versions/0.12.1/index.html - mxnet-site - Git at Google

 <!DOCTYPE html>

 <html lang="en">
 <head>
 <meta charset="utf-8"/>
 <meta content="IE=edge" http-equiv="X-UA-Compatible"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
 <meta content="Contents" property="og:title">
 <meta content="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/og-logo.png" property="og:image">
 <meta content="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/og-logo.png" property="og:image:secure_url">
 <meta content="A flexible and efficient library for deep learning." property="og:description"/>
 <title>MXNet: A Scalable Deep Learning Framework</title>
 <link crossorigin="anonymous" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.6/css/bootstrap.min.css" integrity="sha384-1q8mTJOASx8j1Au+a5WDVnPi2lkFfwwEAa8hDDdjZlpLegxhjVME1fgjWPGmkzs7" rel="stylesheet"/>
 <link href="https://maxcdn.bootstrapcdn.com/font-awesome/4.5.0/css/font-awesome.min.css" rel="stylesheet"/>
 <link href="_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    './',
         VERSION:     '',
         COLLAPSE_INDEX: false,
         FILE_SUFFIX: '.html',
         HAS_SOURCE:  true,
         SOURCELINK_SUFFIX: '.txt'
       };
     </script>
 <script src="https://code.jquery.com/jquery-1.11.1.min.js" type="text/javascript"></script>
 <script src="_static/underscore.js" type="text/javascript"></script>
 <script src="_static/searchtools_custom.js" type="text/javascript"></script>
 <script src="_static/doctools.js" type="text/javascript"></script>
 <script src="_static/selectlang.js" type="text/javascript"></script>
 <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML" type="text/javascript"></script>
 <script type="text/javascript"> jQuery(function() { Search.loadIndex("/versions/0.12.1/searchindex.js"); Search.init();}); </script>
 <script>
       (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){
       (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new
       Date();a=s.createElement(o),
       m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
       })(window,document,'script','https://www.google-analytics.com/analytics.js','ga');

       ga('create', 'UA-96378503-1', 'auto');
       ga('send', 'pageview');

     </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="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.0/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
 <link href="genindex.html" rel="index" title="Index">
 <link href="search.html" rel="search" title="Search">
 <link href="api/python/index.html" rel="next" title="MXNet - Python API">
 <link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></meta></meta></meta></head>
 <body background="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-background-compressed.jpeg" role="document">
 <div class="content-block"><div class="navbar navbar-fixed-top">
 <div class="container" id="navContainer">
 <div class="innder" id="header-inner">
 <h1 id="logo-wrap">
 <a href="./" id="logo"><img src="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet_logo.png"/></a>
 </h1>
 <nav class="nav-bar" id="main-nav">
 <a class="main-nav-link" href="/versions/0.12.1/install/index.html">Install</a>
 <span id="dropdown-menu-position-anchor">
 <a aria-expanded="true" aria-haspopup="true" class="main-nav-link dropdown-toggle" data-toggle="dropdown" href="#" role="button">Gluon <span class="caret"></span></a>
 <ul class="dropdown-menu navbar-menu" id="package-dropdown-menu">
 <li><a class="main-nav-link" href="/versions/0.12.1/tutorials/gluon/gluon.html">About</a></li>
 <li><a class="main-nav-link" href="https://www.d2l.ai/">Dive into Deep Learning</a></li>
 <li><a class="main-nav-link" href="https://gluon-cv.mxnet.io">GluonCV Toolkit</a></li>
 <li><a class="main-nav-link" href="https://gluon-nlp.mxnet.io/">GluonNLP Toolkit</a></li>
 </ul>
 </span>
 <span id="dropdown-menu-position-anchor">
 <a aria-expanded="true" aria-haspopup="true" class="main-nav-link dropdown-toggle" data-toggle="dropdown" href="#" role="button">API <span class="caret"></span></a>
 <ul class="dropdown-menu navbar-menu" id="package-dropdown-menu">
 <li><a class="main-nav-link" href="/versions/0.12.1/api/python/index.html">Python</a></li>
 <li><a class="main-nav-link" href="/versions/0.12.1/api/c++/index.html">C++</a></li>
 <li><a class="main-nav-link" href="/versions/0.12.1/api/julia/index.html">Julia</a></li>
 <li><a class="main-nav-link" href="/versions/0.12.1/api/perl/index.html">Perl</a></li>
 <li><a class="main-nav-link" href="/versions/0.12.1/api/r/index.html">R</a></li>
 <li><a class="main-nav-link" href="/versions/0.12.1/api/scala/index.html">Scala</a></li>
 </ul>
