blob: 83ee4e3b2a4537e667915b87c8f03d236e57f86b [file] [log] [blame]
<!doctype html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width,initial-scale=1">
<meta name="generator" content="Docusaurus v2.0.0-alpha.70">
<link rel="alternate" type="application/rss+xml" href="/blog/rss.xml" title="Apache Submarine Blog RSS Feed">
<link rel="alternate" type="application/atom+xml" href="/blog/atom.xml" title="Apache Submarine Blog Atom Feed"><title data-react-helmet="true">Project Architecture | Apache Submarine</title><meta data-react-helmet="true" name="twitter:card" content="summary_large_image"><meta data-react-helmet="true" name="docusaurus_locale" content="en"><meta data-react-helmet="true" name="docusaurus_version" content="0.6.0"><meta data-react-helmet="true" name="docusaurus_tag" content="docs-default-0.6.0"><meta data-react-helmet="true" property="og:title" content="Project Architecture | Apache Submarine"><meta data-react-helmet="true" name="description" content="&lt;!--"><meta data-react-helmet="true" property="og:description" content="&lt;!--"><meta data-react-helmet="true" property="og:url" content="https://submarine.apache.org//docs/devDocs/README"><link data-react-helmet="true" rel="shortcut icon" href="/img/submarine.ico"><link data-react-helmet="true" rel="canonical" href="https://submarine.apache.org//docs/devDocs/README"><link rel="stylesheet" href="/styles.39775f96.css">
<link rel="preload" href="/styles.f6b0c2f2.js" as="script">
<link rel="preload" href="/runtime~main.13a9404d.js" as="script">
<link rel="preload" href="/main.1c145c17.js" as="script">
<link rel="preload" href="/1.d23d1451.js" as="script">
<link rel="preload" href="/2.45bcb8a0.js" as="script">
<link rel="preload" href="/1f391b9e.785b37ba.js" as="script">
<link rel="preload" href="/127.875bba76.js" as="script">
<link rel="preload" href="/58f10d9f.e974ccf6.js" as="script">
<link rel="preload" href="/17896441.faf04472.js" as="script">
<link rel="preload" href="/fa8b9269.7b4a7b76.js" as="script">
</head>
<body>
<script>!function(){function t(t){document.documentElement.setAttribute("data-theme",t)}var e=function(){var t=null;try{t=localStorage.getItem("theme")}catch(t){}return t}();t(null!==e?e:"light")}()</script><div id="__docusaurus">
<nav aria-label="Skip navigation links"><button type="button" tabindex="0" class="skipToContent_11B0">Skip to main content</button></nav><nav class="navbar navbar--fixed-top"><div class="navbar__inner"><div class="navbar__items"><div aria-label="Navigation bar toggle" class="navbar__toggle" role="button" tabindex="0"><svg aria-label="Menu" width="30" height="30" viewBox="0 0 30 30" role="img" focusable="false"><title>Menu</title><path stroke="currentColor" stroke-linecap="round" stroke-miterlimit="10" stroke-width="2" d="M4 7h22M4 15h22M4 23h22"></path></svg></div><a class="navbar__brand" href="/"><img src="/img/icons/128.png" alt="Apache Submarine Site Logo" class="themedImage_YANc themedImage--light_3CMI navbar__logo"><img src="/img/icons/128.png" alt="Apache Submarine Site Logo" class="themedImage_YANc themedImage--dark_3ARp navbar__logo"><strong class="navbar__title">Apache Submarine</strong></a><a class="navbar__item navbar__link navbar__link--active" href="/docs/gettingStarted/quickstart">Docs</a><a class="navbar__item navbar__link" href="/docs/api/environment">API</a><a class="navbar__item navbar__link" href="/docs/download">Download</a></div><div class="navbar__items navbar__items--right"><div class="navbar__item dropdown dropdown--hoverable dropdown--right"><a class="navbar__item navbar__link" href="/docs/gettingStarted/quickstart">0.6.0</a><ul class="dropdown__menu"><li><a class="dropdown__link" href="/docs/next/devDocs/README">master ๐Ÿƒ</a></li><li><a aria-current="page" class="dropdown__link dropdown__link--active" href="/docs/devDocs/README">0.6.0</a></li><li><a class="dropdown__link" href="/versions">All versions</a></li></ul></div><a href="https://github.com/apache/submarine" target="_blank" rel="noopener noreferrer" class="navbar__item