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docItemCol_DM6M"><div class="theme-doc-version-banner alert alert--warning margin-bottom--md" role="alert"><div>This is unreleased documentation for <!-- -->Apache Submarine<!-- --> <b>master 🏃</b> version.</div><div class="margin-top--md">For up-to-date documentation, see the <b><a href="/zh-cn/docs/devDocs/Development">latest version</a></b> (<!-- -->0.7.0<!-- -->).</div></div><div class="docItemContainer_vinB"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Xlws" aria-label="breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a class="breadcrumbs__link" href="/zh-cn/">🏠</a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><span class="breadcrumbs__link" itemprop="item name">Developer Docs</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="item name">Development Guide</span><meta itemprop="position" content="2"></li></ul></nav><span class="theme-doc-version-badge badge badge--secondary">Version: master 🏃</span><div class="tocCollapsible_jdIR theme-doc-toc-mobile tocMobile_TmEX"><button type="button" class="clean-btn tocCollapsibleButton_Fzxq">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>Development Guide</h1></header><h1>Project Overview</h1><p>The document <a href="/zh-cn/docs/next/gettingStarted/quickstart">Submarine Quickstart</a> shows how to deploy the Submarine service to your Kubernetes cluster. The Submarine service consists mainly of nine components, and you can check them with the following command:</p><div class="codeBlockContainer_I0IT theme-code-block"><div class="codeBlockContent_wNvx" style="color:#bfc7d5;background-color:#292d3e"><pre tabindex="0" class="prism-code language-text codeBlock_jd64 thin-scrollbar"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#bfc7d5"><span class="token plain">kubectl get pods -n ${your_namespace}</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" title="Copy" class="copyButton_eDfN clean-btn"><span class="copyButtonIcons_W9eQ" aria-hidden="true"><svg class="copyButtonIcon_XEyF" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_i9w9" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div><p>A brief introduction about these components:</p><ol><li><strong>tf-operator</strong>: Enable users to run TensorFlow jobs distributedly</li><li><strong>pytorch-operator</strong>: Enable users to run PyTorch jobs distributedly</li><li><strong>notebook-controller</strong>: Jupyter Notebook controller</li><li><strong>submarine-traefik</strong>: Kubernetes Ingress controller</li><li><strong>submarine-database</strong>: A MySQL database to store metadata</li><li><strong>submarine-minio</strong>: An object store for machine learning artifacts</li><li><strong>submarine-mlflow</strong>: A platform for model management</li><li><strong>submarine-tensorboard</strong>: A visualization tool for distributed training experiments</li><li><strong>submarine-server</strong>: Handle API requests, and submit distributed training experiments to Kubernetes.</li></ol><h1>Submarine Development</h1><h2 class="anchor anchorWithStickyNavbar_mojV" id="video">Video<a class="hash-link" href="#video" title="Direct link to heading">​</a></h2><ul><li>From this <a href="https://youtu.be/32Na2k6Alv4" target="_blank" rel="noopener noreferrer">Video</a>, you will know how to deal with the configuration of Submarine and be able to contribute to it via Github.</li></ul><h2 class="anchor anchorWithStickyNavbar_mojV" id="develop-server">Develop server<a class="hash-link" href="#develop-server" title="Direct link to heading">​</a></h2><h3 class="anchor anchorWithStickyNavbar_mojV" id="prerequisites">Prerequisites<a class="hash-link" href="#prerequisites" title="Direct link to heading">​</a></h3><ul><li>JDK 1.8</li><li>Maven 3.3 or later ( &lt; 3.8.1 )</li><li>Docker</li></ul><h3 class="anchor anchorWithStickyNavbar_mojV" id="setting-up-checkstyle-in-ide">Setting up checkstyle in IDE<a class="hash-link" href="#setting-up-checkstyle-in-ide" title="Direct link to heading">​</a></h3><p>Checkstyle plugin may help to detect violations directly from the IDE.</p><ol><li>Install Checkstyle+IDEA plugin from <code>Preference</code> -&gt; <code>Plugins</code></li><li>Open <code>Preference</code> -&gt; <code>Tools</code> -&gt; <code>Checkstyle</code><ol><li>Set Checkstyle version:<ul><li>Checkstyle version: 8.0</li></ul></li><li>Add (+) a new Configuration File<ul><li>Description: Submarine</li><li>Use a local checkstyle <code>${SUBMARINE_HOME}/dev-support/maven-config/checkstyle.xml</code></li></ul></li></ol></li><li>Open the Checkstyle Tool Window, select the Submarine rule and execute the check</li></ol><h3 class="anchor anchorWithStickyNavbar_mojV" id="testing">Testing<a class="hash-link" href="#testing" title="Direct link to heading">​</a></h3><ul><li><p>Unit Test</p><p>For each class, there is a corresponding testClass. For example, <code>SubmarineServerTest</code> is used for testing <code>SubmarineServer</code>. Whenever you add a funtion in classes, you must write a unit test to test it.