content/docs/model_zoo/examples/caffe/README.html - singa-site - Git at Google



 <!DOCTYPE html>
 <!--[if IE 8]><html class="no-js lt-ie9" lang="en" > <![endif]-->
 <!--[if gt IE 8]><!--> <html class="no-js" lang="en" > <!--<![endif]-->
 <head>
   <meta charset="utf-8">

   <meta name="viewport" content="width=device-width, initial-scale=1.0">

   <title>Use parameters pre-trained from Caffe in SINGA &mdash; singa 2.0.0 documentation</title>


   <script type="text/javascript" src="../../../../_static/js/modernizr.min.js"></script>


       <script type="text/javascript">
           var DOCUMENTATION_OPTIONS = {
               URL_ROOT:'../../../../',
               VERSION:'2.0.0',
               LANGUAGE:'None',
               COLLAPSE_INDEX:false,
               FILE_SUFFIX:'.html',
               HAS_SOURCE:  true,
               SOURCELINK_SUFFIX: '.txt'
           };
       </script>
         <script type="text/javascript" src="../../../../_static/jquery.js"></script>
         <script type="text/javascript" src="../../../../_static/underscore.js"></script>
         <script type="text/javascript" src="../../../../_static/doctools.js"></script>

     <script type="text/javascript" src="../../../../_static/js/theme.js"></script>


   <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
   <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
     <link rel="index" title="Index" href="../../../../genindex.html" />
     <link rel="search" title="Search" href="../../../../search.html" />
 <link href="../../../../_static/style.css" rel="stylesheet" type="text/css">
 <!--link href="../../../../_static/fontawesome-all.min.css" rel="stylesheet" type="text/css"-->
 <link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css"
     integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
 <style>
     .fa:hover {
         opacity: 0.7;
     }

     .fab:hover {
         opacity: 0.7;
     }
 </style>

 </head>

 <body class="wy-body-for-nav">


   <div class="wy-grid-for-nav">

     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >


             <a href="../../../../index.html" class="icon icon-home"> singa


             <img src="../../../../_static/singa.png" class="logo" alt="Logo"/>

           </a>


               <div class="version">
                 latest
               </div>


 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../../search.html" method="get">
     <input type="text" name="q" placeholder="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
 </div>


         </div>

         <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">


               <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../index.html">Documentation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../../downloads.html">Download SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../../security.html">Security</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Development</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../../develop/contribute-code.html">How to Contribute Code</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../../develop/contribute-docs.html">How to Contribute to Documentation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../../develop/how-to-release.html">How to prepare a release</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Community</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../../community/source-repository.html">Source Repository</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../../community/mail-lists.html">Project Mailing Lists</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../../community/issue-tracking.html">Issue Tracking</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../../community/team-list.html">The SINGA Team</a></li>
 </ul>


         </div>
       </div>
     </nav>

     <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">


       <nav class="wy-nav-top" aria-label="top navigation">

           <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
           <a href="../../../../index.html">singa</a>

       </nav>


       <div class="wy-nav-content">

         <div class="rst-content">


 <div role="navigation" aria-label="breadcrumbs navigation">

   <ul class="wy-breadcrumbs">

       <li><a href="../../../../index.html">Docs</a> &raquo;</li>

       <li>Use parameters pre-trained from Caffe in SINGA</li>


       <li class="wy-breadcrumbs-aside">


       </li>

   </ul>


   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">

   <!--
     Licensed to the Apache Software Foundation (ASF) under one
     or more contributor license agreements.  See the NOTICE file
     distributed with this work for additional information
     regarding copyright ownership.  The ASF licenses this file
     to you under the Apache License, Version 2.0 (the
     "License"); you may not use this file except in compliance
     with the License.  You may obtain a copy of the License at