navbar__link">GitHub</a><div class="navbar__item dropdown dropdown--hoverable dropdown--right"><a class="navbar__item navbar__link">Apache</a><ul class="dropdown__menu"><li><a href="https://www.apache.org/foundation/how-it-works.html" target="_blank" rel="noopener noreferrer" class="dropdown__link">Apache Software Foundation</a></li><li><a href="https://www.apache.org/events/current-event" target="_blank" rel="noopener noreferrer" class="dropdown__link">Events</a></li><li><a href="https://www.apache.org/licenses/" target="_blank" rel="noopener noreferrer" class="dropdown__link">Apache License</a></li><li><a href="https://www.apache.org/foundation/thanks.html" target="_blank" rel="noopener noreferrer" class="dropdown__link">Thanks</a></li><li><a href="https://www.apache.org/security/" target="_blank" rel="noopener noreferrer" class="dropdown__link">Security</a></li><li><a href="https://www.apache.org/foundation/sponsorship.html" target="_blank" rel="noopener noreferrer" class="dropdown__link">Sponsorship</a></li></ul></div><div class="react-toggle react-toggle--disabled displayOnlyInLargeViewport_2N3Q"><div class="react-toggle-track"><div class="react-toggle-track-check"><span class="toggle_3NWk">๐ŸŒœ</span></div><div class="react-toggle-track-x"><span class="toggle_3NWk">๐ŸŒž</span></div></div><div class="react-toggle-thumb"></div><input type="checkbox" disabled="" aria-label="Dark mode toggle" class="react-toggle-screenreader-only"></div><div class="navbar__search"><span aria-label="expand searchbar" role="button" class="search-icon" tabindex="0"></span><input type="search" id="search_input_react" placeholder="Search" aria-label="Search" class="navbar__search-input search-bar"></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div><div class="navbar-sidebar"><div class="navbar-sidebar__brand"><a class="navbar__brand" href="/"><img src="/img/icons/128.png" alt="Apache Submarine Site Logo" class="themedImage_YANc themedImage--light_3CMI navbar__logo"><img src="/img/icons/128.png" alt="Apache Submarine Site Logo" class="themedImage_YANc themedImage--dark_3ARp navbar__logo"><strong class="navbar__title">Apache Submarine</strong></a></div><div class="navbar-sidebar__items"><div class="menu"><ul class="menu__list"><li class="menu__list-item"><a class="menu__link navbar__link--active" href="/docs/gettingStarted/quickstart">Docs</a></li><li class="menu__list-item"><a class="menu__link" href="/docs/api/environment">API</a></li><li class="menu__list-item"><a class="menu__link" href="/docs/download">Download</a></li><li class="menu__list-item"><a role="button" class="menu__link menu__link--sublist">Versions</a><ul class="menu__list"><li class="menu__list-item"><a class="menu__link" href="/docs/next/devDocs/README">master ๐Ÿƒ</a></li><li class="menu__list-item"><a aria-current="page" class="menu__link menu__link--active" href="/docs/devDocs/README">0.6.0</a></li><li class="menu__list-item"><a class="menu__link" href="/versions">All versions</a></li></ul></li><li class="menu__list-item"><a href="https://github.com/apache/submarine" target="_blank" rel="noopener noreferrer" class="menu__link">GitHub</a></li><li class="menu__list-item menu__list-item--collapsed"><a role="button" class="menu__link menu__link--sublist">Apache</a><ul class="menu__list"><li class="menu__list-item"><a href="https://www.apache.org/foundation/how-it-works.html" target="_blank" rel="noopener noreferrer" class="menu__link">Apache Software Foundation</a></li><li class="menu__list-item"><a href="https://www.apache.org/events/current-event" target="_blank" rel="noopener noreferrer" class="menu__link">Events</a></li><li class="menu__list-item"><a href="https://www.apache.org/licenses/" target="_blank" rel="noopener noreferrer" class="menu__link">Apache License</a></li><li class="menu__list-item"><a href="https://www.apache.org/foundation/thanks.html" target="_blank" rel="noopener noreferrer" class="menu__link">Thanks</a></li><li class="menu__list-item"><a