 </span>
 <span id="dropdown-menu-position-anchor-docs">
 <a aria-expanded="true" aria-haspopup="true" class="main-nav-link dropdown-toggle" data-toggle="dropdown" href="#" role="button">Docs <span class="caret"></span></a>
 <ul class="dropdown-menu navbar-menu" id="package-dropdown-menu-docs">
 <li><a class="main-nav-link" href="/versions/0.12.1/faq/index.html">FAQ</a></li>
 <li><a class="main-nav-link" href="/versions/0.12.1/tutorials/index.html">Tutorials</a>
 <li><a class="main-nav-link" href="https://github.com/apache/incubator-mxnet/tree/0.12.1/example">Examples</a></li>
 <li><a class="main-nav-link" href="/versions/0.12.1/architecture/index.html">Architecture</a></li>
 <li><a class="main-nav-link" href="https://cwiki.apache.org/confluence/display/MXNET/Apache+MXNet+Home">Developer Wiki</a></li>
 <li><a class="main-nav-link" href="/versions/0.12.1/model_zoo/index.html">Model Zoo</a></li>
 <li><a class="main-nav-link" href="https://github.com/onnx/onnx-mxnet">ONNX</a></li>
 </li></ul>
 </span>
 <span id="dropdown-menu-position-anchor-community">
 <a aria-expanded="true" aria-haspopup="true" class="main-nav-link dropdown-toggle" data-toggle="dropdown" href="#" role="button">Community <span class="caret"></span></a>
 <ul class="dropdown-menu navbar-menu" id="package-dropdown-menu-community">
 <li><a class="main-nav-link" href="http://discuss.mxnet.io">Forum</a></li>
 <li><a class="main-nav-link" href="https://github.com/apache/incubator-mxnet/tree/0.12.1">Github</a></li>
 <li><a class="main-nav-link" href="/versions/0.12.1/community/contribute.html">Contribute</a></li>
 <li><a class="main-nav-link" href="/versions/0.12.1/community/powered_by.html">Powered By</a></li>
 </ul>
 </span>
 <span id="dropdown-menu-position-anchor-version" style="position: relative"><a href="#" class="main-nav-link dropdown-toggle" data-toggle="dropdown" role="button" aria-haspopup="true" aria-expanded="true">0.12.1<span class="caret"></span></a><ul id="package-dropdown-menu" class="dropdown-menu"><li><a href="/">master</a></li><li><a href="/versions/1.7.0/">1.7.0</a></li><li><a href=/versions/1.6.0/>1.6.0</a></li><li><a href=/versions/1.5.0/index.html>1.5.0</a></li><li><a href=/versions/1.4.1/index.html>1.4.1</a></li><li><a href=/versions/1.3.1/index.html>1.3.1</a></li><li><a href=/versions/1.2.1/index.html>1.2.1</a></li><li><a href=/versions/1.1.0/index.html>1.1.0</a></li><li><a href=/versions/1.0.0/index.html>1.0.0</a></li><li><a href=/versions/0.12.1/index.html>0.12.1</a></li><li><a href=/versions/0.11.0/index.html>0.11.0</a></li></ul></span></nav>
 <script> function getRootPath(){ return "./" } </script>
 <div class="burgerIcon dropdown">
 <a class="dropdown-toggle" data-toggle="dropdown" href="#" role="button">☰</a>
 <ul class="dropdown-menu" id="burgerMenu">
 <li><a href="/versions/0.12.1/install/index.html">Install</a></li>
 <li><a class="main-nav-link" href="/versions/0.12.1/tutorials/index.html">Tutorials</a></li>
 <li class="dropdown-submenu dropdown">
 <a aria-expanded="true" aria-haspopup="true" class="dropdown-toggle burger-link" data-toggle="dropdown" href="#" tabindex="-1">Gluon</a>
 <ul class="dropdown-menu navbar-menu" id="package-dropdown-menu">
 <li><a class="main-nav-link" href="/versions/0.12.1/tutorials/gluon/gluon.html">About</a></li>
 <li><a class="main-nav-link" href="http://gluon.mxnet.io">The Straight Dope (Tutorials)</a></li>
 <li><a class="main-nav-link" href="https://gluon-cv.mxnet.io">GluonCV Toolkit</a></li>
 <li><a class="main-nav-link" href="https://gluon-nlp.mxnet.io/">GluonNLP Toolkit</a></li>
 </ul>
 </li>
 <li class="dropdown-submenu">
 <a aria-expanded="true" aria-haspopup="true" class="dropdown-toggle burger-link" data-toggle="dropdown" href="#" tabindex="-1">API</a>
 <ul class="dropdown-menu">
 <li><a class="main-nav-link" href="/versions/0.12.1/api/python/index.html">Python</a></li>
 <li><a class="main-nav-link" href="/versions/0.12.1/api/c++/index.html">C++</a></li>
 <li><a class="main-nav-link" href="/versions/0.12.1/api/julia/index.html">Julia</a></li>
 <li><a class="main-nav-link" href="/versions/0.12.1/api/perl/index.html">Perl</a></li>
 <li><a class="main-nav-link" href="/versions/0.12.1/api/r/index.html">R</a></li>
 <li><a class="main-nav-link" href="/versions/0.12.1/api/scala/index.html">Scala</a></li>
 </ul>
 </li>
 <li class="dropdown-submenu">
 <a aria-expanded="true" aria-haspopup="true" class="dropdown-toggle burger-link" data-toggle="dropdown" href="#" tabindex="-1">Docs</a>
 <ul class="dropdown-menu">
 <li><a href="/versions/0.12.1/faq/index.html" tabindex="-1">FAQ</a></li>
 <li><a href="/versions/0.12.1/tutorials/index.html" tabindex="-1">Tutorials</a></li>