       http://www.apache.org/licenses/LICENSE-2.0

     Unless required by applicable law or agreed to in writing,
     software distributed under the License is distributed on an
     "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
     KIND, either express or implied.  See the License for the
     specific language governing permissions and limitations
     under the License.
 --><div class="section" id="use-parameters-pre-trained-from-caffe-in-singa">
 <h1>Use parameters pre-trained from Caffe in SINGA<a class="headerlink" href="#use-parameters-pre-trained-from-caffe-in-singa" title="Permalink to this headline">¶</a></h1>
 <p>In this example, we use SINGA to load the VGG parameters trained by Caffe to do image classification.</p>
 <div class="section" id="run-this-example">
 <h2>Run this example<a class="headerlink" href="#run-this-example" title="Permalink to this headline">¶</a></h2>
 <p>You can run this example by simply executing <code class="docutils literal"><span class="pre">run.sh</span> <span class="pre">vgg16</span></code> or <code class="docutils literal"><span class="pre">run.sh</span> <span class="pre">vgg19</span></code>
 The script does the following work.</p>
 <div class="section" id="obtain-the-caffe-model">
 <h3>Obtain the Caffe model<a class="headerlink" href="#obtain-the-caffe-model" title="Permalink to this headline">¶</a></h3>
 <ul class="simple">
 <li>Download caffe model prototxt and parameter binary file.</li>
 <li>Currently we only support the latest caffe format, if your model is in
 previous version of caffe, please update it to current format.(This is
 supported by caffe)</li>
 <li>After updating, we can obtain two files, i.e., the prototxt and parameter
 binary file.</li>
 </ul>
 </div>
 <div class="section" id="prepare-test-images">
 <h3>Prepare test images<a class="headerlink" href="#prepare-test-images" title="Permalink to this headline">¶</a></h3>
 <p>A few sample images are downloaded into the <code class="docutils literal"><span class="pre">test</span></code> folder.</p>
 </div>
 <div class="section" id="predict">
 <h3>Predict<a class="headerlink" href="#predict" title="Permalink to this headline">¶</a></h3>
 <p>The <code class="docutils literal"><span class="pre">predict.py</span></code> script creates the VGG model and read the parameters,</p>
 <div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">usage</span><span class="p">:</span> <span class="n">predict</span><span class="o">.</span><span class="n">py</span> <span class="p">[</span><span class="o">-</span><span class="n">h</span><span class="p">]</span> <span class="n">model_txt</span> <span class="n">model_bin</span> <span class="n">imgclass</span>
 </pre></div>
 </div>
 <p>where <code class="docutils literal"><span class="pre">imgclass</span></code> refers to the synsets of imagenet dataset for vgg models.
 You can start the prediction program by executing the following command:</p>
 <div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">python</span> <span class="n">predict</span><span class="o">.</span><span class="n">py</span> <span class="n">vgg16</span><span class="o">.</span><span class="n">prototxt</span> <span class="n">vgg16</span><span class="o">.</span><span class="n">caffemodel</span> <span class="n">synset_words</span><span class="o">.</span><span class="n">txt</span>
 </pre></div>
 </div>
 <p>Then you type in the image path, and the program would output the top-5 labels.</p>
 <p>More Caffe models would be tested soon.</p>
 </div>
 </div>
 </div>


            </div>

           </div>
           <footer>


   <hr/>

   <div role="contentinfo">
     <p>
         &copy; Copyright 2019 The Apache Software Foundation. All rights reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners.

     </p>
   </div>
   Built with <a href="http://sphinx-doc.org/">Sphinx</a> using a <a href="https://github.com/rtfd/sphinx_rtd_theme">theme</a> provided by <a href="https://readthedocs.org">Read the Docs</a>.

 </footer>

         </div>
       </div>

     </section>

   </div>


   <script type="text/javascript">
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
   </script>


 <div class="rst-versions" data-toggle="rst-versions" role="note" aria-label="versions">
     <span class="rst-current-version" data-toggle="rst-current-version">
         <span class="fa fa-book"> singa </span>
         v: latest
         <span class="fa fa-caret-down"></span>
     </span>
     <div class="rst-other-versions">
         <dl>
             <dt>Languages</dt>
             <dd><a href="../../../.././index.html">English</a></dd>
             <dd><a href="../../../.././zh/index.html">中文</a></dd>
         </dl>
         <dl>
             <dt>Versions</dt>
             <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
             <dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
         </dl>

