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commitf3e6415c7cb7d96416999339fb554ac2d34e2bf3[log] [tgz]
authorjenkins <users@infra.apache.org>Sun Aug 06 08:01:51 2017 +0000
committerjenkins <users@infra.apache.org>Sun Aug 06 08:01:51 2017 +0000
treec2421c1d024ed20768fe6fd96a73988d29eb6b78
parenta82e7ecde4377452e2012f54040f07643a90c927 [diff]
New build

diff --git a/.buildinfo b/.buildinfo
deleted file mode 100644
index fb8e27d..0000000
--- a/.buildinfo
+++ /dev/null

@@ -1,4 +0,0 @@
-# Sphinx build info version 1
-# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 29665977988a3bfa9878234358b3266d
-tags: 645f666f9bcd5a90fca523b33c5a78b7

diff --git a/versions/master/README.html b/versions/master/README.html
index 91589d2..0dfa9e5 100644
--- a/versions/master/README.html
+++ b/versions/master/README.html

@@ -8,9 +8,9 @@
 <title>MXNet documentation — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="_static/basic.css" rel="stylesheet" type="text/css">
+<link href="_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    './',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/api/c++/index.html b/versions/master/api/c++/index.html
index 18d197c..567c9e1 100644
--- a/versions/master/api/c++/index.html
+++ b/versions/master/api/c++/index.html

@@ -8,9 +8,9 @@
 <title>MXNet - C++ API — mxnet  documentation</title>
 <link crossorigin="anonymous" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.6/css/bootstrap.min.css" integrity="sha384-1q8mTJOASx8j1Au+a5WDVnPi2lkFfwwEAa8hDDdjZlpLegxhjVME1fgjWPGmkzs7" rel="stylesheet"/>
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-<link href="../../_static/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
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 <!-- -->
-<link href="../scala/index.html" rel="next" title="MXNet - Scala API"/>
-<link href="../julia/index.html" rel="prev" title="MXNet - Julia API">
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="../scala/index.html" rel="next" title="MXNet - Scala API">
+<link href="../julia/index.html" rel="prev" title="MXNet - Julia API"/>
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -190,8 +190,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/api/julia/index.html b/versions/master/api/julia/index.html
index 0c4eaab..ebd943a 100644
--- a/versions/master/api/julia/index.html
+++ b/versions/master/api/julia/index.html

@@ -8,9 +8,9 @@
 <title>MXNet - Julia API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="../c++/index.html" rel="next" title="MXNet - C++ API"/>
-<link href="../r/index.html" rel="prev" title="MXNet - R API">
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="../c++/index.html" rel="next" title="MXNet - C++ API">
+<link href="../r/index.html" rel="prev" title="MXNet - R API"/>
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -190,8 +190,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/api/perl/index.html b/versions/master/api/perl/index.html
index 499f28f..28ef6ad 100644
--- a/versions/master/api/perl/index.html
+++ b/versions/master/api/perl/index.html

@@ -8,9 +8,9 @@
 <title>MXNet - Perl API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="../../how_to/index.html" rel="next" title="MXNet How To"/>
-<link href="../scala/index.html" rel="prev" title="MXNet - Scala API">
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="../../how_to/index.html" rel="next" title="MXNet How To">
+<link href="../scala/index.html" rel="prev" title="MXNet - Scala API"/>
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -190,8 +190,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/api/perl/io.html b/versions/master/api/perl/io.html
index 44e4f67..e72c98e 100644
--- a/versions/master/api/perl/io.html
+++ b/versions/master/api/perl/io.html

@@ -8,9 +8,9 @@
 <title>Data Loading API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/api/perl/kvstore.html b/versions/master/api/perl/kvstore.html
index 6198524..264abb6 100644
--- a/versions/master/api/perl/kvstore.html
+++ b/versions/master/api/perl/kvstore.html

@@ -8,9 +8,9 @@
 <title>KVStore API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/api/perl/module.html b/versions/master/api/perl/module.html
index e4d94ae..4d7f693 100644
--- a/versions/master/api/perl/module.html
+++ b/versions/master/api/perl/module.html

@@ -8,9 +8,9 @@
 <title>Module API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/api/perl/ndarray.html b/versions/master/api/perl/ndarray.html
index cd0d5fc..ce29efd 100644
--- a/versions/master/api/perl/ndarray.html
+++ b/versions/master/api/perl/ndarray.html

@@ -8,9 +8,9 @@
 <title>NDArray API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/api/perl/symbol.html b/versions/master/api/perl/symbol.html
index 9e9f704..9f5fa88 100644
--- a/versions/master/api/perl/symbol.html
+++ b/versions/master/api/perl/symbol.html

@@ -8,9 +8,9 @@
 <title>MXNet Perl Symbolic API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -321,7 +321,7 @@
 thing: running a trained network), the input arguments are the
 input data, and the weights of the neural network that were learned during training.</p>
 <p>To manually execute a set of symbols, you need to create an [<code class="docutils literal"><span class="pre">AI::MXNet::Executor</span></code>] object,
-which is typically constructed by calling the [<code class="docutils literal"><span class="pre">simple_bind(<parameters>)</parameters></span></code>] method on a AI::MXNet::Symbol.</p>
+which is typically constructed by calling the [<code class="docutils literal"><span class="pre">simple_bind(<parameters>)</span></code>] method on a AI::MXNet::Symbol.</p>
 </div>
 <div class="section" id="multiple-outputs">
 <span id="multiple-outputs"></span><h2>Multiple Outputs<a class="headerlink" href="#multiple-outputs" title="Permalink to this headline">¶</a></h2>

diff --git a/versions/master/api/python/callback.html b/versions/master/api/python/callback.html
index 8c7809c..c0b000f 100644
--- a/versions/master/api/python/callback.html
+++ b/versions/master/api/python/callback.html

@@ -8,9 +8,9 @@
 <title>Callback API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="index.html" rel="up" title="MXNet - Python API"/>
-<link href="metric.html" rel="next" title="Evaluation Metric API">
-<link href="optimization.html" rel="prev" title="Optimization: initialize and update weights">
+<link href="index.html" rel="up" title="MXNet - Python API">
+<link href="metric.html" rel="next" title="Evaluation Metric API"/>
+<link href="optimization.html" rel="prev" title="Optimization: initialize and update weights"/>
 <link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
@@ -191,8 +191,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/api/python/gluon.html b/versions/master/api/python/gluon.html
index 811db80..459e63a 100644
--- a/versions/master/api/python/gluon.html
+++ b/versions/master/api/python/gluon.html

@@ -8,9 +8,9 @@
 <title>Gluon Package — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css">
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/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="index.html" rel="up" title="MXNet - Python API"/>
+<link href="../../genindex.html" rel="index" title="Index"/>
+<link href="../../search.html" rel="search" title="Search">
+<link href="index.html" rel="up" title="MXNet - Python API">
 <link href="rnn.html" rel="next" title="RNN Cell API"/>
 <link href="module.html" rel="prev" title="Module API"/>
 <link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>

diff --git a/versions/master/api/python/image.html b/versions/master/api/python/image.html
index 1acb6f5..5101bf4 100644
--- a/versions/master/api/python/image.html
+++ b/versions/master/api/python/image.html

@@ -8,9 +8,9 @@
 <title>Image API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css">
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/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="index.html" rel="up" title="MXNet - Python API"/>
+<link href="../../genindex.html" rel="index" title="Index"/>
+<link href="../../search.html" rel="search" title="Search">
+<link href="index.html" rel="up" title="MXNet - Python API">
 <link href="optimization.html" rel="next" title="Optimization: initialize and update weights"/>
 <link href="io.html" rel="prev" title="Data Loading API"/>
 <link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>

diff --git a/versions/master/api/python/index.html b/versions/master/api/python/index.html
index 3c90f26..a072d6e 100644
--- a/versions/master/api/python/index.html
+++ b/versions/master/api/python/index.html

@@ -8,9 +8,9 @@
 <title>MXNet - Python API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="ndarray.html" rel="next" title="NDArray API"/>
-<link href="../../index.html" rel="prev" title="Contents">
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="ndarray.html" rel="next" title="NDArray API">
+<link href="../../index.html" rel="prev" title="Contents"/>
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -190,8 +190,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/api/python/io.html b/versions/master/api/python/io.html
index fc3f6ab..1becc27 100644
--- a/versions/master/api/python/io.html
+++ b/versions/master/api/python/io.html

