyuncs.com/flink-dashboard.jpg'     ></p>
<p>此时的 <code>flink</code> 项目已经启动成功。已经完成了安装工作。</p>
<h2 id="编写flink代码" class="headerLink">
    <a href="#%e7%bc%96%e5%86%99flink%e4%bb%a3%e7%a0%81" class="header-mark"></a>编写flink代码</h2><p>通过idea创建 <code>maven/gradle</code> 项目，导入必要的包，下面为 <code>maven</code> 依赖</p>
<div class="code-block highlight is-closed show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">xml</p>
      </button>

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

      <button 
        class="
          wrap-code-button
          tw-select-none 
          tw-mx-2 
          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M16 132h416c8.837 0 16-7.163 16-16V76c0-8.837-7.163-16-16-16H16C7.163 60 0 67.163 0 76v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16zm0 160h416c8.837 0 16-7.163 16-16v-40c0-8.837-7.163-16-16-16H16c-8.837 0-16 7.163-16 16v40c0 8.837 7.163 16 16 16z"/></svg></button>
      
      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-6" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl">  <span class="nt">&lt;dependencies&gt;</span>
</span></span><span class="line"><span class="cl">        <span class="nt">&lt;dependency&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;groupId&gt;</span>org.apache.flink<span class="nt">&lt;/groupId&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;artifactId&gt;</span>flink-scala_${scala.binary.version}<span class="nt">&lt;/artifactId&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;version&gt;</span>${flink.version}<span class="nt">&lt;/version&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;scope&gt;</span>provided<span class="nt">&lt;/scope&gt;</span>
</span></span><span class="line"><span class="cl">        <span class="nt">&lt;/dependency&gt;</span>
</span></span><span class="line"><span class="cl">        <span class="nt">&lt;dependency&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;groupId&gt;</span>org.apache.flink<span class="nt">&lt;/groupId&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;artifactId&gt;</span>flink-streaming-scala_${scala.binary.version}<span class="nt">&lt;/artifactId&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;version&gt;</span>${flink.version}<span class="nt">&lt;/version&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;scope&gt;</span>provided<span class="nt">&lt;/scope&gt;</span>
</span></span><span class="line"><span class="cl">        <span class="nt">&lt;/dependency&gt;</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl">        <span class="nt">&lt;dependency&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;groupId&gt;</span>org.scala-lang<span class="nt">&lt;/groupId&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;artifactId&gt;</span>scala-library<span class="nt">&lt;/artifactId&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;version&gt;</span>${scala.version}<span class="nt">&lt;/version&gt;</span>
</span></span><span class="line"><span class="cl">        <span class="nt">&lt;/dependency&gt;</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl">        <span class="nt">&lt;dependency&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;groupId&gt;</span>org.apache.flink<span class="nt">&lt;/groupId&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;artifactId&gt;</span>flink-connector-kafka-0.11_2.11<span class="nt">&lt;/artifactId&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;version&gt;</span>${flink.version}<span class="nt">&lt;/version&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;exclusions&gt;</span>
</span></span><span class="line"><span class="cl">                <span class="nt">&lt;exclusion&gt;</span>
</span></span><span class="line"><span class="cl">                    <span class="nt">&lt;groupId&gt;</span>log4j<span class="nt">&lt;/groupId&gt;</span>
</span></span><span class="line"><span class="cl">                    <span class="nt">&lt;artifactId&gt;</span>*<span class="nt">&lt;/artifactId&gt;</span>
</span></span><span class="line"><span class="cl">                <span class="nt">&lt;/exclusion&gt;</span>
</span></span><span class="line"><span class="cl">                <span class="nt">&lt;exclusion&gt;</span>
</span></span><span class="line"><span class="cl">                    <span class="nt">&lt;groupId&gt;</span>org.slf4j<span class="nt">&lt;/groupId&gt;</span>
</span></span><span class="line"><span class="cl">                    <span class="nt">&lt;artifactId&gt;</span>slf4j-log4j12<span class="nt">&lt;/artifactId&gt;</span>
</span></span><span class="line"><span class="cl">                <span class="nt">&lt;/exclusion&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;/exclusions&gt;</span>
</span></span><span class="line"><span class="cl">        <span class="nt">&lt;/dependency&gt;</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl">        <span class="nt">&lt;dependency&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;groupId&gt;</span>org.slf4j<span class="nt">&lt;/groupId&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;artifactId&gt;</span>slf4j-log4j12<span class="nt">&lt;/artifactId&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;version&gt;</span>1.7.7<span class="nt">&lt;/version&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;scope&gt;</span>runtime<span class="nt">&lt;/scope&gt;</span>
</span></span><span class="line"><span class="cl">        <span class="nt">&lt;/dependency&gt;</span>
</span></span><span class="line"><span class="cl">        <span class="nt">&lt;dependency&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;groupId&gt;</span>log4j<span class="nt">&lt;/groupId&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;artifactId&gt;</span>log4j<span class="nt">&lt;/artifactId&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;version&gt;</span>1.2.17<span class="nt">&lt;/version&gt;</span>
</span></span><span class="line"><span class="cl">            <span class="nt">&lt;scope&gt;</span>runtime<span class="nt">&lt;/scope&gt;</span>
</span></span><span class="line"><span class="cl">        <span class="nt">&lt;/dependency&gt;</span>
</span></span><span class="line"><span class="cl"><span class="nt">&lt;/dependencies&gt;</span></span></span></code></pre>
</div>
<p><strong>注意</strong>部分依赖使用的范围 scope 是 provided，该属性为在项目打包是不会打包，但是本地运行项目时候需要，所以在本地调试的时候要将该属性注释掉，否者或报错。</p>
<p>下面是 <code>Scala</code> 版本的 <code>wordCount</code></p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">scala</p>
      </button>