     </div>

     <a href="http://www.apache.org"
         style="color:lightblue;padding: 5px; font-size: 10px; text-align: center; text-decoration: none; margin: 5px 2px;">Foundation</a>
     <a href="http://www.apache.org/events/current-event"
         style="color:lightblue;padding: 5px; font-size: 10px; text-align: center; text-decoration: none; margin: 5px 2px;">Events</a>
     <a href="http://www.apache.org/foundation/thanks.html"
         style="color:lightblue;padding: 5px; font-size: 10px; text-align: center; text-decoration: none; margin: 5px 2px;">Thanks</a>
     <a href="http://www.apache.org/foundation/sponsorship.html"
         style="color:lightblue;padding: 5px; font-size: 10px;  text-align: center; text-decoration: none; margin: 5px 2px;">Sponsorship</a>
     <a href="http://www.apache.org/licenses/"
         style="color:lightblue;padding: 5px; font-size: 10px;  text-align: center; text-decoration: none; margin: 5px 2px;">License</a>
     <br>
     <a href="https://github.com/apache/singa" class="fa fa-github"
         style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
     <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c"
         class="fab fa-aws"
         style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
     <a href="https://hub.docker.com/r/apache/singa/" class="fab fa-docker"
         style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
     <a href="https://www.linkedin.com/groups/13550034" class="fa fa-linkedin"
         style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
     <a href="https://twitter.com/ApacheSinga" class="fa fa-twitter"
         style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
     <a href="https://www.facebook.com/Apache-SINGA-347284219056544/" class="fa fa-facebook"
         style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
     <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate"
         style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>

 </div>

 <a href="https://github.com/apache/singa">
     <img style="position: absolute; top: 0; right: 0; border: 0; z-index: 10000;"
         src="https://s3.amazonaws.com/github/ribbons/forkme_right_orange_ff7600.png" alt="Fork me on GitHub">
 </a>


 </body>
 </html>



	<!DOCTYPE html>
	<!--[if IE 8]><html class="no-js lt-ie9" lang="en" > <![endif]-->
	<!--[if gt IE 8]><!--> <html class="no-js" lang="en" > <!--<![endif]-->
	<head>
	<meta charset="utf-8">

	<meta name="viewport" content="width=device-width, initial-scale=1.0">

	<title>Use parameters pre-trained from Caffe in SINGA — singa 2.0.0 documentation</title>








	<script type="text/javascript" src="../../../../_static/js/modernizr.min.js"></script>


	<script type="text/javascript">
	var DOCUMENTATION_OPTIONS = {
	URL_ROOT:'../../../../',
	VERSION:'2.0.0',
	LANGUAGE:'None',
	COLLAPSE_INDEX:false,
	FILE_SUFFIX:'.html',
	HAS_SOURCE: true,
	SOURCELINK_SUFFIX: '.txt'
	};
	</script>
	<script type="text/javascript" src="../../../../_static/jquery.js"></script>
	<script type="text/javascript" src="../../../../_static/underscore.js"></script>
	<script type="text/javascript" src="../../../../_static/doctools.js"></script>

	<script type="text/javascript" src="../../../../_static/js/theme.js"></script>




	<link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
	<link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
	<link rel="index" title="Index" href="../../../../genindex.html" />
	<link rel="search" title="Search" href="../../../../search.html" />
	<link href="../../../../_static/style.css" rel="stylesheet" type="text/css">
	<!--link href="../../../../_static/fontawesome-all.min.css" rel="stylesheet" type="text/css"-->
	<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css"
	integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
	<style>
	.fa:hover {
	opacity: 0.7;
	}

	.fab:hover {
	opacity: 0.7;
	}
	</style>

	</head>

	<body class="wy-body-for-nav">


	<div class="wy-grid-for-nav">

	<nav data-toggle="wy-nav-shift" class="wy-nav-side">
	<div class="wy-side-scroll">
	<div class="wy-side-nav-search" >



	<a href="../../../../index.html" class="icon icon-home"> singa




	<img src="../../../../_static/singa.png" class="logo" alt="Logo"/>

	</a>




	<div class="version">
	latest
	</div>




	<div role="search">
	<form id="rtd-search-form" class="wy-form" action="../../../../search.html" method="get">
	<input type="text" name="q" placeholder="Search docs" />
	<input type="hidden" name="check_keywords" value="yes" />
	<input type="hidden" name="area" value="default" />
	</form>
	</div>