@@ -8,9 +8,9 @@
 <title>Data Loading API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="index.html" rel="up" title="MXNet - Python API"/>
-<link href="optimization.html" rel="next" title="Optimization: initialize and update weights">
-<link href="kvstore.html" rel="prev" title="KVStore API">
+<link href="index.html" rel="up" title="MXNet - Python API">
+<link href="optimization.html" rel="next" title="Optimization: initialize and update weights"/>
+<link href="kvstore.html" rel="prev" title="KVStore API"/>
 <link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
@@ -191,8 +191,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -288,9 +288,9 @@
 <span class="gp">... </span>                            <span class="n">label</span><span class="o">=</span><span class="p">{</span><span class="s1">'softmax_label'</span><span class="p">:</span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mi">100</span><span class="p">,))},</span>
 <span class="gp">... </span>                            <span class="n">batch_size</span><span class="o">=</span><span class="mi">25</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="k">print</span><span class="p">(</span><span class="n">nd_iter</span><span class="o">.</span><span class="n">provide_data</span><span class="p">)</span>
-<span class="go">[DataDesc[data,(25, 10L),<type 'numpy.float32'="">,NCHW]]</type></span>
+<span class="go">[DataDesc[data,(25, 10L),<type 'numpy.float32'>,NCHW]]</span>
 <span class="gp">>>> </span><span class="k">print</span><span class="p">(</span><span class="n">nd_iter</span><span class="o">.</span><span class="n">provide_label</span><span class="p">)</span>
-<span class="go">[DataDesc[softmax_label,(25,),<type 'numpy.float32'="">,NCHW]]</type></span>
+<span class="go">[DataDesc[softmax_label,(25,),<type 'numpy.float32'>,NCHW]]</span>
 </pre></div>
 </div>
 <p>Let’s see a complete example of how to use data iterator in model training.</p>
@@ -760,8 +760,8 @@
 <span class="gp">>>> </span><span class="n">resize_iter</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">io</span><span class="o">.</span><span class="n">ResizeIter</span><span class="p">(</span><span class="n">nd_iter</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="k">for</span> <span class="n">batch</span> <span class="ow">in</span> <span class="n">resize_iter</span><span class="p">:</span>
 <span class="gp">... </span>    <span class="k">print</span><span class="p">(</span><span class="n">batch</span><span class="o">.</span><span class="n">data</span><span class="p">)</span>
-<span class="go">[<ndarray 25x10="" @cpu(0)="">]</ndarray></span>
-<span class="go">[<ndarray 25x10="" @cpu(0)="">]</ndarray></span>
+<span class="go">[<NDArray 25x10 @cpu(0)>]</span>
+<span class="go">[<NDArray 25x10 @cpu(0)>]</span>
 </pre></div>
 </div>
 </dd></dl>
@@ -793,8 +793,8 @@
 <span class="gp">>>> </span><span class="n">piter</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">io</span><span class="o">.</span><span class="n">PrefetchingIter</span><span class="p">([</span><span class="n">iter1</span><span class="p">,</span> <span class="n">iter2</span><span class="p">],</span>
 <span class="gp">... </span>                              <span class="n">rename_data</span><span class="o">=</span><span class="p">[{</span><span class="s1">'data'</span><span class="p">:</span> <span class="s1">'data_1'</span><span class="p">},</span> <span class="p">{</span><span class="s1">'data'</span><span class="p">:</span> <span class="s1">'data_2'</span><span class="p">}])</span>
 <span class="gp">>>> </span><span class="k">print</span><span class="p">(</span><span class="n">piter</span><span class="o">.</span><span class="n">provide_data</span><span class="p">)</span>
-<span class="go">[DataDesc[data_1,(25, 10L),<type 'numpy.float32'="">,NCHW],</type></span>
-<span class="go"> DataDesc[data_2,(25, 10L),<type 'numpy.float32'="">,NCHW]]</type></span>
+<span class="go">[DataDesc[data_1,(25, 10L),<type 'numpy.float32'>,NCHW],</span>
+<span class="go"> DataDesc[data_2,(25, 10L),<type 'numpy.float32'>,NCHW]]</span>
 </pre></div>
 </div>
 </dd></dl>
@@ -831,9 +831,9 @@
 <span class="go">  [ 30.  31.]]]</span>
 <span class="go">(3L, 2L, 2L)</span>
 <span class="gp">>>> </span><span class="n">dataiter</span><span class="o">.</span><span class="n">provide_data</span> <span class="c1"># Returns a list of `DataDesc`</span>
-<span class="go">[DataDesc[data,(3, 2L, 2L),<type 'numpy.float32'="">,NCHW]]</type></span>
+<span class="go">[DataDesc[data,(3, 2L, 2L),<type 'numpy.float32'>,NCHW]]</span>
 <span class="gp">>>> </span><span class="n">dataiter</span><span class="o">.</span><span class="n">provide_label</span> <span class="c1"># Returns a list of `DataDesc`</span>
-<span class="go">[DataDesc[softmax_label,(3, 1L),<type 'numpy.float32'="">,NCHW]]</type></span>
+<span class="go">[DataDesc[softmax_label,(3, 1L),<type 'numpy.float32'>,NCHW]]</span>
 </pre></div>
 </div>
 <p>In the above example, data is shuffled as <cite>shuffle</cite> parameter is set to <cite>True</cite>
@@ -1129,7 +1129,7 @@
 <col class="field-body"/>
 <tbody valign="top">
 <tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
-<li><strong>path_imglist</strong> (<em>string, optional, default=''</em>) – Path to the image list (.lst) file. Generally created with tools/im2rec.py. Format (Tab separated): <index of="" record=""> <one labels="" more="" or=""> <relative folder="" from="" path="" root="">.</relative></one></index></li>
+<li><strong>path_imglist</strong> (<em>string, optional, default=''</em>) – Path to the image list (.lst) file. Generally created with tools/im2rec.py. Format (Tab separated): <index of record>       <one or more labels>    <relative path from root folder>.</li>
 <li><strong>path_imgrec</strong> (<em>string, optional, default=''</em>) – Path to the image RecordIO (.rec) file or a directory path. Created with tools/im2rec.py.</li>
 <li><strong>aug_seq</strong> (<em>string, optional, default='aug_default'</em>) – The augmenter names to represent sequence of augmenters to be applied, seperated by comma. Additional keyword parameters will be seen by these augmenters.</li>
 <li><strong>label_width</strong> (<em>int, optional, default='1'</em>) – The number of labels per image.</li>
@@ -1200,7 +1200,7 @@
 <col class="field-body"/>
 <tbody valign="top">
 <tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
-<li><strong>path_imglist</strong> (<em>string, optional, default=''</em>) – Path to the image list (.lst) file. Generally created with tools/im2rec.py. Format (Tab separated): <index of="" record=""> <one labels="" more="" or=""> <relative folder="" from="" path="" root="">.</relative></one></index></li>
+<li><strong>path_imglist</strong> (<em>string, optional, default=''</em>) – Path to the image list (.lst) file. Generally created with tools/im2rec.py. Format (Tab separated): <index of record>       <one or more labels>    <relative path from root folder>.</li>
 <li><strong>path_imgrec</strong> (<em>string, optional, default=''</em>) – Path to the image RecordIO (.rec) file or a directory path. Created with tools/im2rec.py.</li>
 <li><strong>aug_seq</strong> (<em>string, optional, default='aug_default'</em>) – The augmenter names to represent sequence of augmenters to be applied, seperated by comma. Additional keyword parameters will be seen by these augmenters.</li>
 <li><strong>label_width</strong> (<em>int, optional, default='1'</em>) – The number of labels per image.</li>
@@ -1269,7 +1269,7 @@
 <col class="field-body"/>
 <tbody valign="top">
 <tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
-<li><strong>path_imglist</strong> (<em>string, optional, default=''</em>) – Path to the image list (.lst) file. Generally created with tools/im2rec.py. Format (Tab separated): <index of="" record=""> <one labels="" more="" or=""> <relative folder="" from="" path="" root="">.</relative></one></index></li>
+<li><strong>path_imglist</strong> (<em>string, optional, default=''</em>) – Path to the image list (.lst) file. Generally created with tools/im2rec.py. Format (Tab separated): <index of record>       <one or more labels>    <relative path from root folder>.</li>
 <li><strong>path_imgrec</strong> (<em>string, optional, default=''</em>) – Path to the image RecordIO (.rec) file or a directory path. Created with tools/im2rec.py.</li>
 <li><strong>aug_seq</strong> (<em>string, optional, default='aug_default'</em>) – The augmenter names to represent sequence of augmenters to be applied, seperated by comma. Additional keyword parameters will be seen by these augmenters.</li>
 <li><strong>label_width</strong> (<em>int, optional, default='1'</em>) – The number of labels per image.</li>
@@ -1328,7 +1328,7 @@
 <col class="field-body"/>
 <tbody valign="top">
 <tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