</p></li><li><p>Integration Test: <a href="/zh-cn/docs/next/devDocs/IntegrationTestK8s">IntegrationTestK8s.md</a></p></li></ul><h3 class="anchor anchorWithStickyNavbar_mojV" id="build-from-source">Build from source<a class="hash-link" href="#build-from-source" title="Direct link to heading">​</a></h3><ul><li><p>Before building</p><ol><li>We assume the developer use <strong>minikube</strong> as a local kubernetes cluster.</li><li>Make sure you have <strong>installed the submarine helm-chart</strong> in the cluster.</li></ol></li></ul><ol><li><p>Package the Submarine server into a new jar file</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx" style="color:#bfc7d5;background-color:#292d3e"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#bfc7d5"><span class="token plain">mvn </span><span class="token function" style="color:rgb(130, 170, 255)">install</span><span class="token plain"> -DskipTests</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" title="Copy" class="copyButton_eDfN clean-btn"><span class="copyButtonIcons_W9eQ" aria-hidden="true"><svg class="copyButtonIcon_XEyF" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_i9w9" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></li><li><p>Build the new server docker image in minikube</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx" style="color:#bfc7d5;background-color:#292d3e"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#bfc7d5"><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># switch to minikube docker daemon to build image directly in minikube</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token builtin class-name" style="color:rgb(255, 203, 107)">eval</span><span class="token plain"> </span><span class="token variable" style="color:rgb(191, 199, 213)">$(</span><span class="token variable" style="color:rgb(191, 199, 213)">minikube docker-env</span><span class="token variable" style="color:rgb(191, 199, 213)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># run docker build</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">./dev-support/docker-images/submarine/build.sh</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># exit minikube docker daemon</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token builtin class-name" style="color:rgb(255, 203, 107)">eval</span><span class="token plain"> </span><span class="token variable" style="color:rgb(191, 199, 213)">$(</span><span class="token variable" style="color:rgb(191, 199, 213)">minikube docker-env -u</span><span class="token variable" style="color:rgb(191, 199, 213)">)</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" title="Copy" class="copyButton_eDfN clean-btn"><span class="copyButtonIcons_W9eQ" aria-hidden="true"><svg class="copyButtonIcon_XEyF" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_i9w9" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></li><li><p>Delete the server deployment and the operator will create a new one using the new image</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx" style="color:#bfc7d5;background-color:#292d3e"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#bfc7d5"><span class="token plain">kubectl delete deployment submarine-server -n submarine-user-test</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" title="Copy" class="copyButton_eDfN clean-btn"><span class="copyButtonIcons_W9eQ" aria-hidden="true"><svg class="copyButtonIcon_XEyF" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_i9w9" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></li></ol><h2 class="anchor anchorWithStickyNavbar_mojV" id="develop-workbench">Develop workbench<a class="hash-link" href="#develop-workbench" title="Direct link to heading">​</a></h2><ol><li><p>Deploy the Submarine</p><p>Follow <a href="/zh-cn/docs/next/gettingStarted/quickstart">Getting Started/Quickstart</a>, and make sure you can connect to <code>http://localhost:32080</code> in the browser.