 <li><a href="https://github.com/apache/incubator-mxnet/tree/0.12.1/example" tabindex="-1">Examples</a></li>
 <li><a href="/versions/0.12.1/architecture/index.html" tabindex="-1">Architecture</a></li>
 <li><a href="https://cwiki.apache.org/confluence/display/MXNET/Apache+MXNet+Home" tabindex="-1">Developer Wiki</a></li>
 <li><a href="/versions/0.12.1/model_zoo/index.html" tabindex="-1">Gluon Model Zoo</a></li>
 <li><a href="https://github.com/onnx/onnx-mxnet" tabindex="-1">ONNX</a></li>
 </ul>
 </li>
 <li class="dropdown-submenu dropdown">
 <a aria-haspopup="true" class="dropdown-toggle burger-link" data-toggle="dropdown" href="#" role="button" tabindex="-1">Community</a>
 <ul class="dropdown-menu">
 <li><a href="http://discuss.mxnet.io" tabindex="-1">Forum</a></li>
 <li><a href="https://github.com/apache/incubator-mxnet/tree/0.12.1" tabindex="-1">Github</a></li>
 <li><a href="/versions/0.12.1/community/contribute.html" tabindex="-1">Contribute</a></li>
 <li><a href="/versions/0.12.1/community/powered_by.html" tabindex="-1">Powered By</a></li>
 </ul>
 </li>
 <li id="dropdown-menu-position-anchor-version-mobile" class="dropdown-submenu" style="position: relative"><a href="#" tabindex="-1">0.12.1</a><ul class="dropdown-menu"><li><a tabindex="-1" href=/>master</a></li><li><a tabindex="-1" href=/versions/1.6.0/>1.6.0</a></li><li><a tabindex="-1" href=/versions/1.5.0/index.html>1.5.0</a></li><li><a tabindex="-1" href=/versions/1.4.1/index.html>1.4.1</a></li><li><a tabindex="-1" href=/versions/1.3.1/index.html>1.3.1</a></li><li><a tabindex="-1" href=/versions/1.2.1/index.html>1.2.1</a></li><li><a tabindex="-1" href=/versions/1.1.0/index.html>1.1.0</a></li><li><a tabindex="-1" href=/versions/1.0.0/index.html>1.0.0</a></li><li><a tabindex="-1" href=/versions/0.12.1/index.html>0.12.1</a></li><li><a tabindex="-1" href=/versions/0.11.0/index.html>0.11.0</a></li></ul></li></ul>
 </div>
 <div class="plusIcon dropdown">
 <a class="dropdown-toggle" data-toggle="dropdown" href="#" role="button"><span aria-hidden="true" class="glyphicon glyphicon-plus"></span></a>
 <ul class="dropdown-menu dropdown-menu-right" id="plusMenu"></ul>
 </div>
 <div id="search-input-wrap">
 <form action="search.html" autocomplete="off" class="" method="get" role="search">
 <div class="form-group inner-addon left-addon">
 <i class="glyphicon glyphicon-search"></i>
 <input class="form-control" name="q" placeholder="Search" type="text"/>
 </div>
 <input name="check_keywords" type="hidden" value="yes">
 <input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
 <div id="searchIcon">
 <span aria-hidden="true" class="glyphicon glyphicon-search"></span>
 </div>
 <!-- <div id="lang-select-wrap"> -->
 <!--   <label id="lang-select-label"> -->
 <!--     <\!-- <i class="fa fa-globe"></i> -\-> -->
 <!--     <span></span> -->
 <!--   </label> -->
 <!--   <select id="lang-select"> -->
 <!--     <option value="en">Eng</option> -->
 <!--     <option value="zh">中文</option> -->
 <!--   </select> -->
 <!-- </div> -->
 <!--     <a id="mobile-nav-toggle">
         <span class="mobile-nav-toggle-bar"></span>
         <span class="mobile-nav-toggle-bar"></span>
         <span class="mobile-nav-toggle-bar"></span>
       </a> -->
 </div>
 </div>
 </div>
 <div id="splash">
 <div class="container">
 <div class="row">
 <div class="col-lg-6">
 <div id="banner-title"><span>Apache MXNet (Incubating)</span>
 <p id="landing-title">A flexible and efficient library for deep learning.</p>
 <div id="landing-btn-blk">
 <div id="install_blk">
 <a href="/versions/0.12.1/install/index.html" id="install_btn">Install</a>
 </div>
 <div id="why_mxnet">
 <a href="/versions/0.12.1/faq/index.html" id="why_mxnet_btn">Learn More</a>
 </div>
 </div>
 </div>
 </div>
 <div class="col-lg-6" style="padding-top: 60px;"><!--reserved for future promos-->
 </div>
 </div>
 </div>
 </div>
 <div class="section-tout">
 <div class="container">
 <div class="row">
 <div class="col-lg-4 col-sm-12">
 <h3>MXNet 0.12.1 Released</h3>
 <p>This release features several bug fixes as well as added GPU support for the syevd operator. </p>
 <a href="https://github.com/apache/incubator-mxnet/releases/tag/0.12.1">Learn More</a>
 </div>
 <div class="col-lg-4 col-sm-12">
 <h3>A 60-minute Gluon Crash Course</h3>
 <p>Check out our quick overview of how to use Gluon, the imperative interface of MXNet.</p>
 <a href="https://beta.mxnet.io/guide/getting-started/crash-course/index.html">Learn More</a>
 </div>
 <div class="col-lg-4 col-sm-12">
 <h3>Get the latest news from MXNet blogs on Medium</h3>
 <p>Contributors and customers of MXNet post about how-tos, guides, examples, and stories about their MXNet experiences.