-<li><strong>path_imglist</strong> (<em>string, optional, default=''</em>) – Path to the image list (.lst) file. Generally created with tools/im2rec.py. Format (Tab separated): <index of="" record=""> <one labels="" more="" or=""> <relative folder="" from="" path="" root="">.</relative></one></index></li>
+<li><strong>path_imglist</strong> (<em>string, optional, default=''</em>) – Path to the image list (.lst) file. Generally created with tools/im2rec.py. Format (Tab separated): <index of record>       <one or more labels>    <relative path from root folder>.</li>
 <li><strong>path_imgrec</strong> (<em>string, optional, default=''</em>) – Path to the image RecordIO (.rec) file or a directory path. Created with tools/im2rec.py.</li>
 <li><strong>aug_seq</strong> (<em>string, optional, default='aug_default'</em>) – The augmenter names to represent sequence of augmenters to be applied, seperated by comma. Additional keyword parameters will be seen by these augmenters.</li>
 <li><strong>label_width</strong> (<em>int, optional, default='1'</em>) – The number of labels per image.</li>
@@ -1442,7 +1442,7 @@
 <span class="gp">...</span>
 <span class="gp">>>> </span><span class="n">image</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">img</span><span class="o">.</span><span class="n">imdecode</span><span class="p">(</span><span class="n">str_image</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">image</span>
-<span class="go"><ndarray 224x224x3="" @cpu(0)=""></ndarray></span>
+<span class="go"><NDArray 224x224x3 @cpu(0)></span>
 </pre></div>
 </div>
 <p>Set <cite>flag</cite> parameter to 0 to get grayscale output</p>
@@ -1451,7 +1451,7 @@
 <span class="gp">...</span>
 <span class="gp">>>> </span><span class="n">image</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">img</span><span class="o">.</span><span class="n">imdecode</span><span class="p">(</span><span class="n">str_image</span><span class="p">,</span> <span class="n">flag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">image</span>
-<span class="go"><ndarray 224x224x1="" @cpu(0)=""></ndarray></span>
+<span class="go"><NDArray 224x224x1 @cpu(0)></span>
 </pre></div>
 </div>
 <p>Set <cite>to_rgb</cite> parameter to 0 to get output in OpenCV format (BGR)</p>
@@ -1460,7 +1460,7 @@
 <span class="gp">...</span>
 <span class="gp">>>> </span><span class="n">image</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">img</span><span class="o">.</span><span class="n">imdecode</span><span class="p">(</span><span class="n">str_image</span><span class="p">,</span> <span class="n">to_rgb</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">image</span>
-<span class="go"><ndarray 224x224x3="" @cpu(0)=""></ndarray></span>
+<span class="go"><NDArray 224x224x3 @cpu(0)></span>
 </pre></div>
 </div>
 </dd></dl>
@@ -1534,11 +1534,11 @@
 <span class="gp">...</span>
 <span class="gp">>>> </span><span class="n">image</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">img</span><span class="o">.</span><span class="n">imdecode</span><span class="p">(</span><span class="n">str_image</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">image</span>
-<span class="go"><ndarray 2321x3482x3="" @cpu(0)=""></ndarray></span>
+<span class="go"><NDArray 2321x3482x3 @cpu(0)></span>
 <span class="gp">>>> </span><span class="n">size</span> <span class="o">=</span> <span class="mi">640</span>
 <span class="gp">>>> </span><span class="n">new_image</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">img</span><span class="o">.</span><span class="n">resize_short</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">size</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">new_image</span>
-<span class="go"><ndarray 2321x3482x3="" @cpu(0)=""></ndarray></span>
+<span class="go"><NDArray 2321x3482x3 @cpu(0)></span>
 </pre></div>
 </div>
 </dd></dl>
@@ -1580,7 +1580,7 @@
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">im</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">cv2</span><span class="o">.</span><span class="n">imread</span><span class="p">(</span><span class="s2">"flower.jpg"</span><span class="p">))</span>
 <span class="gp">>>> </span><span class="n">cropped_im</span><span class="p">,</span> <span class="n">rect</span>  <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">image</span><span class="o">.</span><span class="n">random_crop</span><span class="p">(</span><span class="n">im</span><span class="p">,</span> <span class="p">(</span><span class="mi">100</span><span class="p">,</span> <span class="mi">100</span><span class="p">))</span>
 <span class="gp">>>> </span><span class="k">print</span> <span class="n">cropped_im</span>
-<span class="go"><ndarray 100x100x1="" @cpu(0)=""></ndarray></span>
+<span class="go"><NDArray 100x100x1 @cpu(0)></span>
 <span class="gp">>>> </span><span class="k">print</span> <span class="n">rect</span>
 <span class="go">(20, 21, 100, 100)</span>
 </pre></div>
@@ -1639,10 +1639,10 @@
 <span class="gp">...</span>
 <span class="gp">>>> </span><span class="n">image</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">image</span><span class="o">.</span><span class="n">imdecode</span><span class="p">(</span><span class="n">str_image</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">image</span>
-<span class="go"><ndarray 2321x3482x3="" @cpu(0)=""></ndarray></span>
+<span class="go"><NDArray 2321x3482x3 @cpu(0)></span>
 <span class="gp">>>> </span><span class="n">cropped_image</span><span class="p">,</span> <span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">width</span><span class="p">,</span> <span class="n">height</span><span class="p">)</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">image</span><span class="o">.</span><span class="n">center_crop</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="p">(</span><span class="mi">1000</span><span class="p">,</span> <span class="mi">500</span><span class="p">))</span>
 <span class="gp">>>> </span><span class="n">cropped_image</span>
-<span class="go"><ndarray 500x1000x3="" @cpu(0)=""></ndarray></span>
+<span class="go"><NDArray 500x1000x3 @cpu(0)></span>
 <span class="gp">>>> </span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">width</span><span class="p">,</span> <span class="n">height</span>
 <span class="go">(1241, 910, 1000, 500)</span>
 </pre></div>
@@ -1807,7 +1807,7 @@
 <em class="property">class </em><code class="descclassname">mxnet.recordio.</code><code class="descname">MXRecordIO</code><span class="sig-paren">(</span><em>uri</em>, <em>flag</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.recordio.MXRecordIO" title="Permalink to this definition">¶</a></dt>
 <dd><p>Reads/writes <cite>RecordIO</cite> data format, supporting sequential read and write.</p>
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">record</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">recordio</span><span class="o">.</span><span class="n">MXRecordIO</span><span class="p">(</span><span class="s1">'tmp.rec'</span><span class="p">,</span> <span class="s1">'w'</span><span class="p">)</span>
-<span class="go"><mxnet.recordio.mxrecordio 0x10ef40ed0="" at="" object=""></mxnet.recordio.mxrecordio></span>
+<span class="go"><mxnet.recordio.MXRecordIO object at 0x10ef40ed0></span>
 <span class="gp">>>> </span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">5</span><span class="p">):</span>
 <span class="gp">... </span>   <span class="n">record</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">'record_</span><span class="si">%d</span><span class="s1">'</span><span class="o">%</span><span class="n">i</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">record</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
@@ -1913,7 +1913,7 @@
 </dd></dl>
 <dl class="class">
 <dt id="mxnet.recordio.MXIndexedRecordIO">
-<em class="property">class </em><code class="descclassname">mxnet.recordio.</code><code class="descname">MXIndexedRecordIO</code><span class="sig-paren">(</span><em>idx_path</em>, <em>uri</em>, <em>flag</em>, <em>key_type=<type 'int'=""></type></em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.recordio.MXIndexedRecordIO" title="Permalink to this definition">¶</a></dt>
+<em class="property">class </em><code class="descclassname">mxnet.recordio.</code><code class="descname">MXIndexedRecordIO</code><span class="sig-paren">(</span><em>idx_path</em>, <em>uri</em>, <em>flag</em>, <em>key_type=<type 'int'></em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.recordio.MXIndexedRecordIO" title="Permalink to this definition">¶</a></dt>
 <dd><p>Reads/writes <cite>RecordIO</cite> data format, supporting random access.</p>
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">5</span><span class="p">):</span>
 <span class="gp">... </span>    <span class="n">record</span><span class="o">.</span><span class="n">write_idx</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="s1">'record_</span><span class="si">%d</span><span class="s1">'</span><span class="o">%</span><span class="n">i</span><span class="p">)</span>