href="https://www.apache.org/security/" target="_blank" rel="noopener noreferrer" class="menu__link">Security</a></li><li class="menu__list-item"><a href="https://www.apache.org/foundation/sponsorship.html" target="_blank" rel="noopener noreferrer" class="menu__link">Sponsorship</a></li></ul></li></ul></div></div></div></nav><div class="main-wrapper"><div class="docPage_vMrn"><div class="docSidebarContainer_3Ak5" role="complementary"><div class="sidebar_3gvy"><div class="menu menu--responsive thin-scrollbar menu_1yIk"><button aria-label="Open Menu" aria-haspopup="true" class="button button--secondary button--sm menu__button" type="button"><svg aria-label="Menu" class="sidebarMenuIcon_1CUI" width="24" height="24" viewBox="0 0 30 30" role="img" focusable="false"><title>Menu</title><path stroke="currentColor" stroke-linecap="round" stroke-miterlimit="10" stroke-width="2" d="M4 7h22M4 15h22M4 23h22"></path></svg></button><ul class="menu__list"><li class="menu__list-item menu__list-item--collapsed"><a class="menu__link menu__link--sublist" href="#!">Getting Started</a><ul class="menu__list"><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/gettingStarted/quickstart">Quickstart</a></li><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/gettingStarted/notebook">Jupyter Notebook</a></li></ul></li><li class="menu__list-item menu__list-item--collapsed"><a class="menu__link menu__link--sublist" href="#!">User Docs</a><ul class="menu__list"><li class="menu__list-item menu__list-item--collapsed"><a class="menu__link menu__link--sublist" href="#!" tabindex="-1">API documentation</a><ul class="menu__list"><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/userDocs/api/experiment">Experiment REST API</a></li><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/userDocs/api/environment">Environment REST API</a></li><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/userDocs/api/experiment-template">Experiment Template REST API</a></li><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/userDocs/api/notebook">Notebook REST API</a></li></ul></li><li class="menu__list-item menu__list-item--collapsed"><a class="menu__link menu__link--sublist" href="#!" tabindex="-1">Submarine SDK</a><ul class="menu__list"><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/userDocs/submarine-sdk/experiment-client">Experiment Client</a></li><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/userDocs/submarine-sdk/model-client">Model Client</a></li><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/userDocs/submarine-sdk/tracking">Tracking</a></li></ul></li><li class="menu__list-item menu__list-item--collapsed"><a class="menu__link menu__link--sublist" href="#!" tabindex="-1">Submarine Security</a><ul class="menu__list"><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/userDocs/submarine-security/spark-security/README">Submarine Spark Security Plugin</a></li><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/userDocs/submarine-security/spark-security/build-submarine-spark-security-plugin">Building Submarine Spark Security Plugin</a></li></ul></li><li class="menu__list-item menu__list-item--collapsed"><a class="menu__link menu__link--sublist" href="#!" tabindex="-1">Others</a><ul class="menu__list"><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/userDocs/others/mlflow">MLflow UI</a></li><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/userDocs/others/tensorboard">Tensorboard</a></li></ul></li></ul></li><li class="menu__list-item menu__list-item--collapsed"><a class="menu__link menu__link--sublist" href="#!">Administrator Docs</a><ul class="menu__list"><li class="menu__list-item menu__list-item--collapsed"><a class="menu__link menu__link--sublist" href="#!" tabindex="-1">Submarine on Yarn</a><ul class="menu__list"><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/adminDocs/yarn/README">Running Submarine on YARN</a></li></ul></li></ul></li><li class="menu__list-item"><a class="menu__link menu__link--sublist menu__link--active" href="#!">Developer Docs</a><ul class="menu__list"><li