         </p>
 <a href="https://medium.com/apache-mxnet">Learn More</a>
 </div>
 </div>
 </div>
 </div>
 <div class="section-util">
 <div class="container">
 <div class="row">
 <div class="col-lg-4 col-sm-12" id="model-zoo-blk">
 <span class="glyphicon glyphicon-folder-open"></span>
 <h2>Gluon Model Zoo</h2>
 <p>One-click pre-trained models, included in Gluon. Fast implementations of many state-of-the-art models, for plug-and-play effortless use.</p>
 <div class="util-btn">
 <a href="/versions/0.12.1/model_zoo/index.html" id="model-zoo-link">Gluon model zoo</a>
 </div>
 </div>
 <div class="col-lg-4 col-sm-12" id="example-blk">
 <span class="glyphicon glyphicon-list-alt"></span>
 <h2>Examples</h2>
 <p>Explore projects from simple demos, examples, tutorials to state-of-the-art research.</p>
 <div class="util-btn">
 <a href="https://github.com/apache/incubator-mxnet/tree/0.12.1/example" id="example-link">MXNet examples</a>
 </div>
 </div>
 <div class="col-lg-4 col-sm-12" id="tutorial-blk">
 <span class="glyphicon glyphicon-ok-circle"></span>
 <h2>Tutorials</h2>
 <p>These tutorials introduce a few fundamental concepts in deep learning and how to implement them in MXNet.</p>
 <div class="util-btn">
 <a href="/versions/0.12.1/tutorials/index.html" id="tutorial-link">MXNet tutorials</a>
 </div>
 </div>
 </div>
 </div>
 </div><div class="footer">
 <div class="section-disclaimer">
 <div class="container">
 <div>
 <img height="60" src="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/apache_incubator_logo.png"/>
 <p>
             Apache MXNet is an effort undergoing incubation at The Apache Software Foundation (ASF), <strong>sponsored by the <i>Apache Incubator</i></strong>. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of the completeness or stability of the code, it does indicate that the project has yet to be fully endorsed by the ASF.
         </p>
 <p>
             "Copyright © 2017-2018, The Apache Software Foundation
             Apache MXNet, MXNet, Apache, the Apache feather, and the Apache MXNet project logo are either registered trademarks or trademarks of the Apache Software Foundation."