</p></li><li><p>Install the dependencies</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx" style="color:#bfc7d5;background-color:#292d3e"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#bfc7d5"><span class="token builtin class-name" style="color:rgb(255, 203, 107)">cd</span><span class="token plain"> submarine-workbench/workbench-web</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token function" style="color:rgb(130, 170, 255)">npm</span><span class="token plain"> </span><span class="token function" style="color:rgb(130, 170, 255)">install</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" title="Copy" class="copyButton_eDfN clean-btn"><span class="copyButtonIcons_W9eQ" aria-hidden="true"><svg class="copyButtonIcon_XEyF" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_i9w9" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></li><li><p>Run the workbench based on proxy server</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx" style="color:#bfc7d5;background-color:#292d3e"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#bfc7d5"><span class="token function" style="color:rgb(130, 170, 255)">npm</span><span class="token plain"> run start</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" title="Copy" class="copyButton_eDfN clean-btn"><span class="copyButtonIcons_W9eQ" aria-hidden="true"><svg class="copyButtonIcon_XEyF" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_i9w9" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div><ol><li>The request sent to <code>http://localhost:4200</code> will be redirected to <code>http://localhost:32080</code>.</li><li>Open <code>http://localhost:4200</code> in browser to see the real-time change of workbench.</li></ol></li><li><p>Frontend E2E test: <a href="/zh-cn/docs/next/devDocs/IntegrationTestE2E">IntegrationTestE2E.md</a></p></li></ol><h2 class="anchor anchorWithStickyNavbar_mojV" id="develop-database">Develop database<a class="hash-link" href="#develop-database" title="Direct link to heading">​</a></h2><ol><li><p>Build the docker image</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx" style="color:#bfc7d5;background-color:#292d3e"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#bfc7d5"><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># switch to minikube docker daemon to build image directly in minikube</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token builtin class-name" style="color:rgb(255, 203, 107)">eval</span><span class="token plain"> </span><span class="token variable" style="color:rgb(191, 199, 213)">$(</span><span class="token variable" style="color:rgb(191, 199, 213)">minikube docker-env</span><span class="token variable" style="color:rgb(191, 199, 213)">)</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># run docker build</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">./dev-support/docker-images/database/build.sh</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># exit minikube docker daemon</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token builtin class-name" style="color:rgb(255, 203, 107)">eval</span><span class="token plain"> </span><span class="token variable" style="color:rgb(191, 199, 213)">$(</span><span class="token variable" style="color:rgb(191, 199, 213)">minikube docker-env -u</span><span class="token variable" style="color:rgb(191, 199, 213)">)</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" title="Copy" class="copyButton_eDfN clean-btn"><span class="copyButtonIcons_W9eQ" aria-hidden="true"><svg class="copyButtonIcon_XEyF" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_i9w9" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></li><li><p>Deploy new pods in the cluster</p><div class="codeBlockContainer_I0IT language-bash theme-code-block"><div class="codeBlockContent_wNvx" style="color:#bfc7d5;background-color:#292d3e"><pre tabindex="0" class="prism-code language-bash codeBlock_jd64 thin-scrollbar"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#bfc7d5"><span class="token plain">helm upgrade --set submarine.database.dev</span><span class="token operator" style="color:rgb(137, 221, 255)">=</span><span class="token plain">true submarine ./helm-charts/submarine</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" title="Copy" class="copyButton_eDfN clean-btn"><span class="copyButtonIcons_W9eQ" aria-hidden="true"><svg class="copyButtonIcon_XEyF" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_i9w9" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></li></ol><h2 class="anchor anchorWithStickyNavbar_mojV" id="develop-operator">Develop operator<a class="hash-link" href="#develop-operator" title="Direct link to heading">​</a></h2><p>For details, please check out the <a href="https://github.com/apache/submarine/blob/master/submarine-cloud-v2/README.md" target="_blank" rel="noopener noreferrer">README</a> and <a href="https://github.com/apache/submarine/blob/master/submarine-cloud-v2/docs/developer-guide.md" target="_blank" rel="noopener noreferrer">Developer Guide</a> on GitHub.