class="menu__list-item"><a aria-current="page" class="menu__link menu__link--active active" tabindex="0" href="/docs/devDocs/README">Project Architecture</a></li><li class="menu__list-item"><a class="menu__link" tabindex="0" href="/docs/devDocs/Dependencies">Dependencies for Submarine</a></li><li class="menu__list-item"><a class="menu__link" tabindex="0" href="/docs/devDocs/BuildFromCode">How to Build Submarine</a></li><li class="menu__list-item"><a class="menu__link" tabindex="0" href="/docs/devDocs/Development">Development Guide</a></li><li class="menu__list-item"><a class="menu__link" tabindex="0" href="/docs/devDocs/IntegrationTestK8s">How to Run Integration K8s Test</a></li><li class="menu__list-item"><a class="menu__link" tabindex="0" href="/docs/devDocs/IntegrationTestE2E">How to Run Frontend Integration Test</a></li></ul></li><li class="menu__list-item menu__list-item--collapsed"><a class="menu__link menu__link--sublist" href="#!">Community</a><ul class="menu__list"><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/community/README">Apache Submarine Community</a></li><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/community/HowToCommit">Guide for Apache Submarine Committers</a></li><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/community/contributing">How To Contribute to Submarine</a></li></ul></li><li class="menu__list-item menu__list-item--collapsed"><a class="menu__link menu__link--sublist" href="#!">Design Docs</a><ul class="menu__list"><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/designDocs/architecture-and-requirements">Architecture and Requirment</a></li><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/designDocs/implementation-notes">Implementation Notes</a></li><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/designDocs/environments-implementation">Environments Implementation</a></li><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/designDocs/experiment-implementation">Experiment Implementation</a></li><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/designDocs/notebook-implementation">Notebook Implementation</a></li><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/designDocs/storage-implementation">Storage Implementation</a></li><li class="menu__list-item menu__list-item--collapsed"><a class="menu__link menu__link--sublist" href="#!" tabindex="-1">Submarine Server</a><ul class="menu__list"><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/designDocs/submarine-server/architecture">Submarine Server Implementation</a></li><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/designDocs/submarine-server/experimentSpec">Generic Expeiment Spec</a></li></ul></li><li class="menu__list-item menu__list-item--collapsed"><a class="menu__link menu__link--sublist" href="#!" tabindex="-1">WIP Design Docs</a><ul class="menu__list"><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/designDocs/wip-designs/submarine-launcher">Submarine Launcher</a></li><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/designDocs/wip-designs/submarine-clusterServer">Cluster Server Design - High-Availability</a></li><li class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/designDocs/wip-designs/security-implementation">Security Implementation</a></li></ul></li></ul></li></ul></div></div></div><main class="docMainContainer_2iGs"><div class="container padding-vert--lg docItemWrapper_1bxp"><div class="row"><div class="col docItemCol_U38p"><div class="docItemContainer_a7m4"><article><div><span class="badge badge--secondary">Version: 0.6.0</span></div><header><h1 class="docTitle_Oumm">Project Architecture</h1></header><div class="markdown"><h2><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="1-introduction"></a>1. Introduction<a class="hash-link" href="#1-introduction" title="Direct link to heading">#</a></h2><p>This document mainly describes the structure of each module of the Submarine project, the development and test description of each module.