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

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        class="
          wrap-code-button
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      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
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      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-7" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl"><span class="k">package</span> <span class="nn">top.young.wordcount</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="k">import</span> <span class="nn">org.apache.flink.api.scala.</span><span class="o">{</span><span class="nc">ExecutionEnvironment</span><span class="o">,</span> <span class="k">_</span><span class="o">}</span>
</span></span><span class="line"><span class="cl">
</span></span><span class="line"><span class="cl"><span class="k">object</span> <span class="nc">WordCount</span> <span class="o">{</span>
</span></span><span class="line"><span class="cl">  <span class="k">def</span> <span class="n">main</span><span class="o">(</span><span class="n">args</span><span class="k">:</span> <span class="kt">Array</span><span class="o">[</span><span class="kt">String</span><span class="o">])</span><span class="k">:</span> <span class="kt">Unit</span> <span class="o">=</span> <span class="o">{</span>
</span></span><span class="line"><span class="cl">    <span class="k">val</span> <span class="n">env</span> <span class="k">=</span> <span class="nc">ExecutionEnvironment</span><span class="o">.</span><span class="n">getExecutionEnvironment</span>
</span></span><span class="line"><span class="cl">    <span class="k">val</span> <span class="n">data</span> <span class="k">=</span> <span class="nc">List</span><span class="o">(</span><span class="s">&#34;hi&#34;</span><span class="o">,</span> <span class="s">&#34;how are you&#34;</span><span class="o">,</span> <span class="s">&#34;hi&#34;</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">    <span class="k">val</span> <span class="n">ds</span> <span class="k">=</span> <span class="n">env</span><span class="o">.</span><span class="n">fromCollection</span><span class="o">(</span><span class="n">data</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">    <span class="k">val</span> <span class="n">counts</span> <span class="k">=</span> <span class="n">ds</span><span class="o">.</span><span class="n">flatMap</span><span class="o">(</span>
</span></span><span class="line"><span class="cl">      <span class="k">_</span><span class="o">.</span><span class="n">toLowerCase</span><span class="o">.</span><span class="n">split</span><span class="o">(</span><span class="s">&#34;\\W+&#34;</span><span class="o">).</span><span class="n">filter</span><span class="o">(</span><span class="k">_</span><span class="o">.</span><span class="n">nonEmpty</span><span class="o">)).</span><span class="n">map</span> <span class="o">{</span>
</span></span><span class="line"><span class="cl">      <span class="o">(</span><span class="k">_</span><span class="o">,</span> <span class="mi">1</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">    <span class="o">}.</span><span class="n">groupBy</span><span class="o">(</span><span class="mi">0</span><span class="o">).</span><span class="n">sum</span><span class="o">(</span><span class="mi">1</span><span class="o">)</span>
</span></span><span class="line"><span class="cl">    <span class="n">counts</span><span class="o">.</span><span class="n">print</span><span class="o">()</span>
</span></span><span class="line"><span class="cl">  <span class="o">}</span>
</span></span><span class="line"><span class="cl"><span class="o">}</span></span></span></code></pre>
</div>
<p>运行会有执行结果</p>
<div class="code-block highlight is-open show-line-numbers  tw-group tw-my-2">
  <div class="
    
    tw-flex 
    tw-flex-row
    tw-flex-1 
    tw-justify-between 
    tw-w-full tw-bg-bgColor-secondary
    ">      
    <button 
      class="
        code-block-button
        tw-mx-2 
        tw-flex
        tw-flex-row
        tw-flex-1"
      aria-hidden="true">
          <div class="group-[.is-open]:tw-rotate-90 tw-transition-[transform] tw-duration-500 tw-ease-in-out print:!tw-hidden tw-w-min tw-h-min tw-my-1 tw-mx-1"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 320 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z"/></svg></div>
          <p class="tw-select-none !tw-my-1">bash</p>
      </button>