diff --git a/versions/master/api/python/kvstore.html b/versions/master/api/python/kvstore.html
index f822096..7ea1558 100644
--- a/versions/master/api/python/kvstore.html
+++ b/versions/master/api/python/kvstore.html

@@ -8,9 +8,9 @@
 <title>KVStore API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="index.html" rel="up" title="MXNet - Python API"/>
-<link href="io.html" rel="next" title="Data Loading API">
-<link href="rnn.html" rel="prev" title="RNN Cell API">
+<link href="index.html" rel="up" title="MXNet - Python API">
+<link href="io.html" rel="next" title="Data Loading API"/>
+<link href="rnn.html" rel="prev" title="RNN Cell API"/>
 <link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
@@ -191,8 +191,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/api/python/metric.html b/versions/master/api/python/metric.html
index da12e90..2c317bc 100644
--- a/versions/master/api/python/metric.html
+++ b/versions/master/api/python/metric.html

@@ -8,9 +8,9 @@
 <title>Evaluation Metric API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="index.html" rel="up" title="MXNet - Python API"/>
-<link href="../r/index.html" rel="next" title="MXNet - R API">
-<link href="callback.html" rel="prev" title="Callback API">
+<link href="index.html" rel="up" title="MXNet - Python API">
+<link href="../r/index.html" rel="next" title="MXNet - R API"/>
+<link href="callback.html" rel="prev" title="Callback API"/>
 <link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
@@ -191,8 +191,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -1029,7 +1029,7 @@
 <span class="gp">>>> </span><span class="n">eval_metrics</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">metric</span><span class="o">.</span><span class="n">CustomMetric</span><span class="p">(</span><span class="n">feval</span><span class="o">=</span><span class="n">feval</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">eval_metrics</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">labels</span><span class="p">,</span> <span class="n">predicts</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="k">print</span> <span class="n">eval_metrics</span><span class="o">.</span><span class="n">get</span><span class="p">()</span>
-<span class="go">('custom(<lambda>)', 6.0)</lambda></span>
+<span class="go">('custom(<lambda>)', 6.0)</span>
 </pre></div>
 </div>
 <dl class="method">

diff --git a/versions/master/api/python/model.html b/versions/master/api/python/model.html
index cefcbe1..72ce6c2 100644
--- a/versions/master/api/python/model.html
+++ b/versions/master/api/python/model.html