</p><h2><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="2-submarine-project-structure"></a>2. Submarine Project Structure<a class="hash-link" href="#2-submarine-project-structure" title="Direct link to heading">#</a></h2><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="21-submarine-client"></a>2.1. submarine-client<a class="hash-link" href="#21-submarine-client" title="Direct link to heading">#</a></h3><p>Provide the CLI interface for submarine user. (Currently only support YARN service)</p><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="22-submarine-cloud-v2"></a>2.2. submarine-cloud-v2<a class="hash-link" href="#22-submarine-cloud-v2" title="Direct link to heading">#</a></h3><p>The operator for Submarine application. For details, please see the <a href="https://github.com/apache/submarine/blob/master/submarine-cloud-v2/README.md" target="_blank" rel="noopener noreferrer">README on github</a>.</p><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="23-submarine-commons"></a>2.3. submarine-commons<a class="hash-link" href="#23-submarine-commons" title="Direct link to heading">#</a></h3><p>Define utility function used in multiple packages, mainly related to hadoop.</p><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="24-submarine-dist"></a>2.4. submarine-dist<a class="hash-link" href="#24-submarine-dist" title="Direct link to heading">#</a></h3><p>Store the pre-release files.</p><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="25-submarine-sdk"></a>2.5. submarine-sdk<a class="hash-link" href="#25-submarine-sdk" title="Direct link to heading">#</a></h3><p>Provide Python SDK for submarine user.</p><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="26-submarine-security"></a>2.6. submarine-security<a class="hash-link" href="#26-submarine-security" title="Direct link to heading">#</a></h3><p>Provide authorization for Apache Spark to talking to Ranger Admin.</p><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="27-submarine-server"></a>2.7. submarine-server<a class="hash-link" href="#27-submarine-server" title="Direct link to heading">#</a></h3><p>Include core server, restful api, and k8s/yarn submitter.</p><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="28-submarine-test"></a>2.8. submarine-test<a class="hash-link" href="#28-submarine-test" title="Direct link to heading">#</a></h3><p>Provide end-to-end and k8s test for submarine.</p><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="29-submarine-workbench"></a>2.9. submarine-workbench<a class="hash-link" href="#29-submarine-workbench" title="Direct link to heading">#</a></h3><ul><li>workbench-server: is a Jetty-based web server service. Workbench-server provides RESTful interface and Websocket interface. The RESTful interface provides workbench-web with management capabilities for databases such as project, department, user, and role.</li><li>workbench-web: is a web front-end service based on Angular.js framework. With workbench-web users can manage Submarine project, department, user, role through browser. You can also use the notebook to develop machine learning algorithms, model release and other lifecycle management.</li></ul><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="210-dev-support"></a>2.10 dev-support<a class="hash-link" href="#210-dev-support" title="Direct link to heading">#</a></h3><ul><li><strong>mini-submarine</strong>: by using the docker image provided by Submarine, you can
experience all the functions of Submarine in a single docker environment, while
mini-submarine also provides developers with a development and testing
environment, Avoid the hassle of installing and deploying the runtime
environment.</li><li><strong>submarine-installer</strong>: submarine-installer is our submarine runtime
environment installation tool for yarn-3.1+ and above.By using
submarine-installer, it is easy to install and deploy system services such as
<code>docker</code>, <code>nvidia-docker</code>, <code>nvidia driver</code>, <code>ETCD</code>, <code>Calico network</code> etc.