         </p>
 </div>
 </div>
 </div>
 </div> <!-- pagename != index -->
 </div>
 <script crossorigin="anonymous" integrity="sha384-0mSbJDEHialfmuBBQP6A4Qrprq5OVfW37PRR3j5ELqxss1yVqOtnepnHVP9aJ7xS" src="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.6/js/bootstrap.min.js"></script>
 <script src="_static/js/sidebar.js" type="text/javascript"></script>
 <script src="_static/js/search.js" type="text/javascript"></script>
 <script src="_static/js/navbar.js" type="text/javascript"></script>
 <script src="_static/js/clipboard.min.js" type="text/javascript"></script>
 <script src="_static/js/copycode.js" type="text/javascript"></script>
 <script src="_static/js/page.js" type="text/javascript"></script>
 <script src="_static/js/docversion.js" type="text/javascript"></script>
 <script type="text/javascript">
         $('body').ready(function () {
             $('body').css('visibility', 'visible');
         });
     </script>
 </body>
 </html>
	<!DOCTYPE html>

	<html lang="en">
	<head>
	<meta charset="utf-8"/>
	<meta content="IE=edge" http-equiv="X-UA-Compatible"/>
	<meta content="width=device-width, initial-scale=1" name="viewport"/>
	<meta content="Contents" property="og:title">
	<meta content="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/og-logo.png" property="og:image">
	<meta content="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/og-logo.png" property="og:image:secure_url">
	<meta content="A flexible and efficient library for deep learning." property="og:description"/>
	<title>MXNet: A Scalable Deep Learning Framework</title>
	<link crossorigin="anonymous" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.6/css/bootstrap.min.css" integrity="sha384-1q8mTJOASx8j1Au+a5WDVnPi2lkFfwwEAa8hDDdjZlpLegxhjVME1fgjWPGmkzs7" rel="stylesheet"/>
	<link href="https://maxcdn.bootstrapcdn.com/font-awesome/4.5.0/css/font-awesome.min.css" rel="stylesheet"/>
	<link href="_static/mxnet.css" rel="stylesheet" type="text/css"/>
	<script type="text/javascript">
	var DOCUMENTATION_OPTIONS = {
	URL_ROOT: './',
	VERSION: '',
	COLLAPSE_INDEX: false,
	FILE_SUFFIX: '.html',
	HAS_SOURCE: true,
	SOURCELINK_SUFFIX: '.txt'
	};
	</script>
	<script src="https://code.jquery.com/jquery-1.11.1.min.js" type="text/javascript"></script>
	<script src="_static/underscore.js" type="text/javascript"></script>
	<script src="_static/searchtools_custom.js" type="text/javascript"></script>
	<script src="_static/doctools.js" type="text/javascript"></script>
	<script src="_static/selectlang.js" type="text/javascript"></script>
	<script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML" type="text/javascript"></script>
	<script type="text/javascript"> jQuery(function() { Search.loadIndex("/versions/0.12.1/searchindex.js"); Search.init();}); </script>
	<script>
	(function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]\|\|function(){
	(i[r].q=i[r].q\|\|[]).push(arguments)},i[r].l=1*new
	Date();a=s.createElement(o),
	m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)
	})(window,document,'script','https://www.google-analytics.com/analytics.js','ga');

	ga('create', 'UA-96378503-1', 'auto');
	ga('send', 'pageview');

	</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="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.0/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
	<!-- -->
	<link href="genindex.html" rel="index" title="Index">
	<link href="search.html" rel="search" title="Search">
	<link href="api/python/index.html" rel="next" title="MXNet - Python API">
	<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
	</link></link></link></meta></meta></meta></head>
	<body background="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-background-compressed.jpeg" role="document">
	<div class="content-block"><div class="navbar navbar-fixed-top">
	<div class="container" id="navContainer">
	<div class="innder" id="header-inner">
	<h1 id="logo-wrap">
	<a href="./" id="logo"><img src="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet_logo.png"/></a>
	</h1>
	<nav class="nav-bar" id="main-nav">
	<a class="main-nav-link" href="/versions/0.12.1/install/index.html">Install</a>
	<span id="dropdown-menu-position-anchor">
	<a aria-expanded="true" aria-haspopup="true" class="main-nav-link dropdown-toggle" data-toggle="dropdown" href="#" role="button">Gluon <span class="caret"></span></a>
	<ul class="dropdown-menu navbar-menu" id="package-dropdown-menu">
	<li><a class="main-nav-link" href="/versions/0.12.1/tutorials/gluon/gluon.html">About</a></li>
