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href="#how-to-create-docker-images-to-run-tensorflow-on-yarn" title="Direct link to heading">#</a></h2><p>Dockerfile to run Tensorflow on YARN need two part:</p><p><strong>Base libraries which Tensorflow depends on</strong></p><p>1) OS base image, for example <code>ubuntu:18.04</code></p><p>2) Tensorflow depended libraries and packages. For example <code>python</code>, <code>scipy</code>. For GPU support, need <code>cuda</code>, <code>cudnn</code>, etc.</p><p>3) Tensorflow package.</p><p><strong>Libraries to access HDFS</strong></p><p>1) JDK</p><p>2) Hadoop</p><p>Here's an example of a base image (w/o GPU support) to install Tensorflow:</p><div class="mdxCodeBlock_1zKU"><div class="codeBlockContent_actS"><div tabindex="0" class="prism-code language-shell 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">FROM ubuntu:18.04</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"># Pick up some TF dependencies</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain">RUN </span><span class="token function" style="color:rgb(130, 170, 255)">apt-get</span><span class="token plain"> update </span><span class="token operator" style="color:rgb(137, 221, 255)">&&</span><span class="token plain"> </span><span class="token function" style="color:rgb(130, 170, 255)">apt-get</span><span class="token plain"> </span><span class="token function" style="color:rgb(130, 170, 255)">install</span><span class="token plain"> -y --no-install-recommends </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> build-essential </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</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)">curl</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> libfreetype6-dev </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> libpng-dev </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> libzmq3-dev </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> pkg-config </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> python </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> python-dev </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</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)">rsync</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> software-properties-common </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</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)">unzip</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token operator" style="color:rgb(137, 221, 255)">&&</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</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)">apt-get</span><span class="token plain"> clean </span><span class="token operator" style="color:rgb(137, 221, 255)">&&</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</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)">rm</span><span class="token plain"> -rf /var/lib/apt/lists/*</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">RUN </span><span class="token builtin class-name" style="color:rgb(255, 203, 107)">export</span><span class="token plain"> </span><span class="token assign-left variable" style="color:rgb(191, 199, 213)">DEBIAN_FRONTEND</span><span class="token operator" style="color:rgb(137, 221, 255)">=</span><span class="token plain">noninteractive </span><span class="token operator" style="color:rgb(137, 221, 255)">&&</span><span class="token plain"> </span><span class="token function" style="color:rgb(130, 170, 255)">apt-get</span><span class="token plain"> update </span><span class="token operator" style="color:rgb(137, 221, 255)">&&</span><span class="token plain"> </span><span class="token function" style="color:rgb(130, 170, 255)">apt-get</span><span class="token plain"> </span><span class="token function" style="color:rgb(130, 170, 255)">install</span><span class="token plain"> -yq krb5-user libpam-krb5 </span><span class="token operator" style="color:rgb(137, 221, 255)">&&</span><span class="token plain"> </span><span class="token function" style="color:rgb(130, 170, 255)">apt-get</span><span class="token plain"> clean</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">RUN </span><span class="token function" style="color:rgb(130, 170, 255)">curl</span><span class="token plain"> -O https://bootstrap.pypa.io/get-pip.py </span><span class="token operator" style="color:rgb(137, 221, 255)">&&</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> python get-pip.py </span><span class="token operator" style="color:rgb(137, 221, 255)">&&</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</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)">rm</span><span class="token plain"> get-pip.py</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">RUN pip --no-cache-dir </span><span class="token function" style="color:rgb(130, 170, 255)">install</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> Pillow </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> h5py </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> ipykernel </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> jupyter </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> matplotlib </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> numpy </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> pandas </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> scipy </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> sklearn </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token operator" style="color:rgb(137, 221, 255)">&&</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> python -m ipykernel.kernelspec</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">RUN pip --no-cache-dir </span><span class="token function" style="color:rgb(130, 170, 255)">install</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">\</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain"> http://storage.googleapis.com/tensorflow/linux/cpu/tensorflow-1.13.1-cp27-none-linux_x86_64.whl</span></div></div></div><button type="button" aria-label="Copy code to clipboard" class="copyButton_2GIj">Copy</button></div></div><p>On