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class="docMainContainer_2iGs"><div class="container padding-vert--lg docItemWrapper_1bxp"><div class="row"><div class="col docItemCol_U38p"><div class="docItemContainer_a7m4"><article><header><h1 class="docTitle_Oumm">How to use tensorboard in Submarine</h1></header><div class="markdown"><h2><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="write-to-logdirs-by-the-environment-variable"></a>Write to LogDirs by the environment variable<a class="hash-link" href="#write-to-logdirs-by-the-environment-variable" title="Direct link to heading">#</a></h2><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="environment-variable"></a>Environment variable<a class="hash-link" href="#environment-variable" title="Direct link to heading">#</a></h3><ul><li><code>SUBMARINE_TENSORBOARD_LOG_DIR</code>: Exist in every experiment container. You just need to direct your logs to <code>$(SUBMARINE_TENSORBOARD_LOG_DIR)</code> (<strong>NOTICE: it is <code>()</code> not <code>{}</code></strong>), and you can inspect the process on the tensorboard webpage.</li></ul><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="example"></a>Example<a class="hash-link" href="#example" title="Direct link to heading">#</a></h3><div class="mdxCodeBlock_1zKU"><div class="codeBlockContent_actS"><div tabindex="0" class="prism-code language-undefined codeBlock_tuNs thin-scrollbar"><div class="codeBlockLines_3uvA" style="color:#bfc7d5;background-color:#292d3e"><div class="token-line" style="color:#bfc7d5"><span class="token plain">{</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> "meta": {</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> "name": "tensorflow-tensorboard-dist-mnist",</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> "namespace": "default",</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> "framework": "TensorFlow",</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> "cmd": "python /var/tf_mnist/mnist_with_summaries.py --log_dir=$(SUBMARINE_TENSORBOARD_LOG_DIR) --learning_rate=0.01 --batch_size=20",</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> "envVars": {</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> "ENV_1": "ENV1"</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> }</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> },</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> "environment": {</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> "image": "apache/submarine:tf-mnist-with-summaries-1.0"</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> },</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> "spec": {</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> "Worker": {</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> "replicas": 1,</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> "resources": "cpu=1,memory=512M"</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> }</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> }</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain">}</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"> |
| </span></div></div></div><button type="button" aria-label="Copy code to clipboard" class="copyButton_2GIj">Copy</button></div></div><h2><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="connect-to-the-tensorboard-webpaage"></a>Connect to the tensorboard webpaage<a class="hash-link" href="#connect-to-the-tensorboard-webpaage" title="Direct link to heading">#</a></h2><ol><li>Open the experiment page in the workbench, and Click the <code>TensorBoard</code> button.</li></ol><p><img src="/assets/images/tensorboard-experiment-page-bf5d5aad633d80ef059ce4b7e4d91db3.png"></p><ol start="2"><li>Inspect the process on tensorboard page.</li></ol><p><img src="/assets/images/tensorboard-webpage-f8b9c5ceeb7b5ef535939ea22f680d96.png"></p></div></article><div class="margin-vert--xl"><div class="row"><div class="col"><a href="https://github.com/apache/submarine/edit/master/website/docs/userDocs/k8s/how-to-use-tensorboard.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"></div><div class="pagination-nav__item pagination-nav__item--next"></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="#write-to-logdirs-by-the-environment-variable" class="table-of-contents__link">Write to LogDirs by the environment variable</a><ul><li><a href="#environment-variable" class="table-of-contents__link">Environment variable</a></li><li><a href="#example" class="table-of-contents__link">Example</a></li></ul></li><li><a href="#connect-to-the-tensorboard-webpaage" class="table-of-contents__link">Connect to the tensorboard webpaage</a></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/">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="footer__copyright">Copyright © 2021 Apache Submarine is Apache2 Licensed software.</div></div></div></footer></div> |
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