	<li><a class="main-nav-link" href="https://www.d2l.ai/">Dive into Deep Learning</a></li>
	<li><a class="main-nav-link" href="https://gluon-cv.mxnet.io">GluonCV Toolkit</a></li>
	<li><a class="main-nav-link" href="https://gluon-nlp.mxnet.io/">GluonNLP Toolkit</a></li>
	</ul>
	</span>
	<span id="dropdown-menu-position-anchor">
	<a aria-expanded="true" aria-haspopup="true" class="main-nav-link dropdown-toggle" data-toggle="dropdown" href="#" role="button">API <span class="caret"></span></a>
	<ul class="dropdown-menu navbar-menu" id="package-dropdown-menu">
	<li><a class="main-nav-link" href="/versions/0.12.1/api/python/index.html">Python</a></li>
	<li><a class="main-nav-link" href="/versions/0.12.1/api/c++/index.html">C++</a></li>
	<li><a class="main-nav-link" href="/versions/0.12.1/api/julia/index.html">Julia</a></li>
	<li><a class="main-nav-link" href="/versions/0.12.1/api/perl/index.html">Perl</a></li>
	<li><a class="main-nav-link" href="/versions/0.12.1/api/r/index.html">R</a></li>
	<li><a class="main-nav-link" href="/versions/0.12.1/api/scala/index.html">Scala</a></li>
	</ul>
	</span>
	<span id="dropdown-menu-position-anchor-docs">
	<a aria-expanded="true" aria-haspopup="true" class="main-nav-link dropdown-toggle" data-toggle="dropdown" href="#" role="button">Docs <span class="caret"></span></a>
	<ul class="dropdown-menu navbar-menu" id="package-dropdown-menu-docs">
	<li><a class="main-nav-link" href="/versions/0.12.1/faq/index.html">FAQ</a></li>
	<li><a class="main-nav-link" href="/versions/0.12.1/tutorials/index.html">Tutorials</a>
	<li><a class="main-nav-link" href="https://github.com/apache/incubator-mxnet/tree/0.12.1/example">Examples</a></li>
	<li><a class="main-nav-link" href="/versions/0.12.1/architecture/index.html">Architecture</a></li>
	<li><a class="main-nav-link" href="https://cwiki.apache.org/confluence/display/MXNET/Apache+MXNet+Home">Developer Wiki</a></li>
	<li><a class="main-nav-link" href="/versions/0.12.1/model_zoo/index.html">Model Zoo</a></li>
	<li><a class="main-nav-link" href="https://github.com/onnx/onnx-mxnet">ONNX</a></li>
	</li></ul>
	</span>
	<span id="dropdown-menu-position-anchor-community">
	<a aria-expanded="true" aria-haspopup="true" class="main-nav-link dropdown-toggle" data-toggle="dropdown" href="#" role="button">Community <span class="caret"></span></a>
	<ul class="dropdown-menu navbar-menu" id="package-dropdown-menu-community">
	<li><a class="main-nav-link" href="http://discuss.mxnet.io">Forum</a></li>
	<li><a class="main-nav-link" href="https://github.com/apache/incubator-mxnet/tree/0.12.1">Github</a></li>
	<li><a class="main-nav-link" href="/versions/0.12.1/community/contribute.html">Contribute</a></li>
	<li><a class="main-nav-link" href="/versions/0.12.1/community/powered_by.html">Powered By</a></li>
	</ul>
	</span>
	<span id="dropdown-menu-position-anchor-version" style="position: relative"><a href="#" class="main-nav-link dropdown-toggle" data-toggle="dropdown" role="button" aria-haspopup="true" aria-expanded="true">0.12.1<span class="caret"></span></a><ul id="package-dropdown-menu" class="dropdown-menu"><li><a href="/">master</a></li><li><a href="/versions/1.7.0/">1.7.0</a></li><li><a href=/versions/1.6.0/>1.6.0</a></li><li><a href=/versions/1.5.0/index.html>1.5.0</a></li><li><a href=/versions/1.4.1/index.html>1.4.1</a></li><li><a href=/versions/1.3.1/index.html>1.3.1</a></li><li><a href=/versions/1.2.1/index.html>1.2.1</a></li><li><a href=/versions/1.1.0/index.html>1.1.0</a></li><li><a href=/versions/1.0.0/index.html>1.0.0</a></li><li><a href=/versions/0.12.1/index.html>0.12.1</a></li><li><a href=/versions/0.11.0/index.html>0.11.0</a></li></ul></span></nav>
	<script> function getRootPath(){ return "./" } </script>
	<div class="burgerIcon dropdown">
	<a class="dropdown-toggle" data-toggle="dropdown" href="#" role="button">☰</a>
	<ul class="dropdown-menu" id="burgerMenu">
	<li><a href="/versions/0.12.1/install/index.html">Install</a></li>
	<li><a class="main-nav-link" href="/versions/0.12.1/tutorials/index.html">Tutorials</a></li>
	<li class="dropdown-submenu dropdown">
	<a aria-expanded="true" aria-haspopup="true" class="dropdown-toggle burger-link" data-toggle="dropdown" href="#" tabindex="-1">Gluon</a>
	<ul class="dropdown-menu navbar-menu" id="package-dropdown-menu">
	<li><a class="main-nav-link" href="/versions/0.12.1/tutorials/gluon/gluon.html">About</a></li>
	<li><a class="main-nav-link" href="http://gluon.mxnet.io">The Straight Dope (Tutorials)</a></li>
	<li><a class="main-nav-link" href="https://gluon-cv.mxnet.io">GluonCV Toolkit</a></li>