@@ -8,9 +8,9 @@
 <title>Model API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -1488,7 +1488,7 @@
 <span class="gp">>>> </span><span class="n">eval_metrics</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">metric</span><span class="o">.</span><span class="n">CustomMetric</span><span class="p">(</span><span class="n">feval</span><span class="o">=</span><span class="n">feval</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">eval_metrics</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">labels</span><span class="p">,</span> <span class="n">predicts</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="k">print</span> <span class="n">eval_metrics</span><span class="o">.</span><span class="n">get</span><span class="p">()</span>
-<span class="go">('custom(<lambda>)', 6.0)</lambda></span>
+<span class="go">('custom(<lambda>)', 6.0)</span>
 </pre></div>
 </div>
 <dl class="method">
@@ -1585,7 +1585,7 @@
 <span class="gp">... </span>    <span class="k">pass</span>
 <span class="gp">>>> </span><span class="n">optim</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">optimizer</span><span class="o">.</span><span class="n">Optimizer</span><span class="o">.</span><span class="n">create_optimizer</span><span class="p">(</span><span class="s1">'MyOptimizer'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="k">print</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">optim</span><span class="p">))</span>
-<span class="go"><class '__main__.myoptimizer'=""></class></span>
+<span class="go"><class '__main__.MyOptimizer'></span>
 </pre></div>
 </div>
 </dd></dl>
@@ -1619,10 +1619,10 @@
 <p class="rubric">Examples</p>
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">sgd</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">optimizer</span><span class="o">.</span><span class="n">Optimizer</span><span class="o">.</span><span class="n">create_optimizer</span><span class="p">(</span><span class="s1">'sgd'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="nb">type</span><span class="p">(</span><span class="n">sgd</span><span class="p">)</span>
-<span class="go"><class 'mxnet.optimizer.sgd'=""></class></span>
+<span class="go"><class 'mxnet.optimizer.SGD'></span>
 <span class="gp">>>> </span><span class="n">adam</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">optimizer</span><span class="o">.</span><span class="n">create</span><span class="p">(</span><span class="s1">'adam'</span><span class="p">,</span> <span class="n">learning_rate</span><span class="o">=.</span><span class="mi">1</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="nb">type</span><span class="p">(</span><span class="n">adam</span><span class="p">)</span>
-<span class="go"><class 'mxnet.optimizer.adam'=""></class></span>
+<span class="go"><class 'mxnet.optimizer.Adam'></span>
 </pre></div>
 </div>
 </dd></dl>
@@ -1754,7 +1754,7 @@
 <span class="gp">... </span>    <span class="k">pass</span>
 <span class="gp">>>> </span><span class="n">optim</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">optimizer</span><span class="o">.</span><span class="n">Optimizer</span><span class="o">.</span><span class="n">create_optimizer</span><span class="p">(</span><span class="s1">'MyOptimizer'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="k">print</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">optim</span><span class="p">))</span>
-<span class="go"><class '__main__.myoptimizer'=""></class></span>
+<span class="go"><class '__main__.MyOptimizer'></span>
 </pre></div>
 </div>
 </dd></dl>
@@ -2044,10 +2044,10 @@
 <p class="rubric">Examples</p>
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">sgd</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">optimizer</span><span class="o">.</span><span class="n">Optimizer</span><span class="o">.</span><span class="n">create_optimizer</span><span class="p">(</span><span class="s1">'sgd'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="nb">type</span><span class="p">(</span><span class="n">sgd</span><span class="p">)</span>
-<span class="go"><class 'mxnet.optimizer.sgd'=""></class></span>
+<span class="go"><class 'mxnet.optimizer.SGD'></span>
 <span class="gp">>>> </span><span class="n">adam</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">optimizer</span><span class="o">.</span><span class="n">create</span><span class="p">(</span><span class="s1">'adam'</span><span class="p">,</span> <span class="n">learning_rate</span><span class="o">=.</span><span class="mi">1</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="nb">type</span><span class="p">(</span><span class="n">adam</span><span class="p">)</span>
-<span class="go"><class 'mxnet.optimizer.adam'=""></class></span>
+<span class="go"><class 'mxnet.optimizer.Adam'></span>
 </pre></div>
 </div>
 </dd></dl>
@@ -2160,7 +2160,7 @@
 </dd></dl>
 <dl class="class">
 <dt id="mxnet.model.FeedForward">
-<em class="property">class </em><code class="descclassname">mxnet.model.</code><code class="descname">FeedForward</code><span class="sig-paren">(</span><em>symbol</em>, <em>ctx=None</em>, <em>num_epoch=None</em>, <em>epoch_size=None</em>, <em>optimizer='sgd'</em>, <em>initializer=<mxnet.initializer.uniform object=""></mxnet.initializer.uniform></em>, <em>numpy_batch_size=128</em>, <em>arg_params=None</em>, <em>aux_params=None</em>, <em>allow_extra_params=False</em>, <em>begin_epoch=0</em>, <em>**kwargs</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.model.FeedForward" title="Permalink to this definition">¶</a></dt>
+<em class="property">class </em><code class="descclassname">mxnet.model.</code><code class="descname">FeedForward</code><span class="sig-paren">(</span><em>symbol</em>, <em>ctx=None</em>, <em>num_epoch=None</em>, <em>epoch_size=None</em>, <em>optimizer='sgd'</em>, <em>initializer=<mxnet.initializer.Uniform object></em>, <em>numpy_batch_size=128</em>, <em>arg_params=None</em>, <em>aux_params=None</em>, <em>allow_extra_params=False</em>, <em>begin_epoch=0</em>, <em>**kwargs</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.model.FeedForward" title="Permalink to this definition">¶</a></dt>
 <dd><p>Model class of MXNet for training and predicting feedforward nets.
 This class is designed for a single-data single output supervised network.</p>
 <table class="docutils field-list" frame="void" rules="none">
@@ -2243,7 +2243,7 @@
 </dd></dl>
 <dl class="method">
 <dt id="mxnet.model.FeedForward.fit">
-<code class="descname">fit</code><span class="sig-paren">(</span><em>X</em>, <em>y=None</em>, <em>eval_data=None</em>, <em>eval_metric='acc'</em>, <em>epoch_end_callback=None</em>, <em>batch_end_callback=None</em>, <em>kvstore='local'</em>, <em>logger=None</em>, <em>work_load_list=None</em>, <em>monitor=None</em>, <em>eval_end_callback=<mxnet.callback.logvalidationmetricscallback object=""></mxnet.callback.logvalidationmetricscallback></em>, <em>eval_batch_end_callback=None</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.model.FeedForward.fit" title="Permalink to this definition">¶</a></dt>
+<code class="descname">fit</code><span class="sig-paren">(</span><em>X</em>, <em>y=None</em>, <em>eval_data=None</em>, <em>eval_metric='acc'</em>, <em>epoch_end_callback=None</em>, <em>batch_end_callback=None</em>, <em>kvstore='local'</em>, <em>logger=None</em>, <em>work_load_list=None</em>, <em>monitor=None</em>, <em>eval_end_callback=<mxnet.callback.LogValidationMetricsCallback object></em>, <em>eval_batch_end_callback=None</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.model.FeedForward.fit" title="Permalink to this definition">¶</a></dt>
 <dd><p>Fit the model.</p>
 <table class="docutils field-list" frame="void" rules="none">
 <col class="field-name"/>
@@ -2338,7 +2338,7 @@
 </dd></dl>
 <dl class="staticmethod">
 <dt id="mxnet.model.FeedForward.create">
-<em class="property">static </em><code class="descname">create</code><span class="sig-paren">(</span><em>symbol</em>, <em>X</em>, <em>y=None</em>, <em>ctx=None</em>, <em>num_epoch=None</em>, <em>epoch_size=None</em>, <em>optimizer='sgd'</em>, <em>initializer=<mxnet.initializer.uniform object=""></mxnet.initializer.uniform></em>, <em>eval_data=None</em>, <em>eval_metric='acc'</em>, <em>epoch_end_callback=None</em>, <em>batch_end_callback=None</em>, <em>kvstore='local'</em>, <em>logger=None</em>, <em>work_load_list=None</em>, <em>eval_end_callback=<mxnet.callback.logvalidationmetricscallback object=""></mxnet.callback.logvalidationmetricscallback></em>, <em>eval_batch_end_callback=None</em>, <em>**kwargs</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.model.FeedForward.create" title="Permalink to this definition">¶</a></dt>
+<em class="property">static </em><code class="descname">create</code><span class="sig-paren">(</span><em>symbol</em>, <em>X</em>, <em>y=None</em>, <em>ctx=None</em>, <em>num_epoch=None</em>, <em>epoch_size=None</em>, <em>optimizer='sgd'</em>, <em>initializer=<mxnet.initializer.Uniform object></em>, <em>eval_data=None</em>, <em>eval_metric='acc'</em>, <em>epoch_end_callback=None</em>, <em>batch_end_callback=None</em>, <em>kvstore='local'</em>, <em>logger=None</em>, <em>work_load_list=None</em>, <em>eval_end_callback=<mxnet.callback.LogValidationMetricsCallback object></em>, <em>eval_batch_end_callback=None</em>, <em>**kwargs</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.model.FeedForward.create" title="Permalink to this definition">¶</a></dt>
 <dd><p>Functional style to create a model.
 This function is more consistent with functional
 languages such as R, where mutation is not allowed.</p>

diff --git a/versions/master/api/python/module.html b/versions/master/api/python/module.html
index f678a06..bb3e685 100644
--- a/versions/master/api/python/module.html
+++ b/versions/master/api/python/module.html