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

      <button 
        class="
          wrap-code-button
          tw-select-none 
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          tw-hidden 
          group-[.is-open]:tw-block 
          group-[.is-wrap]:tw-text-fgColor-link 
          print:!tw-hidden" 
        title="Toggle code wrap"><svg class="icon"
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      <button 
        class="
          copy-code-button
          tw-select-none
          tw-mx-2 
          tw-hidden
          group-[.is-open]:tw-block
          hover:tw-text-fgColor-link 
          print:!tw-hidden"
        title="Copy code">
          <span class="copy-icon tw-block"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M433.941 65.941l-51.882-51.882A48 48 0 0 0 348.118 0H176c-26.51 0-48 21.49-48 48v48H48c-26.51 0-48 21.49-48 48v320c0 26.51 21.49 48 48 48h224c26.51 0 48-21.49 48-48v-48h80c26.51 0 48-21.49 48-48V99.882a48 48 0 0 0-14.059-33.941zM266 464H54a6 6 0 0 1-6-6V150a6 6 0 0 1 6-6h74v224c0 26.51 21.49 48 48 48h96v42a6 6 0 0 1-6 6zm128-96H182a6 6 0 0 1-6-6V54a6 6 0 0 1 6-6h106v88c0 13.255 10.745 24 24 24h88v202a6 6 0 0 1-6 6zm6-256h-64V48h9.632c1.591 0 3.117.632 4.243 1.757l48.368 48.368a6 6 0 0 1 1.757 4.243V112z"/></svg></span>
          <span class="check-icon tw-hidden"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"/></svg></span>
      </button>
        
      <button 
        class="
          tw-select-none 
          tw-mx-2 
          tw-block 
          group-[.is-open]:tw-hidden 
          print:!tw-hidden" 
        disabled
        aria-hidden="true"><svg class="icon"
    xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M328 256c0 39.8-32.2 72-72 72s-72-32.2-72-72 32.2-72 72-72 72 32.2 72 72zm104-72c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72zm-352 0c-39.8 0-72 32.2-72 72s32.2 72 72 72 72-32.2 72-72-32.2-72-72-72z"/></svg></button>
    </div>
  </div>
  <pre style="counter-reset: codeblock;" class="tw-block tw-m-0 tw-p-0"><code 
    id="codeblock-id-8" 
    class="
      chroma 
      !tw-block 
      tw-p-0
      tw-m-0
      tw-transition-[max-height] 
      tw-duration-500 
      tw-ease-in-out 
      group-[.is-closed]:!tw-max-h-0 
      group-[.is-wrap]:tw-text-wrap
      tw-overflow-y-hidden
      tw-overflow-x-auto
      tw-scrollbar-thin
      "><span class="line"><span class="cl"><span class="o">(</span>are,1<span class="o">)</span>
</span></span><span class="line"><span class="cl"><span class="o">(</span>you,1<span class="o">)</span>
</span></span><span class="line"><span class="cl"><span class="o">(</span>hi,2<span class="o">)</span>
</span></span><span class="line"><span class="cl"><span class="o">(</span>how,1<span class="o">)</span></span></span></code></pre>
</div>
<p>确认项目可以正确运行后可以进行打包。执行maven的 package 命令，会在target目录中找到我们打包好的jar</p>
<h2 id="运行-flink-代码" class="headerLink">
    <a href="#%e8%bf%90%e8%a1%8c-flink-%e4%bb%a3%e7%a0%81" class="header-mark"></a>运行 Flink 代码</h2><p>打开我们的控制台 http://localhost:8081  ,选择 <code>submit new job</code> ,点击 Add New 将我们的jar包上传上去，并且填写相关信息，在Entry Class 地方填写主类的名称 <code>top.young.wordcount.WordCount</code></p>
<p>项目会启动运行。</p>
]]></description></item></channel></rss>