required by yarn-3.1+.</li></ul></div></article><div class="margin-vert--xl"><div class="row"><div class="col"><a href="https://github.com/apache/submarine/edit/master/website/versioned_docs/version-0.6.0/devDocs/README.md" target="_blank" rel="noreferrer noopener"><svg fill="currentColor" height="1.2em" width="1.2em" preserveAspectRatio="xMidYMid meet" role="img" viewBox="0 0 40 40" class="iconEdit_2LL7"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div></div></div><div class="margin-vert--lg"><nav class="pagination-nav" aria-label="Blog list page navigation"><div class="pagination-nav__item"><a class="pagination-nav__link" href="/docs/adminDocs/yarn/README"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">ยซ Running Submarine on YARN</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/devDocs/Dependencies"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Dependencies for Submarine ยป</div></a></div></nav></div></div></div><div class="col col--3"><div class="tableOfContents_2xL- thin-scrollbar"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#1-introduction" class="table-of-contents__link">1. Introduction</a></li><li><a href="#2-submarine-project-structure" class="table-of-contents__link">2. Submarine Project Structure</a><ul><li><a href="#21-submarine-client" class="table-of-contents__link">2.1. submarine-client</a></li><li><a href="#22-submarine-cloud-v2" class="table-of-contents__link">2.2. submarine-cloud-v2</a></li><li><a href="#23-submarine-commons" class="table-of-contents__link">2.3. submarine-commons</a></li><li><a href="#24-submarine-dist" class="table-of-contents__link">2.4. submarine-dist</a></li><li><a href="#25-submarine-sdk" class="table-of-contents__link">2.5. submarine-sdk</a></li><li><a href="#26-submarine-security" class="table-of-contents__link">2.6. submarine-security</a></li><li><a href="#27-submarine-server" class="table-of-contents__link">2.7. submarine-server</a></li><li><a href="#28-submarine-test" class="table-of-contents__link">2.8. submarine-test</a></li><li><a href="#29-submarine-workbench" class="table-of-contents__link">2.9. submarine-workbench</a></li><li><a href="#210-dev-support" class="table-of-contents__link">2.10 dev-support</a></li></ul></li></ul></div></div></div></div></main></div></div><footer class="footer footer--dark"><div class="container"><div class="row footer__links"><div class="col footer__col"><h4 class="footer__title">Docs</h4><ul class="footer__items"><li class="footer__item"><a class="footer__link-item" href="/docs/gettingStarted/quickstart">Getting Started</a></li><li class="footer__item"><a class="footer__link-item" href="/docs/api/environment">API docs</a></li></ul></div><div class="col footer__col"><h4 class="footer__title">Community</h4><ul class="footer__items"><li class="footer__item"><a href="https://stackoverflow.com/questions/tagged/apache-submarine" target="_blank" rel="noopener noreferrer" class="footer__link-item">Stack Overflow</a></li><li class="footer__item"><a href="https://s.apache.org/slack-invite" target="_blank" rel="noopener noreferrer" class="footer__link-item">Slack</a></li></ul></div><div class="col footer__col"><h4 class="footer__title">More</h4><ul class="footer__items"><li class="footer__item"><a href="https://medium.com/@apache.submarine" target="_blank" rel="noopener noreferrer" class="footer__link-item">Blog</a></li><li class="footer__item"><a href="https://github.com/apache/submarine" target="_blank" rel="noopener noreferrer" class="footer__link-item">GitHub</a></li></ul></div></div><div class="footer__bottom text--center"><div class="margin-bottom--sm"><a href="https://www.apache.org/" target="_blank" rel="noopener noreferrer" class="footerLogoLink_31Aa"><img class="footer__logo" alt="Apache Open Source Logo" src="https://hadoop.apache.org/asf_logo_wide.png"></a></div><div class="footer__copyright">Apache Submarine, Submarine, Apache, the Apache feather logo, and the Apache Submarine project logo are
either registered trademarks or trademarks of the Apache Software Foundation in the United States and other
countries.<br> Copyright ยฉ 2022 Apache Submarine is Apache2 Licensed software.</div></div></div></footer></div>
<script src="/styles.f6b0c2f2.js"></script>
<script src="/runtime~main.13a9404d.js"></script>
<script src="/main.1c145c17.js"></script>
<script src="/1.d23d1451.js"></script>
<script src="/2.45bcb8a0.js"></script>
<script src="/1f391b9e.785b37ba.js"></script>
<script src="/127.875bba76.js"></script>
<script src="/58f10d9f.e974ccf6.js"></script>
<script src="/17896441.faf04472.js"></script>
<script src="/fa8b9269.7b4a7b76.js"></script>
</body>
</html>