@@ -8,9 +8,9 @@
 <title>Module API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="index.html" rel="up" title="MXNet - Python API"/>
-<link href="rnn.html" rel="next" title="RNN Cell API">
-<link href="symbol.html" rel="prev" title="Symbol API">
+<link href="index.html" rel="up" title="MXNet - Python API">
+<link href="rnn.html" rel="next" title="RNN Cell API"/>
+<link href="symbol.html" rel="prev" title="Symbol API"/>
 <link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
@@ -191,8 +191,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -551,7 +551,7 @@
 <span id="api-reference"></span><h2>API Reference<a class="headerlink" href="#api-reference" title="Permalink to this headline">¶</a></h2>
 <script src="../../_static/js/auto_module_index.js" type="text/javascript"></script><dl class="class">
 <dt id="mxnet.module.BaseModule">
-<em class="property">class </em><code class="descclassname">mxnet.module.</code><code class="descname">BaseModule</code><span class="sig-paren">(</span><em>logger=<module '="" 'logging'="" __init__.pyc'="" from="" lib="" logging="" python2.7="" usr=""></module></em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.BaseModule" title="Permalink to this definition">¶</a></dt>
+<em class="property">class </em><code class="descclassname">mxnet.module.</code><code class="descname">BaseModule</code><span class="sig-paren">(</span><em>logger=<module 'logging' from '/usr/lib/python2.7/logging/__init__.pyc'></em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.BaseModule" title="Permalink to this definition">¶</a></dt>
 <dd><p>The base class of a module.</p>
 <p>A module represents a computation component. One can think of module as a computation machine.
 A module can execute forward and backward passes and update parameters in a model.
@@ -786,7 +786,7 @@
 </dd></dl>
 <dl class="method">
 <dt id="mxnet.module.BaseModule.fit">
-<code class="descname">fit</code><span class="sig-paren">(</span><em>train_data</em>, <em>eval_data=None</em>, <em>eval_metric='acc'</em>, <em>epoch_end_callback=None</em>, <em>batch_end_callback=None</em>, <em>kvstore='local'</em>, <em>optimizer='sgd'</em>, <em>optimizer_params=(('learning_rate'</em>, <em>0.01)</em>, <em>)</em>, <em>eval_end_callback=None</em>, <em>eval_batch_end_callback=None</em>, <em>initializer=<mxnet.initializer.uniform object=""></mxnet.initializer.uniform></em>, <em>arg_params=None</em>, <em>aux_params=None</em>, <em>allow_missing=False</em>, <em>force_rebind=False</em>, <em>force_init=False</em>, <em>begin_epoch=0</em>, <em>num_epoch=None</em>, <em>validation_metric=None</em>, <em>monitor=None</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.BaseModule.fit" title="Permalink to this definition">¶</a></dt>
+<code class="descname">fit</code><span class="sig-paren">(</span><em>train_data</em>, <em>eval_data=None</em>, <em>eval_metric='acc'</em>, <em>epoch_end_callback=None</em>, <em>batch_end_callback=None</em>, <em>kvstore='local'</em>, <em>optimizer='sgd'</em>, <em>optimizer_params=(('learning_rate'</em>, <em>0.01)</em>, <em>)</em>, <em>eval_end_callback=None</em>, <em>eval_batch_end_callback=None</em>, <em>initializer=<mxnet.initializer.Uniform object></em>, <em>arg_params=None</em>, <em>aux_params=None</em>, <em>allow_missing=False</em>, <em>force_rebind=False</em>, <em>force_init=False</em>, <em>begin_epoch=0</em>, <em>num_epoch=None</em>, <em>validation_metric=None</em>, <em>monitor=None</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.BaseModule.fit" title="Permalink to this definition">¶</a></dt>
 <dd><p>Trains the module parameters.</p>
 <p>Checkout <a class="reference external" href="http://mxnet.io/tutorials/basic/module.html">Module Tutorial</a> to see
 a end-to-end use-case.</p>
@@ -894,15 +894,15 @@
 <p class="rubric">Examples</p>
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="c1"># An example of getting module parameters.</span>
 <span class="gp">>>> </span><span class="k">print</span> <span class="n">mod</span><span class="o">.</span><span class="n">get_params</span><span class="p">()</span>
-<span class="go">({'fc2_weight': <ndarray 64x128="" @cpu(0)="">, 'fc1_weight': <ndarray 128x100="" @cpu(0)="">,</ndarray></ndarray></span>
-<span class="go">'fc3_bias': <ndarray 10="" @cpu(0)="">, 'fc3_weight': <ndarray 10x64="" @cpu(0)="">,</ndarray></ndarray></span>
-<span class="go">'fc2_bias': <ndarray 64="" @cpu(0)="">, 'fc1_bias': <ndarray 128="" @cpu(0)="">}, {})</ndarray></ndarray></span>
+<span class="go">({'fc2_weight': <NDArray 64x128 @cpu(0)>, 'fc1_weight': <NDArray 128x100 @cpu(0)>,</span>
+<span class="go">'fc3_bias': <NDArray 10 @cpu(0)>, 'fc3_weight': <NDArray 10x64 @cpu(0)>,</span>
+<span class="go">'fc2_bias': <NDArray 64 @cpu(0)>, 'fc1_bias': <NDArray 128 @cpu(0)>}, {})</span>
 </pre></div>
 </div>
 </dd></dl>
 <dl class="method">
 <dt id="mxnet.module.BaseModule.init_params">
-<code class="descname">init_params</code><span class="sig-paren">(</span><em>initializer=<mxnet.initializer.uniform object=""></mxnet.initializer.uniform></em>, <em>arg_params=None</em>, <em>aux_params=None</em>, <em>allow_missing=False</em>, <em>force_init=False</em>, <em>allow_extra=False</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.BaseModule.init_params" title="Permalink to this definition">¶</a></dt>
+<code class="descname">init_params</code><span class="sig-paren">(</span><em>initializer=<mxnet.initializer.Uniform object></em>, <em>arg_params=None</em>, <em>aux_params=None</em>, <em>allow_missing=False</em>, <em>force_init=False</em>, <em>allow_extra=False</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.BaseModule.init_params" title="Permalink to this definition">¶</a></dt>
 <dd><p>Initializes the parameters and auxiliary states.</p>
 <table class="docutils field-list" frame="void" rules="none">
 <col class="field-name"/>
@@ -1308,7 +1308,7 @@
 </dd></dl>
 <dl class="class">
 <dt id="mxnet.module.Module">
-<em class="property">class </em><code class="descclassname">mxnet.module.</code><code class="descname">Module</code><span class="sig-paren">(</span><em>symbol</em>, <em>data_names=('data'</em>, <em>)</em>, <em>label_names=('softmax_label'</em>, <em>)</em>, <em>logger=<module '="" 'logging'="" __init__.pyc'="" from="" lib="" logging="" python2.7="" usr=""></module></em>, <em>context=cpu(0)</em>, <em>work_load_list=None</em>, <em>fixed_param_names=None</em>, <em>state_names=None</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.Module" title="Permalink to this definition">¶</a></dt>
+<em class="property">class </em><code class="descclassname">mxnet.module.</code><code class="descname">Module</code><span class="sig-paren">(</span><em>symbol</em>, <em>data_names=('data'</em>, <em>)</em>, <em>label_names=('softmax_label'</em>, <em>)</em>, <em>logger=<module 'logging' from '/usr/lib/python2.7/logging/__init__.pyc'></em>, <em>context=cpu(0)</em>, <em>work_load_list=None</em>, <em>fixed_param_names=None</em>, <em>state_names=None</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.Module" title="Permalink to this definition">¶</a></dt>
 <dd><p>Module is a basic module that wrap a <cite>Symbol</cite>. It is functionally the same
 as the <cite>FeedForward</cite> model, except under the module API.</p>
 <table class="docutils field-list" frame="void" rules="none">
@@ -1458,7 +1458,7 @@
 </dd></dl>
 <dl class="method">
 <dt id="mxnet.module.Module.init_params">
-<code class="descname">init_params</code><span class="sig-paren">(</span><em>initializer=<mxnet.initializer.uniform object=""></mxnet.initializer.uniform></em>, <em>arg_params=None</em>, <em>aux_params=None</em>, <em>allow_missing=False</em>, <em>force_init=False</em>, <em>allow_extra=False</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.Module.init_params" title="Permalink to this definition">¶</a></dt>
+<code class="descname">init_params</code><span class="sig-paren">(</span><em>initializer=<mxnet.initializer.Uniform object></em>, <em>arg_params=None</em>, <em>aux_params=None</em>, <em>allow_missing=False</em>, <em>force_init=False</em>, <em>allow_extra=False</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.Module.init_params" title="Permalink to this definition">¶</a></dt>
 <dd><p>Initializes the parameters and auxiliary states.</p>
 <table class="docutils field-list" frame="void" rules="none">
 <col class="field-name"/>
@@ -1787,7 +1787,7 @@
 </dd></dl>
 <dl class="class">
 <dt id="mxnet.module.BucketingModule">
-<em class="property">class </em><code class="descclassname">mxnet.module.</code><code class="descname">BucketingModule</code><span class="sig-paren">(</span><em>sym_gen</em>, <em>default_bucket_key=None</em>, <em>logger=<module '="" 'logging'="" __init__.pyc'="" from="" lib="" logging="" python2.7="" usr=""></module></em>, <em>context=cpu(0)</em>, <em>work_load_list=None</em>, <em>fixed_param_names=None</em>, <em>state_names=None</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.BucketingModule" title="Permalink to this definition">¶</a></dt>
+<em class="property">class </em><code class="descclassname">mxnet.module.</code><code class="descname">BucketingModule</code><span class="sig-paren">(</span><em>sym_gen</em>, <em>default_bucket_key=None</em>, <em>logger=<module 'logging' from '/usr/lib/python2.7/logging/__init__.pyc'></em>, <em>context=cpu(0)</em>, <em>work_load_list=None</em>, <em>fixed_param_names=None</em>, <em>state_names=None</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.BucketingModule" title="Permalink to this definition">¶</a></dt>
 <dd><p>This module helps to deal efficiently with varying-length inputs.</p>
 <table class="docutils field-list" frame="void" rules="none">
 <col class="field-name"/>
@@ -1911,7 +1911,7 @@
 </dd></dl>
 <dl class="method">
 <dt id="mxnet.module.BucketingModule.init_params">
-<code class="descname">init_params</code><span class="sig-paren">(</span><em>initializer=<mxnet.initializer.uniform object=""></mxnet.initializer.uniform></em>, <em>arg_params=None</em>, <em>aux_params=None</em>, <em>allow_missing=False</em>, <em>force_init=False</em>, <em>allow_extra=False</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.BucketingModule.init_params" title="Permalink to this definition">¶</a></dt>
+<code class="descname">init_params</code><span class="sig-paren">(</span><em>initializer=<mxnet.initializer.Uniform object></em>, <em>arg_params=None</em>, <em>aux_params=None</em>, <em>allow_missing=False</em>, <em>force_init=False</em>, <em>allow_extra=False</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.BucketingModule.init_params" title="Permalink to this definition">¶</a></dt>
 <dd><p>Initializes parameters.</p>
 <table class="docutils field-list" frame="void" rules="none">
 <col class="field-name"/>
@@ -2156,7 +2156,7 @@
 </dd></dl>
 <dl class="class">
 <dt id="mxnet.module.SequentialModule">
-<em class="property">class </em><code class="descclassname">mxnet.module.</code><code class="descname">SequentialModule</code><span class="sig-paren">(</span><em>logger=<module '="" 'logging'="" __init__.pyc'="" from="" lib="" logging="" python2.7="" usr=""></module></em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.SequentialModule" title="Permalink to this definition">¶</a></dt>
+<em class="property">class </em><code class="descclassname">mxnet.module.</code><code class="descname">SequentialModule</code><span class="sig-paren">(</span><em>logger=<module 'logging' from '/usr/lib/python2.7/logging/__init__.pyc'></em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.SequentialModule" title="Permalink to this definition">¶</a></dt>
 <dd><p>A SequentialModule is a container module that can chain multiple modules together.</p>
 <div class="admonition note">
 <p class="first admonition-title">Note</p>
@@ -2281,7 +2281,7 @@
 </dd></dl>
 <dl class="method">
 <dt id="mxnet.module.SequentialModule.init_params">
-<code class="descname">init_params</code><span class="sig-paren">(</span><em>initializer=<mxnet.initializer.uniform object=""></mxnet.initializer.uniform></em>, <em>arg_params=None</em>, <em>aux_params=None</em>, <em>allow_missing=False</em>, <em>force_init=False</em>, <em>allow_extra=False</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.SequentialModule.init_params" title="Permalink to this definition">¶</a></dt>
+<code class="descname">init_params</code><span class="sig-paren">(</span><em>initializer=<mxnet.initializer.Uniform object></em>, <em>arg_params=None</em>, <em>aux_params=None</em>, <em>allow_missing=False</em>, <em>force_init=False</em>, <em>allow_extra=False</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.SequentialModule.init_params" title="Permalink to this definition">¶</a></dt>
 <dd><p>Initializes parameters.</p>
 <table class="docutils field-list" frame="void" rules="none">
 <col class="field-name"/>
@@ -2451,7 +2451,7 @@
 </dd></dl>
 <dl class="class">
 <dt id="mxnet.module.PythonModule">
-<em class="property">class </em><code class="descclassname">mxnet.module.</code><code class="descname">PythonModule</code><span class="sig-paren">(</span><em>data_names</em>, <em>label_names</em>, <em>output_names</em>, <em>logger=<module '="" 'logging'="" __init__.pyc'="" from="" lib="" logging="" python2.7="" usr=""></module></em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.PythonModule" title="Permalink to this definition">¶</a></dt>
+<em class="property">class </em><code class="descclassname">mxnet.module.</code><code class="descname">PythonModule</code><span class="sig-paren">(</span><em>data_names</em>, <em>label_names</em>, <em>output_names</em>, <em>logger=<module 'logging' from '/usr/lib/python2.7/logging/__init__.pyc'></em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.PythonModule" title="Permalink to this definition">¶</a></dt>
 <dd><p>A convenient module class that implements many of the module APIs as
 empty functions.</p>
 <table class="docutils field-list" frame="void" rules="none">
@@ -2515,7 +2515,7 @@
 </dd></dl>
 <dl class="method">
 <dt id="mxnet.module.PythonModule.init_params">
-<code class="descname">init_params</code><span class="sig-paren">(</span><em>initializer=<mxnet.initializer.uniform object=""></mxnet.initializer.uniform></em>, <em>arg_params=None</em>, <em>aux_params=None</em>, <em>allow_missing=False</em>, <em>force_init=False</em>, <em>allow_extra=False</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.PythonModule.init_params" title="Permalink to this definition">¶</a></dt>
+<code class="descname">init_params</code><span class="sig-paren">(</span><em>initializer=<mxnet.initializer.Uniform object></em>, <em>arg_params=None</em>, <em>aux_params=None</em>, <em>allow_missing=False</em>, <em>force_init=False</em>, <em>allow_extra=False</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.PythonModule.init_params" title="Permalink to this definition">¶</a></dt>
 <dd><p>Initializes the parameters and auxiliary states. By default this function
 does nothing. Subclass should override this method if contains parameters.</p>
 <table class="docutils field-list" frame="void" rules="none">
@@ -2620,7 +2620,7 @@
 </dd></dl>
 <dl class="class">
 <dt id="mxnet.module.PythonLossModule">
-<em class="property">class </em><code class="descclassname">mxnet.module.</code><code class="descname">PythonLossModule</code><span class="sig-paren">(</span><em>name='pyloss'</em>, <em>data_names=('data'</em>, <em>)</em>, <em>label_names=('softmax_label'</em>, <em>)</em>, <em>logger=<module '="" 'logging'="" __init__.pyc'="" from="" lib="" logging="" python2.7="" usr=""></module></em>, <em>grad_func=None</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.PythonLossModule" title="Permalink to this definition">¶</a></dt>
+<em class="property">class </em><code class="descclassname">mxnet.module.</code><code class="descname">PythonLossModule</code><span class="sig-paren">(</span><em>name='pyloss'</em>, <em>data_names=('data'</em>, <em>)</em>, <em>label_names=('softmax_label'</em>, <em>)</em>, <em>logger=<module 'logging' from '/usr/lib/python2.7/logging/__init__.pyc'></em>, <em>grad_func=None</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.module.PythonLossModule" title="Permalink to this definition">¶</a></dt>
 <dd><p>A convenient module class that implements many of the module APIs as
 empty functions.</p>
 <table class="docutils field-list" frame="void" rules="none">