	</div>

	<div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">






	<ul>
	<li class="toctree-l1"><a class="reference internal" href="../../../index.html">Documentation</a></li>
	<li class="toctree-l1"><a class="reference internal" href="../../../../downloads.html">Download SINGA</a></li>
	<li class="toctree-l1"><a class="reference internal" href="../../../../security.html">Security</a></li>
	</ul>
	<p class="caption"><span class="caption-text">Development</span></p>
	<ul>
	<li class="toctree-l1"><a class="reference internal" href="../../../../develop/contribute-code.html">How to Contribute Code</a></li>
	<li class="toctree-l1"><a class="reference internal" href="../../../../develop/contribute-docs.html">How to Contribute to Documentation</a></li>
	<li class="toctree-l1"><a class="reference internal" href="../../../../develop/how-to-release.html">How to prepare a release</a></li>
	</ul>
	<p class="caption"><span class="caption-text">Community</span></p>
	<ul>
	<li class="toctree-l1"><a class="reference internal" href="../../../../community/source-repository.html">Source Repository</a></li>
	<li class="toctree-l1"><a class="reference internal" href="../../../../community/mail-lists.html">Project Mailing Lists</a></li>
	<li class="toctree-l1"><a class="reference internal" href="../../../../community/issue-tracking.html">Issue Tracking</a></li>
	<li class="toctree-l1"><a class="reference internal" href="../../../../community/team-list.html">The SINGA Team</a></li>
	</ul>



	</div>
	</div>
	</nav>

	<section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">


	<nav class="wy-nav-top" aria-label="top navigation">

	<i data-toggle="wy-nav-top" class="fa fa-bars"></i>
	<a href="../../../../index.html">singa</a>

	</nav>


	<div class="wy-nav-content">

	<div class="rst-content">

















	<div role="navigation" aria-label="breadcrumbs navigation">

	<ul class="wy-breadcrumbs">

	<li><a href="../../../../index.html">Docs</a> »</li>

	<li>Use parameters pre-trained from Caffe in SINGA</li>


	<li class="wy-breadcrumbs-aside">



	</li>

	</ul>


	<hr/>
	</div>
	<div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
	<div itemprop="articleBody">

	<!--
	Licensed to the Apache Software Foundation (ASF) under one
	or more contributor license agreements. See the NOTICE file
	distributed with this work for additional information
	regarding copyright ownership. The ASF licenses this file
	to you under the Apache License, Version 2.0 (the
	"License"); you may not use this file except in compliance
	with the License. You may obtain a copy of the License at

	http://www.apache.org/licenses/LICENSE-2.0

	Unless required by applicable law or agreed to in writing,
	software distributed under the License is distributed on an
	"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
	KIND, either express or implied. See the License for the
	specific language governing permissions and limitations
	under the License.
	--><div class="section" id="use-parameters-pre-trained-from-caffe-in-singa">
	<h1>Use parameters pre-trained from Caffe in SINGA<a class="headerlink" href="#use-parameters-pre-trained-from-caffe-in-singa" title="Permalink to this headline">¶</a></h1>
	<p>In this example, we use SINGA to load the VGG parameters trained by Caffe to do image classification.</p>
	<div class="section" id="run-this-example">
	<h2>Run this example<a class="headerlink" href="#run-this-example" title="Permalink to this headline">¶</a></h2>
	<p>You can run this example by simply executing <code class="docutils literal"><span class="pre">run.sh</span> <span class="pre">vgg16</span></code> or <code class="docutils literal"><span class="pre">run.sh</span> <span class="pre">vgg19</span></code>
	The script does the following work.</p>
	<div class="section" id="obtain-the-caffe-model">
	<h3>Obtain the Caffe model<a class="headerlink" href="#obtain-the-caffe-model" title="Permalink to this headline">¶</a></h3>
	<ul class="simple">
	<li>Download caffe model prototxt and parameter binary file.</li>
	<li>Currently we only support the latest caffe format, if your model is in
	previous version of caffe, please update it to current format.(This is
	supported by caffe)</li>
	<li>After updating, we can obtain two files, i.e., the prototxt and parameter
	binary file.</li>
	</ul>
	</div>
	<div class="section" id="prepare-test-images">
	<h3>Prepare test images<a class="headerlink" href="#prepare-test-images" title="Permalink to this headline">¶</a></h3>
	<p>A few sample images are downloaded into the <code class="docutils literal"><span class="pre">test</span></code> folder.</p>
	</div>
	<div class="section" id="predict">
	<h3>Predict<a class="headerlink" href="#predict" title="Permalink to this headline">¶</a></h3>
	<p>The <code class="docutils literal"><span class="pre">predict.py</span></code> script creates the VGG model and read the parameters,</p>
	<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">usage</span><span class="p">:</span> <span class="n">predict</span><span class="o">.</span><span class="n">py</span> <span class="p">[</span><span class="o">-</span><span class="n">h</span><span class="p">]</span> <span class="n">model_txt</span> <span class="n">model_bin</span> <span class="n">imgclass</span>
	</pre></div>
	</div>
	<p>where <code class="docutils literal"><span class="pre">imgclass</span></code> refers to the synsets of imagenet dataset for vgg models.
	You can start the prediction program by executing the following command:</p>
	<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">python</span> <span class="n">predict</span><span class="o">.</span><span class="n">py</span> <span class="n">vgg16</span><span class="o">.</span><span class="n">prototxt</span> <span class="n">vgg16</span><span class="o">.</span><span class="n">caffemodel</span> <span class="n">synset_words</span><span class="o">.</span><span class="n">txt</span>
	</pre></div>
	</div>
	<p>Then you type in the image path, and the program would output the top-5 labels.</p>
	<p>More Caffe models would be tested soon.</p>
	</div>
	</div>
	</div>