	<li><a class="main-nav-link" href="https://gluon-nlp.mxnet.io/">GluonNLP Toolkit</a></li>
	</ul>
	</li>
	<li class="dropdown-submenu">
	<a aria-expanded="true" aria-haspopup="true" class="dropdown-toggle burger-link" data-toggle="dropdown" href="#" tabindex="-1">API</a>
	<ul class="dropdown-menu">
	<li><a class="main-nav-link" href="/versions/0.12.1/api/python/index.html">Python</a></li>
	<li><a class="main-nav-link" href="/versions/0.12.1/api/c++/index.html">C++</a></li>
	<li><a class="main-nav-link" href="/versions/0.12.1/api/julia/index.html">Julia</a></li>
	<li><a class="main-nav-link" href="/versions/0.12.1/api/perl/index.html">Perl</a></li>
	<li><a class="main-nav-link" href="/versions/0.12.1/api/r/index.html">R</a></li>
	<li><a class="main-nav-link" href="/versions/0.12.1/api/scala/index.html">Scala</a></li>
	</ul>
	</li>
	<li class="dropdown-submenu">
	<a aria-expanded="true" aria-haspopup="true" class="dropdown-toggle burger-link" data-toggle="dropdown" href="#" tabindex="-1">Docs</a>
	<ul class="dropdown-menu">
	<li><a href="/versions/0.12.1/faq/index.html" tabindex="-1">FAQ</a></li>
	<li><a href="/versions/0.12.1/tutorials/index.html" tabindex="-1">Tutorials</a></li>
	<li><a href="https://github.com/apache/incubator-mxnet/tree/0.12.1/example" tabindex="-1">Examples</a></li>
	<li><a href="/versions/0.12.1/architecture/index.html" tabindex="-1">Architecture</a></li>
	<li><a href="https://cwiki.apache.org/confluence/display/MXNET/Apache+MXNet+Home" tabindex="-1">Developer Wiki</a></li>
	<li><a href="/versions/0.12.1/model_zoo/index.html" tabindex="-1">Gluon Model Zoo</a></li>
	<li><a href="https://github.com/onnx/onnx-mxnet" tabindex="-1">ONNX</a></li>
	</ul>
	</li>
	<li class="dropdown-submenu dropdown">
	<a aria-haspopup="true" class="dropdown-toggle burger-link" data-toggle="dropdown" href="#" role="button" tabindex="-1">Community</a>
	<ul class="dropdown-menu">
	<li><a href="http://discuss.mxnet.io" tabindex="-1">Forum</a></li>
	<li><a href="https://github.com/apache/incubator-mxnet/tree/0.12.1" tabindex="-1">Github</a></li>
	<li><a href="/versions/0.12.1/community/contribute.html" tabindex="-1">Contribute</a></li>
	<li><a href="/versions/0.12.1/community/powered_by.html" tabindex="-1">Powered By</a></li>
	</ul>
	</li>
	<li id="dropdown-menu-position-anchor-version-mobile" class="dropdown-submenu" style="position: relative"><a href="#" tabindex="-1">0.12.1</a><ul class="dropdown-menu"><li><a tabindex="-1" href=/>master</a></li><li><a tabindex="-1" href=/versions/1.6.0/>1.6.0</a></li><li><a tabindex="-1" href=/versions/1.5.0/index.html>1.5.0</a></li><li><a tabindex="-1" href=/versions/1.4.1/index.html>1.4.1</a></li><li><a tabindex="-1" href=/versions/1.3.1/index.html>1.3.1</a></li><li><a tabindex="-1" href=/versions/1.2.1/index.html>1.2.1</a></li><li><a tabindex="-1" href=/versions/1.1.0/index.html>1.1.0</a></li><li><a tabindex="-1" href=/versions/1.0.0/index.html>1.0.0</a></li><li><a tabindex="-1" href=/versions/0.12.1/index.html>0.12.1</a></li><li><a tabindex="-1" href=/versions/0.11.0/index.html>0.11.0</a></li></ul></li></ul>
	</div>
	<div class="plusIcon dropdown">
	<a class="dropdown-toggle" data-toggle="dropdown" href="#" role="button"><span aria-hidden="true" class="glyphicon glyphicon-plus"></span></a>
	<ul class="dropdown-menu dropdown-menu-right" id="plusMenu"></ul>
	</div>
	<div id="search-input-wrap">
	<form action="search.html" autocomplete="off" class="" method="get" role="search">
	<div class="form-group inner-addon left-addon">
	<i class="glyphicon glyphicon-search"></i>
	<input class="form-control" name="q" placeholder="Search" type="text"/>
	</div>
	<input name="check_keywords" type="hidden" value="yes">
	<input name="area" type="hidden" value="default"/>
	</input></form>
	<div id="search-preview"></div>
	</div>
	<div id="searchIcon">
	<span aria-hidden="true" class="glyphicon glyphicon-search"></span>
	</div>
	<!-- <div id="lang-select-wrap"> -->
	<!-- <label id="lang-select-label"> -->
	<!-- <\!-- <i class="fa fa-globe"></i> -\-> -->
	<!-- <span></span> -->
	<!-- </label> -->
	<!-- <select id="lang-select"> -->
	<!-- <option value="en">Eng</option> -->
	<!-- <option value="zh">中文</option> -->
	<!-- </select> -->
	<!-- </div> -->
	<!-- <a id="mobile-nav-toggle">
	<span class="mobile-nav-toggle-bar"></span>
	<span class="mobile-nav-toggle-bar"></span>
	<span class="mobile-nav-toggle-bar"></span>
	</a> -->
	</div>
	</div>
	</div>
	<div id="splash">
	<div class="container">