top of above image, add files, install packages to access HDFS</p><div class="mdxCodeBlock_1zKU"><div class="codeBlockContent_actS"><div tabindex="0" class="prism-code language-shell 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">RUN </span><span class="token function" style="color:rgb(130, 170, 255)">apt-get</span><span class="token plain"> update </span><span class="token operator" style="color:rgb(137, 221, 255)">&&</span><span class="token plain"> </span><span class="token function" style="color:rgb(130, 170, 255)">apt-get</span><span class="token plain"> </span><span class="token function" style="color:rgb(130, 170, 255)">install</span><span class="token plain"> -y openjdk-8-jdk </span><span class="token function" style="color:rgb(130, 170, 255)">wget</span><span class="token plain"></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 hadoop</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain">ENV </span><span class="token assign-left variable" style="color:rgb(191, 199, 213)">HADOOP_VERSION</span><span class="token operator" style="color:rgb(137, 221, 255)">=</span><span class="token string" style="color:rgb(195, 232, 141)">"2.9.2"</span><span class="token plain"></span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain">RUN </span><span class="token function" style="color:rgb(130, 170, 255)">wget</span><span class="token plain"> http://mirrors.hust.edu.cn/apache/hadoop/common/hadoop-</span><span class="token variable" style="color:rgb(191, 199, 213)">${HADOOP_VERSION}</span><span class="token plain">/hadoop-</span><span class="token variable" style="color:rgb(191, 199, 213)">${HADOOP_VERSION}</span><span class="token plain">.tar.gz</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain">RUN </span><span class="token function" style="color:rgb(130, 170, 255)">tar</span><span class="token plain"> zxf hadoop-</span><span class="token variable" style="color:rgb(191, 199, 213)">${HADOOP_VERSION}</span><span class="token plain">.tar.gz</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain">RUN </span><span class="token function" style="color:rgb(130, 170, 255)">ln</span><span class="token plain"> -s hadoop-</span><span class="token variable" style="color:rgb(191, 199, 213)">${HADOOP_VERSION}</span><span class="token plain"> hadoop-current</span></div><div class="token-line" style="color:#bfc7d5"><span class="token plain">RUN </span><span class="token function" style="color:rgb(130, 170, 255)">rm</span><span class="token plain"> hadoop-</span><span class="token variable" style="color:rgb(191, 199, 213)">${HADOOP_VERSION}</span><span class="token plain">.tar.gz</span></div></div></div><button type="button" aria-label="Copy code to clipboard" class="copyButton_2GIj">Copy</button></div></div><p>Build and push to your own docker registry: Use <code>docker build ... </code> and <code>docker push ...</code> to finish this step.</p><h2><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="use-examples-to-build-your-own-tensorflow-docker-images"></a>Use examples to build your own Tensorflow docker images<a class="hash-link" href="#use-examples-to-build-your-own-tensorflow-docker-images" title="Direct link to heading">#</a></h2><p>We provided following examples for you to build tensorflow docker images.</p><p>For Tensorflow 1.13.1 (Precompiled to CUDA 10.x)</p><ul><li><em>docker/tensorflow/base/ubuntu-18.04/Dockerfile.cpu.tf_1.13.1</em>: Tensorflow 1.13.1 supports CPU only.</li><li><em>docker/tensorflow/with-cifar10-models/ubuntu-18.04/Dockerfile.cpu.tf_1.13.1</em>: Tensorflow 1.13.1 supports CPU only, and included models</li><li><em>docker/tensorflow/base/ubuntu-18.04/Dockerfile.gpu.tf_1.13.1</em>: Tensorflow 1.13.1 supports GPU, which is prebuilt to CUDA10.</li><li><em>docker/tensorflow/with-cifar10-models/ubuntu-18.04/Dockerfile.gpu.tf_1.13.1</em>: Tensorflow 1.13.1 supports GPU, which is prebuilt to CUDA10, with models.</li></ul><h2><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="build-docker-images"></a>Build Docker images<a class="hash-link" href="#build-docker-images" title="Direct link to heading">#</a></h2><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="manually-build-docker-image"></a>Manually build Docker image:<a class="hash-link" href="#manually-build-docker-image" title="Direct link to heading">#</a></h3><p>Under <code>docker/</code> directory, run <code>build-all.sh</code> to build Docker images. It will build following images:</p><ul><li><code>tf-1.13.1-gpu-base:0.0.1</code> for base Docker image which includes Hadoop, Tensorflow, GPU base libraries.</li><li><code>tf-1.13.1-gpu-base:0.0.1</code> for base Docker image which includes Hadoop. Tensorflow.</li><li><code>tf-1.13.1-gpu:0.0.1</code> which includes cifar10 model</li><li><code>tf-1.13.1-cpu:0.0.1</code> which inclues cifar10 model (cpu only).</li></ul><h3><a aria-hidden="true" tabindex="-1" class="anchor enhancedAnchor_prK2" id="use-prebuilt-images"></a>Use prebuilt images<a class="hash-link" href="#use-prebuilt-images" title="Direct link to heading">#</a></h3><p>(No liability) |
| You can also use prebuilt images for convenience:</p><ul><li>hadoopsubmarine/tf-1.13.1-gpu:0.0.1</li><li>hadoopsubmarine/tf-1.13.1-cpu:0.0.1</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/userDocs/yarn/WriteDockerfileTF.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="#how-to-create-docker-images-to-run-tensorflow-on-yarn" class="table-of-contents__link">How to create docker images to run Tensorflow on YARN</a></li><li><a href="#use-examples-to-build-your-own-tensorflow-docker-images" class="table-of-contents__link">Use examples to build your own Tensorflow docker images</a></li><li><a href="#build-docker-images" class="table-of-contents__link">Build Docker images</a><ul><li><a href="#manually-build-docker-image" class="table-of-contents__link">Manually build Docker image:</a></li><li><a href="#use-prebuilt-images" class="table-of-contents__link">Use prebuilt images</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 |
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