</p><h2 class="anchor anchorWithStickyNavbar_mojV" id="develop-submarine-website">Develop Submarine Website<a class="hash-link" href="#develop-submarine-website" title="Direct link to heading">​</a></h2><p>Submarine website is built using <a href="https://v2.docusaurus.io/" target="_blank" rel="noopener noreferrer">Docusaurus 2</a>, a modern static website generator.</p><p>We store all the website content in markdown format in the <code>submarine/website/docs</code>. When committing a new patch to the <code>submarine</code> repo, Docusaurus will help us generate the <code>html</code> and <code>javascript</code> files and push them to  <a href="https://github.com/apache/submarine-site/tree/asf-site" target="_blank" rel="noopener noreferrer">https://github.com/apache/submarine-site/tree/asf-site</a>.</p><p>To update the website, click “Edit this page” on the website.</p><p><img loading="lazy" src="https://lh4.googleusercontent.com/gYcKpxbsGAKv2giTRqkxOehPGnuvnhE31WjsAsYhFmACIZF3Wh2ipar7mZ7F_KRwecM-L1J8YJAgNigJsJUjqc-5IXeO2XGxCIcYpP9CdSc3YByuUkjT_Bezby2HHtkBLyE1ZY_F" class="img_E7b_"></p><h3 class="anchor anchorWithStickyNavbar_mojV" id="add-a-new-page">Add a new page<a class="hash-link" href="#add-a-new-page" title="Direct link to heading">​</a></h3><p>If you want to add a new page to the website, make sure to add the file path to <a href="https://github.com/apache/submarine/blob/master/website/sidebars.js" target="_blank" rel="noopener noreferrer">sidebars.js</a>.</p><h3 class="anchor anchorWithStickyNavbar_mojV" id="installation">Installation<a class="hash-link" href="#installation" title="Direct link to heading">​</a></h3><p>We use the yarn package manager to install all dependencies for the website</p><div class="codeBlockContainer_I0IT language-console theme-code-block"><div class="codeBlockContent_wNvx" style="color:#bfc7d5;background-color:#292d3e"><pre tabindex="0" class="prism-code language-console codeBlock_jd64 thin-scrollbar"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#bfc7d5"><span class="token plain">yarn install</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" title="Copy" class="copyButton_eDfN clean-btn"><span class="copyButtonIcons_W9eQ" aria-hidden="true"><svg class="copyButtonIcon_XEyF" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_i9w9" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div><h3 class="anchor anchorWithStickyNavbar_mojV" id="build">Build<a class="hash-link" href="#build" title="Direct link to heading">​</a></h3><p>Make sure you can successfully build the website before creating a pull request.</p><div class="codeBlockContainer_I0IT language-console theme-code-block"><div class="codeBlockContent_wNvx" style="color:#bfc7d5;background-color:#292d3e"><pre tabindex="0" class="prism-code language-console codeBlock_jd64 thin-scrollbar"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#bfc7d5"><span class="token plain">yarn build</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" title="Copy" class="copyButton_eDfN clean-btn"><span class="copyButtonIcons_W9eQ" aria-hidden="true"><svg class="copyButtonIcon_XEyF" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_i9w9" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div><h3 class="anchor anchorWithStickyNavbar_mojV" id="local-development">Local Development<a class="hash-link" href="#local-development" title="Direct link to heading">​</a></h3><p>This command starts a local development server and open up a browser window. Most changes are reflected live without having to restart the server.</p><div class="codeBlockContainer_I0IT language-console theme-code-block"><div class="codeBlockContent_wNvx" style="color:#bfc7d5;background-color:#292d3e"><pre tabindex="0" class="prism-code language-console codeBlock_jd64 thin-scrollbar"><code class="codeBlockLines_mRuA"><span class="token-line" style="color:#bfc7d5"><span class="token plain">yarn start</span><br></span></code></pre><button type="button" aria-label="Copy code to clipboard" title="Copy" class="copyButton_eDfN clean-btn"><span class="copyButtonIcons_W9eQ" aria-hidden="true"><svg class="copyButtonIcon_XEyF" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg class="copyButtonSuccessIcon_i9w9" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><footer 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