diff --git a/versions/master/api/python/ndarray.html b/versions/master/api/python/ndarray.html
index d048113..3004a3e 100644
--- a/versions/master/api/python/ndarray.html
+++ b/versions/master/api/python/ndarray.html

@@ -8,9 +8,9 @@
 <title>NDArray API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
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 <body role="document"><!-- Previous Navbar Layout
@@ -191,8 +191,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -279,7 +279,7 @@
 An <code class="docutils literal"><span class="pre">NDArray</span></code> represents a multi-dimensional, fixed-size homogenous array.</p>
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">x</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">],</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">]])</span>
 <span class="gp">>>> </span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
-<span class="go"><class 'mxnet.ndarray.ndarray'=""></class></span>
+<span class="go"><class 'mxnet.ndarray.NDArray'></span>
 <span class="gp">>>> </span><span class="n">x</span><span class="o">.</span><span class="n">shape</span>
 <span class="go">(2, 3)</span>
 <span class="gp">>>> </span><span class="n">y</span> <span class="o">=</span> <span class="n">x</span> <span class="o">+</span> <span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span><span class="o">*</span><span class="mi">3</span>
@@ -288,7 +288,7 @@
 <span class="go"> [ 7.  8.  9.]]</span>
 <span class="gp">>>> </span><span class="n">z</span> <span class="o">=</span> <span class="n">y</span><span class="o">.</span><span class="n">as_in_context</span><span class="p">(</span><span class="n">mx</span><span class="o">.</span><span class="n">gpu</span><span class="p">(</span><span class="mi">0</span><span class="p">))</span>
 <span class="gp">>>> </span><span class="k">print</span><span class="p">(</span><span class="n">z</span><span class="p">)</span>
-<span class="go"><ndarray 2x3="" @gpu(0)=""></ndarray></span>
+<span class="go"><NDArray 2x3 @gpu(0)></span>
 </pre></div>
 </div>
 <p>A detailed tutorial is available at
@@ -474,7 +474,7 @@
 </colgroup>
 <tbody valign="top">
 <tr class="row-odd"><td><a class="reference internal" href="#mxnet.ndarray.NDArray.__lt__" title="mxnet.ndarray.NDArray.__lt__"><code class="xref py py-obj docutils literal"><span class="pre">NDArray.__lt__</span></code></a></td>
-<td>x.__lt__(y) <=> x<y <=""> mx.nd.lesser(x, y)</y></td>
+<td>x.__lt__(y) <=> x<y <=> mx.nd.lesser(x, y)</td>
 </tr>
 <tr class="row-even"><td><a class="reference internal" href="#mxnet.ndarray.NDArray.__le__" title="mxnet.ndarray.NDArray.__le__"><code class="xref py py-obj docutils literal"><span class="pre">NDArray.__le__</span></code></a></td>
 <td>x.__le__(y) <=> x<=y <=> mx.nd.less_equal(x, y)</td>
@@ -1268,7 +1268,7 @@
 <dl class="method">
 <dt id="mxnet.ndarray.NDArray.__lt__">
 <code class="descname">__lt__</code><span class="sig-paren">(</span><em>other</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.ndarray.NDArray.__lt__" title="Permalink to this definition">¶</a></dt>
-<dd><p>x.__lt__(y) <=> x<y <=""> mx.nd.lesser(x, y)</y></p>
+<dd><p>x.__lt__(y) <=> x<y <=> mx.nd.lesser(x, y)</p>
 </dd></dl>
 <dl class="method">
 <dt id="mxnet.ndarray.NDArray.__le__">
@@ -1502,7 +1502,7 @@
 <span class="gp">>>> </span><span class="n">x</span><span class="o">.</span><span class="n">context</span>
 <span class="go">cpu(0)</span>
 <span class="gp">>>> </span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">context</span><span class="p">)</span>
-<span class="go"><class 'mxnet.context.context'=""></class></span>
+<span class="go"><class 'mxnet.context.Context'></span>
 <span class="gp">>>> </span><span class="n">y</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">),</span> <span class="n">mx</span><span class="o">.</span><span class="n">gpu</span><span class="p">(</span><span class="mi">0</span><span class="p">))</span>
 <span class="gp">>>> </span><span class="n">y</span><span class="o">.</span><span class="n">context</span>
 <span class="go">gpu(0)</span>
@@ -1526,10 +1526,10 @@
 <p class="rubric">Examples</p>
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">x</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">))</span>
 <span class="gp">>>> </span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span>
-<span class="go"><type 'numpy.float32'=""></type></span>
+<span class="go"><type 'numpy.float32'></span>
 <span class="gp">>>> </span><span class="n">y</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="s1">'int32'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">y</span><span class="o">.</span><span class="n">dtype</span>
-<span class="go"><type 'numpy.int32'=""></type></span>
+<span class="go"><type 'numpy.int32'></span>
 </pre></div>
 </div>
 </dd></dl>
@@ -1561,7 +1561,7 @@
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">x</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">))</span>
 <span class="gp">>>> </span><span class="n">y</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">asnumpy</span><span class="p">()</span>
 <span class="gp">>>> </span><span class="nb">type</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
-<span class="go"><type 'numpy.ndarray'=""></type></span>
+<span class="go"><type 'numpy.ndarray'></span>
 <span class="gp">>>> </span><span class="n">y</span>
 <span class="go">array([[ 1.,  1.,  1.],</span>
 <span class="go">       [ 1.,  1.,  1.]], dtype=float32)</span>
@@ -1582,7 +1582,7 @@
 <span class="gp">>>> </span><span class="n">x</span><span class="o">.</span><span class="n">asscalar</span><span class="p">()</span>
 <span class="go">1</span>
 <span class="gp">>>> </span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">asscalar</span><span class="p">())</span>
-<span class="go"><type 'numpy.int32'=""></type></span>
+<span class="go"><type 'numpy.int32'></span>
 </pre></div>
 </div>
 </dd></dl>
@@ -1602,7 +1602,7 @@
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">x</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="s1">'float32'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">y</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">'int32'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">y</span><span class="o">.</span><span class="n">dtype</span>
-<span class="go"><type 'numpy.int32'=""></type></span>
+<span class="go"><type 'numpy.int32'></span>
 </pre></div>
 </div>
 </dd></dl>
@@ -1638,7 +1638,7 @@
 <span class="go">array([[ 1.,  1.,  1.],</span>
 <span class="go">       [ 1.,  1.,  1.]], dtype=float32)</span>
 <span class="gp">>>> </span><span class="n">y</span><span class="o">.</span><span class="n">copyto</span><span class="p">(</span><span class="n">mx</span><span class="o">.</span><span class="n">gpu</span><span class="p">(</span><span class="mi">0</span><span class="p">))</span>
-<span class="go"><ndarray 2x3="" @gpu(0)=""></ndarray></span>
+<span class="go"><NDArray 2x3 @gpu(0)></span>
 </pre></div>
 </div>
 </dd></dl>
@@ -1724,7 +1724,7 @@
 </dd></dl>
 <dl class="function">
 <dt id="mxnet.ndarray.empty">
-<code class="descclassname">mxnet.ndarray.</code><code class="descname">empty</code><span class="sig-paren">(</span><em>shape</em>, <em>ctx=None</em>, <em>dtype=<mock id="47193208544272" name="mock.float32"></mock></em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.ndarray.empty" title="Permalink to this definition">¶</a></dt>
+<code class="descclassname">mxnet.ndarray.</code><code class="descname">empty</code><span class="sig-paren">(</span><em>shape</em>, <em>ctx=None</em>, <em>dtype=<Mock name='mock.float32' id='47711027887120'></em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.ndarray.empty" title="Permalink to this definition">¶</a></dt>
 <dd><p>Returns a new array of given shape and type, without initializing entries.</p>
 <table class="docutils field-list" frame="void" rules="none">
 <col class="field-name"/>
@@ -1747,17 +1747,17 @@
 </table>
 <p class="rubric">Examples</p>
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
-<span class="go"><ndarray 1="" @cpu(0)=""></ndarray></span>
+<span class="go"><NDArray 1 @cpu(0)></span>
 <span class="gp">>>> </span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">empty</span><span class="p">((</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">),</span> <span class="n">mx</span><span class="o">.</span><span class="n">gpu</span><span class="p">(</span><span class="mi">0</span><span class="p">))</span>
-<span class="go"><ndarray 1x2="" @gpu(0)=""></ndarray></span>
+<span class="go"><NDArray 1x2 @gpu(0)></span>
 <span class="gp">>>> </span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">empty</span><span class="p">((</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">),</span> <span class="n">mx</span><span class="o">.</span><span class="n">gpu</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span> <span class="s1">'float16'</span><span class="p">)</span>
-<span class="go"><ndarray 1x2="" @gpu(0)=""></ndarray></span>
+<span class="go"><NDArray 1x2 @gpu(0)></span>
 </pre></div>
 </div>
 </dd></dl>
 <dl class="function">
 <dt id="mxnet.ndarray.zeros">
-<code class="descclassname">mxnet.ndarray.</code><code class="descname">zeros</code><span class="sig-paren">(</span><em>shape</em>, <em>ctx=None</em>, <em>dtype=<mock id="47193208544272" name="mock.float32"></mock></em>, <em>**kwargs</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.ndarray.zeros" title="Permalink to this definition">¶</a></dt>
+<code class="descclassname">mxnet.ndarray.</code><code class="descname">zeros</code><span class="sig-paren">(</span><em>shape</em>, <em>ctx=None</em>, <em>dtype=<Mock name='mock.float32' id='47711027887120'></em>, <em>**kwargs</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.ndarray.zeros" title="Permalink to this definition">¶</a></dt>
 <dd><p>Returns a new array filled with all zeros, with the given shape and type.</p>
 <table class="docutils field-list" frame="void" rules="none">
 <col class="field-name"/>
@@ -1783,7 +1783,7 @@
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">asnumpy</span><span class="p">()</span>
 <span class="go">array([ 0.], dtype=float32)</span>
 <span class="gp">>>> </span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">),</span> <span class="n">mx</span><span class="o">.</span><span class="n">gpu</span><span class="p">(</span><span class="mi">0</span><span class="p">))</span>
-<span class="go"><ndarray 1x2="" @gpu(0)=""></ndarray></span>
+<span class="go"><NDArray 1x2 @gpu(0)></span>
 <span class="gp">>>> </span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">),</span> <span class="n">mx</span><span class="o">.</span><span class="n">gpu</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span> <span class="s1">'float16'</span><span class="p">)</span><span class="o">.</span><span class="n">asnumpy</span><span class="p">()</span>
 <span class="go">array([[ 0.,  0.]], dtype=float16)</span>
 </pre></div>
@@ -1791,7 +1791,7 @@
 </dd></dl>
 <dl class="function">
 <dt id="mxnet.ndarray.ones">
-<code class="descclassname">mxnet.ndarray.</code><code class="descname">ones</code><span class="sig-paren">(</span><em>shape</em>, <em>ctx=None</em>, <em>dtype=<mock id="47193208544272" name="mock.float32"></mock></em>, <em>**kwargs</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.ndarray.ones" title="Permalink to this definition">¶</a></dt>
