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class="menu__list-item"><a class="menu__link" tabindex="-1" href="/docs/next/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="alert alert--warning margin-bottom--md" role="alert"><div>This is unreleased documentation for Apache Submarine <strong>master 🏃</strong> version.</div><div class="margin-top--md">For up-to-date documentation, see the <strong><a href="/docs/gettingStarted/python-sdk">latest version</a></strong> (0.6.0).</div></div><div class="docItemContainer_a7m4"><article><div><span class="badge badge--secondary">Version: master 🏃</span></div><header><h1 class="docTitle_Oumm">Submarine Python SDK</h1></header><div class="markdown"><p>Submarine Python SDK can runs on any machine and it will talk to Submarine Server via REST API. So you can install Submarine Python SDK on your laptop, a gateway machine, your favorite IDE (like PyCharm/Jupyter, etc.).</p><p>Furthermore, Submarine supports an extensible package of CTR models based on <strong>TensorFlow</strong> and <strong>PyTorch</strong> along with lots of core components layers that can be used to easily build custom models. You can train any model with <code>model.train()</code> and <code>model.predict()</code>.</p><h2><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="prepare-python-environment-to-run-submarine-sdk"></a>Prepare Python Environment to run Submarine SDK<a class="hash-link" href="#prepare-python-environment-to-run-submarine-sdk" title="Direct link to heading">#</a></h2><p>Submarine SDK requires Python3.7+. |
| It's better to use a new Python environment created by <code>Anoconda</code> or Python <code>virtualenv</code> to try this to avoid trouble to existing Python environment. |
| A sample Python virtual env can be setup like this:</p><div class="mdxCodeBlock_1zKU"><div class="codeBlockContent_actS"><div tabindex="0" class="prism-code language-bash codeBlock_tuNs thin-scrollbar"><div class="codeBlockLines_3uvA" style="color:#bfc7d5;background-color:#292d3e"><div class="token-line" style="color:#bfc7d5"><span class="token function" style="color:rgb(130, 170, 255)">wget</span><span class="token plain"> https://files.pythonhosted.org/packages/33/bc/fa0b5347139cd9564f0d44ebd2b147ac97c36b2403943dbee8a25fd74012/virtualenv-16.0.0.tar.gz</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token function" style="color:rgb(130, 170, 255)">tar</span><span class="token plain"> xf virtualenv-16.0.0.tar.gz</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"> |
| </span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># Make sure to install using Python 3</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain">python3 virtualenv-16.0.0/virtualenv.py venv</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token builtin class-name" style="color:rgb(255, 203, 107)">.</span><span class="token plain"> venv/bin/activate</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="install-submarine-sdk"></a>Install Submarine SDK<a class="hash-link" href="#install-submarine-sdk" title="Direct link to heading">#</a></h2><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="install-sdk-from-pypiorg-recommended"></a>Install SDK from pypi.org (recommended)<a class="hash-link" href="#install-sdk-from-pypiorg-recommended" title="Direct link to heading">#</a></h3><p>Starting from <code>0.4.0</code>, Submarine provides Python SDK. Please change it to a proper version needed. </p><p>More detail: <a href="https://pypi.org/project/apache-submarine/" target="_blank" rel="noopener noreferrer">https://pypi.org/project/apache-submarine/</a></p><div class="mdxCodeBlock_1zKU"><div class="codeBlockContent_actS"><div tabindex="0" class="prism-code language-bash codeBlock_tuNs thin-scrollbar"><div class="codeBlockLines_3uvA" style="color:#bfc7d5;background-color:#292d3e"><div class="token-line" style="color:#bfc7d5"><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># Install latest stable version</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain">pip </span><span class="token function" style="color:rgb(130, 170, 255)">install</span><span class="token plain"> apache-submarine</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># Install specific version</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain">pip </span><span class="token function" style="color:rgb(130, 170, 255)">install</span><span class="token plain"> apache-submarine</span><span class="token operator" style="color:rgb(137, 221, 255)">==</span><span class="token operator" style="color:rgb(137, 221, 255)"><</span><span class="token plain">REPLACE_VERSION</span><span class="token operator" style="color:rgb(137, 221, 255)">></span></div></div></div><button type="button" aria-label="Copy code to clipboard" class="copyButton_2GIj">Copy</button></div></div><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="install-sdk-from-source-code"></a>Install SDK from source code<a class="hash-link" href="#install-sdk-from-source-code" title="Direct link to heading">#</a></h3><p>Please first clone code from github or go to <code>http://submarine.apache.org/download.html</code> to download released source code.