	</div>

	</div>
	<footer>


	<hr/>

	<div role="contentinfo">
	<p>
	© Copyright 2019 The Apache Software Foundation. All rights reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners.

	</p>
	</div>
	Built with <a href="http://sphinx-doc.org/">Sphinx</a> using a <a href="https://github.com/rtfd/sphinx_rtd_theme">theme</a> provided by <a href="https://readthedocs.org">Read the Docs</a>.

	</footer>

	</div>
	</div>

	</section>

	</div>



	<script type="text/javascript">
	jQuery(function () {
	SphinxRtdTheme.Navigation.enable(true);
	});
	</script>






	<div class="rst-versions" data-toggle="rst-versions" role="note" aria-label="versions">
	<span class="rst-current-version" data-toggle="rst-current-version">
	<span class="fa fa-book"> singa </span>
	v: latest
	<span class="fa fa-caret-down"></span>
	</span>
	<div class="rst-other-versions">
	<dl>
	<dt>Languages</dt>
	<dd><a href="../../../.././index.html">English</a></dd>
	<dd><a href="../../../.././zh/index.html">中文</a></dd>
	</dl>
	<dl>
	<dt>Versions</dt>
	<dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
	<dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
	</dl>

	</div>

	<a href="http://www.apache.org"
	style="color:lightblue;padding: 5px; font-size: 10px; text-align: center; text-decoration: none; margin: 5px 2px;">Foundation</a>
	<a href="http://www.apache.org/events/current-event"
	style="color:lightblue;padding: 5px; font-size: 10px; text-align: center; text-decoration: none; margin: 5px 2px;">Events</a>
	<a href="http://www.apache.org/foundation/thanks.html"
	style="color:lightblue;padding: 5px; font-size: 10px; text-align: center; text-decoration: none; margin: 5px 2px;">Thanks</a>
	<a href="http://www.apache.org/foundation/sponsorship.html"
	style="color:lightblue;padding: 5px; font-size: 10px; text-align: center; text-decoration: none; margin: 5px 2px;">Sponsorship</a>
	<a href="http://www.apache.org/licenses/"
	style="color:lightblue;padding: 5px; font-size: 10px; text-align: center; text-decoration: none; margin: 5px 2px;">License</a>
	<br>
	<a href="https://github.com/apache/singa" class="fa fa-github"
	style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
	<a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c"
	class="fab fa-aws"
	style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
	<a href="https://hub.docker.com/r/apache/singa/" class="fab fa-docker"
	style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
	<a href="https://www.linkedin.com/groups/13550034" class="fa fa-linkedin"
	style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
	<a href="https://twitter.com/ApacheSinga" class="fa fa-twitter"
	style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
	<a href="https://www.facebook.com/Apache-SINGA-347284219056544/" class="fa fa-facebook"
	style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
	<a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate"
	style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>

	</div>

	<a href="https://github.com/apache/singa">
	<img style="position: absolute; top: 0; right: 0; border: 0; z-index: 10000;"
	src="https://s3.amazonaws.com/github/ribbons/forkme_right_orange_ff7600.png" alt="Fork me on GitHub">
	</a>




	</body>
	</html>