	<div class="row">
	<div class="col-lg-6">
	<div id="banner-title"><span>Apache MXNet (Incubating)</span>
	<p id="landing-title">A flexible and efficient library for deep learning.</p>
	<div id="landing-btn-blk">
	<div id="install_blk">
	<a href="/versions/0.12.1/install/index.html" id="install_btn">Install</a>
	</div>
	<div id="why_mxnet">
	<a href="/versions/0.12.1/faq/index.html" id="why_mxnet_btn">Learn More</a>
	</div>
	</div>
	</div>
	</div>
	<div class="col-lg-6" style="padding-top: 60px;"><!--reserved for future promos-->
	</div>
	</div>
	</div>
	</div>
	<div class="section-tout">
	<div class="container">
	<div class="row">
	<div class="col-lg-4 col-sm-12">
	<h3>MXNet 0.12.1 Released</h3>
	<p>This release features several bug fixes as well as added GPU support for the syevd operator. </p>
	<a href="https://github.com/apache/incubator-mxnet/releases/tag/0.12.1">Learn More</a>
	</div>
	<div class="col-lg-4 col-sm-12">
	<h3>A 60-minute Gluon Crash Course</h3>
	<p>Check out our quick overview of how to use Gluon, the imperative interface of MXNet.</p>
	<a href="https://beta.mxnet.io/guide/getting-started/crash-course/index.html">Learn More</a>
	</div>
	<div class="col-lg-4 col-sm-12">
	<h3>Get the latest news from MXNet blogs on Medium</h3>
	<p>Contributors and customers of MXNet post about how-tos, guides, examples, and stories about their MXNet experiences.
	</p>
	<a href="https://medium.com/apache-mxnet">Learn More</a>
	</div>
	</div>
	</div>
	</div>
	<div class="section-util">
	<div class="container">
	<div class="row">
	<div class="col-lg-4 col-sm-12" id="model-zoo-blk">
	<span class="glyphicon glyphicon-folder-open"></span>
	<h2>Gluon Model Zoo</h2>
	<p>One-click pre-trained models, included in Gluon. Fast implementations of many state-of-the-art models, for plug-and-play effortless use.</p>
	<div class="util-btn">
	<a href="/versions/0.12.1/model_zoo/index.html" id="model-zoo-link">Gluon model zoo</a>
	</div>
	</div>
	<div class="col-lg-4 col-sm-12" id="example-blk">
	<span class="glyphicon glyphicon-list-alt"></span>
	<h2>Examples</h2>
	<p>Explore projects from simple demos, examples, tutorials to state-of-the-art research.</p>
	<div class="util-btn">
	<a href="https://github.com/apache/incubator-mxnet/tree/0.12.1/example" id="example-link">MXNet examples</a>
	</div>
	</div>
	<div class="col-lg-4 col-sm-12" id="tutorial-blk">
	<span class="glyphicon glyphicon-ok-circle"></span>
	<h2>Tutorials</h2>
	<p>These tutorials introduce a few fundamental concepts in deep learning and how to implement them in MXNet.</p>
	<div class="util-btn">
	<a href="/versions/0.12.1/tutorials/index.html" id="tutorial-link">MXNet tutorials</a>
	</div>
	</div>
	</div>
	</div>
	</div><div class="footer">
	<div class="section-disclaimer">
	<div class="container">
	<div>
	<img height="60" src="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/apache_incubator_logo.png"/>
	<p>
	Apache MXNet is an effort undergoing incubation at The Apache Software Foundation (ASF), <strong>sponsored by the <i>Apache Incubator</i></strong>. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision making process have stabilized in a manner consistent with other successful ASF projects. While incubation status is not necessarily a reflection of the completeness or stability of the code, it does indicate that the project has yet to be fully endorsed by the ASF.
	</p>
	<p>
	"Copyright © 2017-2018, The Apache Software Foundation
	Apache MXNet, MXNet, Apache, the Apache feather, and the Apache MXNet project logo are either registered trademarks or trademarks of the Apache Software Foundation."
	</p>
	</div>
	</div>
	</div>
	</div> <!-- pagename != index -->
	</div>
	<script crossorigin="anonymous" integrity="sha384-0mSbJDEHialfmuBBQP6A4Qrprq5OVfW37PRR3j5ELqxss1yVqOtnepnHVP9aJ7xS" src="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.6/js/bootstrap.min.js"></script>
	<script src="_static/js/sidebar.js" type="text/javascript"></script>
	<script src="_static/js/search.js" type="text/javascript"></script>
	<script src="_static/js/navbar.js" type="text/javascript"></script>
	<script src="_static/js/clipboard.min.js" type="text/javascript"></script>
	<script src="_static/js/copycode.js" type="text/javascript"></script>
	<script src="_static/js/page.js" type="text/javascript"></script>
	<script src="_static/js/docversion.js" type="text/javascript"></script>
	<script type="text/javascript">
	$('body').ready(function () {
	$('body').css('visibility', 'visible');
	});
	</script>
	</body>
	</html>