</p><div class="mdxCodeBlock_1zKU"><div class="codeBlockContent_actS"><div tabindex="0" class="prism-code language-bash codeBlock_tuNs thin-scrollbar"><div class="codeBlockLines_3uvA" style="color:#bfc7d5;background-color:#292d3e"><div class="token-line" style="color:#bfc7d5"><span class="token function" style="color:rgb(130, 170, 255)">git</span><span class="token plain"> clone https://github.com/apache/submarine.git</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># (optional) chackout specific branch or release</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token function" style="color:rgb(130, 170, 255)">git</span><span class="token plain"> checkout </span><span class="token operator" style="color:rgb(137, 221, 255)"><</span><span class="token plain">correct release tag/branch</span><span class="token operator" style="color:rgb(137, 221, 255)">></span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token builtin class-name" style="color:rgb(255, 203, 107)">cd</span><span class="token plain"> submarine/submarine-sdk/pysubmarine</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain">pip </span><span class="token function" style="color:rgb(130, 170, 255)">install</span><span class="token plain"> </span><span class="token builtin class-name" style="color:rgb(255, 203, 107)">.</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="manage-submarine-experiment"></a>Manage Submarine Experiment<a class="hash-link" href="#manage-submarine-experiment" title="Direct link to heading">#</a></h2><p>Assuming you've installed submarine on K8s and forward the traefik service to localhost, now you can open a Python shell, Jupyter notebook or any tools with Submarine SDK installed.</p><p>Follow <a href="https://github.com/apache/submarine/blob/master/submarine-sdk/pysubmarine/example/submarine_experiment_sdk.ipynb" target="_blank" rel="noopener noreferrer">SDK experiment example</a> to run an experiment.</p><h2><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="training-a-deepfm-model"></a>Training a DeepFM model<a class="hash-link" href="#training-a-deepfm-model" title="Direct link to heading">#</a></h2><p>The Submarine also supports users to train an easy-to-use CTR model with a few lines of code and a configuration file, so they don’t need to reimplement the model by themself. In addition, they can train the model on both local on distributed systems, such as Hadoop or Kubernetes.</p><p>Follow <a href="https://github.com/apache/submarine/blob/master/submarine-sdk/pysubmarine/example/deepfm_example.ipynb" target="_blank" rel="noopener noreferrer">SDK DeepFM example</a> to try the model.</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/gettingStarted/python-sdk.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/next/gettingStarted/notebook"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">« Jupyter Notebook</div></a></div><div class="pagination-nav__item pagination-nav__item--next"><a class="pagination-nav__link" href="/docs/next/gettingStarted/helm"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Custom Configuation »</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="#prepare-python-environment-to-run-submarine-sdk" class="table-of-contents__link">Prepare Python Environment to run Submarine SDK</a></li><li><a href="#install-submarine-sdk" class="table-of-contents__link">Install Submarine SDK</a><ul><li><a href="#install-sdk-from-pypiorg-recommended" class="table-of-contents__link">Install SDK from pypi.org (recommended)</a></li><li><a href="#install-sdk-from-source-code" class="table-of-contents__link">Install SDK from source code</a></li></ul></li><li><a href="#manage-submarine-experiment" class="table-of-contents__link">Manage Submarine Experiment</a></li><li><a href="#training-a-deepfm-model" class="table-of-contents__link">Training a DeepFM model</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/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 |
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