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class="breadcrumbs__link" itemprop="item name">Running Submarine on YARN</span><meta itemprop="position" content="3"></li></ul></nav><span class="theme-doc-version-badge badge badge--secondary">Version: 0.6.0</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>Running Submarine on YARN</h1></header><p>Submarine for YARN supports TensorFlow, PyTorch and MXNet framework. (Which is leveraging <a href="https://github.com/linkedin/TonY" target="_blank" rel="noopener noreferrer">TonY</a> created by Linkedin to run deep learning training jobs on YARN.</p><p>Submarine also supports GPU-on-YARN and Docker-on-YARN feature.</p><p>Submarine can run on Hadoop 2.7.3 or later version, if GPU-on-YARN or Docker-on-YARN feature is needed, newer Hadoop version is required, please refer to the next section about what Hadoop version to choose.</p><h2 class="anchor anchorWithStickyNavbar_mojV" id="hadoop-version">Hadoop version<a class="hash-link" href="#hadoop-version" title="Direct link to heading"></a></h2><p>Must:</p><ul><li>Apache Hadoop version newer than 2.7.3</li></ul><p>Optional:</p><ul><li>When you want to use GPU-on-YARN feature with Submarine, please make sure Hadoop is at least 2.10.0+ (or 3.1.0+), and follow <a href="https://hadoop.apache.org/docs/r2.10.0/hadoop-yarn/hadoop-yarn-site/UsingGpus.html" target="_blank" rel="noopener noreferrer">Enable GPU on YARN 2.10.0+</a> to enable GPU-on-YARN feature.</li><li>When you want to run training jobs with Docker container, please make sure Hadoop is at least 2.8.2, and follow <a href="https://hadoop.apache.org/docs/r2.8.2/hadoop-yarn/hadoop-yarn-site/DockerContainers.html" target="_blank" rel="noopener noreferrer">Enable Docker on YARN 2.8.2+</a> to enable Docker-on-YARN feature.</li></ul><h2 class="anchor anchorWithStickyNavbar_mojV" id="submarine-yarn-runtime-guide">Submarine YARN Runtime Guide<a class="hash-link" href="#submarine-yarn-runtime-guide" title="Direct link to heading"></a></h2><p><a href="/docs/userDocs/yarn/YARNRuntimeGuide">YARN Runtime Guide</a> talk about how to use Submarine to run jobs on YARN, with Docker / without Docker.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"><a href="https://github.com/apache/submarine/edit/master/website/versioned_docs/version-0.6.0/adminDocs/yarn/README.md" 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