+<code class="descclassname">mxnet.ndarray.</code><code class="descname">ones</code><span class="sig-paren">(</span><em>shape</em>, <em>ctx=None</em>, <em>dtype=<Mock name='mock.float32' id='47711027887120'></em>, <em>**kwargs</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.ndarray.ones" title="Permalink to this definition">¶</a></dt>
 <dd><p>Returns a new array filled with all ones, with the given shape and type.</p>
 <table class="docutils field-list" frame="void" rules="none">
 <col class="field-name"/>
@@ -1818,7 +1818,7 @@
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">asnumpy</span><span class="p">()</span>
 <span class="go">array([ 1.], dtype=float32)</span>
 <span class="gp">>>> </span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">),</span> <span class="n">mx</span><span class="o">.</span><span class="n">gpu</span><span class="p">(</span><span class="mi">0</span><span class="p">))</span>
-<span class="go"><ndarray 1x2="" @gpu(0)=""></ndarray></span>
+<span class="go"><NDArray 1x2 @gpu(0)></span>
 <span class="gp">>>> </span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="s1">'float16'</span><span class="p">)</span><span class="o">.</span><span class="n">asnumpy</span><span class="p">()</span>
 <span class="go">array([[ 1.,  1.]], dtype=float16)</span>
 </pre></div>
@@ -1826,7 +1826,7 @@
 </dd></dl>
 <dl class="function">
 <dt id="mxnet.ndarray.full">
-<code class="descclassname">mxnet.ndarray.</code><code class="descname">full</code><span class="sig-paren">(</span><em>shape</em>, <em>val</em>, <em>ctx=None</em>, <em>dtype=<mock id="47193208544272" name="mock.float32"></mock></em>, <em>out=None</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.ndarray.full" title="Permalink to this definition">¶</a></dt>
+<code class="descclassname">mxnet.ndarray.</code><code class="descname">full</code><span class="sig-paren">(</span><em>shape</em>, <em>val</em>, <em>ctx=None</em>, <em>dtype=<Mock name='mock.float32' id='47711027887120'></em>, <em>out=None</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.ndarray.full" title="Permalink to this definition">¶</a></dt>
 <dd><p>Returns a new array of given shape and type, filled with the given value <cite>val</cite>.</p>
 <table class="docutils field-list" frame="void" rules="none">
 <col class="field-name"/>
@@ -1853,7 +1853,7 @@
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">full</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mf">2.0</span><span class="p">)</span><span class="o">.</span><span class="n">asnumpy</span><span class="p">()</span>
 <span class="go">array([ 2.], dtype=float32)</span>
 <span class="gp">>>> </span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">full</span><span class="p">((</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="mf">2.0</span><span class="p">,</span> <span class="n">mx</span><span class="o">.</span><span class="n">gpu</span><span class="p">(</span><span class="mi">0</span><span class="p">))</span>
-<span class="go"><ndarray 1x2="" @gpu(0)=""></ndarray></span>
+<span class="go"><NDArray 1x2 @gpu(0)></span>
 <span class="gp">>>> </span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">full</span><span class="p">((</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="mf">2.0</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s1">'float16'</span><span class="p">)</span><span class="o">.</span><span class="n">asnumpy</span><span class="p">()</span>
 <span class="go">array([[ 2.,  2.]], dtype=float16)</span>
 </pre></div>
@@ -1887,13 +1887,13 @@
 <p class="rubric">Examples</p>
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
 <span class="gp">>>> </span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span>
-<span class="go"><ndarray 3="" @cpu(0)=""></ndarray></span>
+<span class="go"><NDArray 3 @cpu(0)></span>
 <span class="gp">>>> </span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">],</span> <span class="p">[</span><span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">]])</span>
-<span class="go"><ndarray 2x2="" @cpu(0)=""></ndarray></span>
+<span class="go"><NDArray 2x2 @cpu(0)></span>
 <span class="gp">>>> </span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">)))</span>
-<span class="go"><ndarray 3x2="" @cpu(0)=""></ndarray></span>
+<span class="go"><NDArray 3x2 @cpu(0)></span>
 <span class="gp">>>> </span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">)),</span> <span class="n">mx</span><span class="o">.</span><span class="n">gpu</span><span class="p">(</span><span class="mi">0</span><span class="p">))</span>
-<span class="go"><ndarray 3x2="" @gpu(0)=""></ndarray></span>
+<span class="go"><NDArray 3x2 @gpu(0)></span>
 </pre></div>
 </div>
 </dd></dl>
@@ -1931,7 +1931,7 @@
 </dd></dl>
 <dl class="function">
 <dt id="mxnet.ndarray.arange">
-<code class="descclassname">mxnet.ndarray.</code><code class="descname">arange</code><span class="sig-paren">(</span><em>start</em>, <em>stop=None</em>, <em>step=1.0</em>, <em>repeat=1</em>, <em>ctx=None</em>, <em>dtype=<mock id="47193208544272" name="mock.float32"></mock></em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.ndarray.arange" title="Permalink to this definition">¶</a></dt>
+<code class="descclassname">mxnet.ndarray.</code><code class="descname">arange</code><span class="sig-paren">(</span><em>start</em>, <em>stop=None</em>, <em>step=1.0</em>, <em>repeat=1</em>, <em>ctx=None</em>, <em>dtype=<Mock name='mock.float32' id='47711027887120'></em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.ndarray.arange" title="Permalink to this definition">¶</a></dt>
 <dd><p>Returns evenly spaced values within a given interval.</p>
 <p>Values are generated within the half-open interval [<cite>start</cite>, <cite>stop</cite>). In other
 words, the interval includes <cite>start</cite> but excludes <cite>stop</cite>. The function is
@@ -2186,7 +2186,7 @@
 <span class="go">array([[ 2.],</span>
 <span class="go">       [ 2.]], dtype=float32)</span>
 <span class="gp">>>> </span><span class="n">x</span><span class="o">/</span><span class="mi">2</span>
-<span class="go"><ndarray 2x3="" @cpu(0)=""></ndarray></span>
+<span class="go"><NDArray 2x3 @cpu(0)></span>
 <span class="gp">>>> </span><span class="p">(</span><span class="n">x</span><span class="o">/</span><span class="mi">3</span><span class="p">)</span><span class="o">.</span><span class="n">asnumpy</span><span class="p">()</span>
 <span class="go">array([[ 2.,  2.,  2.],</span>
 <span class="go">       [ 2.,  2.,  2.]], dtype=float32)</span>
@@ -2239,7 +2239,7 @@
 <span class="go">array([[ 4.],</span>
 <span class="go">       [ 4.]], dtype=float32)</span>
 <span class="gp">>>> </span><span class="n">x</span><span class="o">%</span><span class="mi">5</span>
-<span class="go"><ndarray 2x3="" @cpu(0)=""></ndarray></span>
+<span class="go"><NDArray 2x3 @cpu(0)></span>
 <span class="gp">>>> </span><span class="p">(</span><span class="n">x</span><span class="o">%</span><span class="mi">5</span><span class="p">)</span><span class="o">.</span><span class="n">asnumpy</span><span class="p">()</span>
 <span class="go">array([[ 1.,  1.,  1.],</span>
 <span class="go">       [ 1.,  1.,  1.]], dtype=float32)</span>
@@ -2849,9 +2849,9 @@
 <span class="gp">>>> </span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">'my_list'</span><span class="p">,</span> <span class="p">[</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">])</span>
 <span class="gp">>>> </span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">'my_dict'</span><span class="p">,</span> <span class="p">{</span><span class="s1">'x'</span><span class="p">:</span><span class="n">x</span><span class="p">,</span> <span class="s1">'y'</span><span class="p">:</span><span class="n">y</span><span class="p">})</span>
 <span class="gp">>>> </span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s1">'my_list'</span><span class="p">)</span>
-<span class="go">[<ndarray 2x3="" @cpu(0)="">, <ndarray 1x4="" @cpu(0)="">]</ndarray></ndarray></span>
+<span class="go">[<NDArray 2x3 @cpu(0)>, <NDArray 1x4 @cpu(0)>]</span>
 <span class="gp">>>> </span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s1">'my_dict'</span><span class="p">)</span>
-<span class="go">{'y': <ndarray 1x4="" @cpu(0)="">, 'x': <ndarray 2x3="" @cpu(0)="">}</ndarray></ndarray></span>
+<span class="go">{'y': <NDArray 1x4 @cpu(0)>, 'x': <NDArray 2x3 @cpu(0)>}</span>
 </pre></div>
 </div>
 </dd></dl>
@@ -10579,8 +10579,8 @@
 </pre></div>
 </div>
 </li>
-<li><p class="first"><strong>n<d< strong="">. The input is promoted to be d-dimensional by prepending new axes. So a
-shape <code class="docutils literal"><span class="pre">(2,2)</span></code> array is promoted to <code class="docutils literal"><span class="pre">(1,2,2)</span></code> for 3-D replication:</d<></strong></p>
+<li><p class="first"><strong>n<d</strong>. The input is promoted to be d-dimensional by prepending new axes. So a
+shape <code class="docutils literal"><span class="pre">(2,2)</span></code> array is promoted to <code class="docutils literal"><span class="pre">(1,2,2)</span></code> for 3-D replication:</p>
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="n">tile</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">reps</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">))</span> <span class="o">=</span> <span class="p">[[[</span> <span class="mf">1.</span><span class="p">,</span>  <span class="mf">2.</span><span class="p">,</span>  <span class="mf">1.</span><span class="p">,</span>  <span class="mf">2.</span><span class="p">,</span>  <span class="mf">1.</span><span class="p">,</span>  <span class="mf">2.</span><span class="p">],</span>
                           <span class="p">[</span> <span class="mf">3.</span><span class="p">,</span>  <span class="mf">4.</span><span class="p">,</span>  <span class="mf">3.</span><span class="p">,</span>  <span class="mf">4.</span><span class="p">,</span>  <span class="mf">3.</span><span class="p">,</span>  <span class="mf">4.</span><span class="p">],</span>
                           <span class="p">[</span> <span class="mf">1.</span><span class="p">,</span>  <span class="mf">2.</span><span class="p">,</span>  <span class="mf">1.</span><span class="p">,</span>  <span class="mf">2.</span><span class="p">,</span>  <span class="mf">1.</span><span class="p">,</span>  <span class="mf">2.</span><span class="p">],</span>

diff --git a/versions/master/api/python/optimization.html b/versions/master/api/python/optimization.html
index b3280b7..36a8f7d 100644
--- a/versions/master/api/python/optimization.html
+++ b/versions/master/api/python/optimization.html

@@ -8,9 +8,9 @@
 <title>Optimization: initialize and update weights — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="index.html" rel="up" title="MXNet - Python API"/>
-<link href="callback.html" rel="next" title="Callback API">
-<link href="io.html" rel="prev" title="Data Loading API">
+<link href="index.html" rel="up" title="MXNet - Python API">
+<link href="callback.html" rel="next" title="Callback API"/>
+<link href="io.html" rel="prev" title="Data Loading API"/>
 <link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
@@ -191,8 +191,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -480,7 +480,7 @@
 <span class="gp">... </span>    <span class="k">pass</span>
 <span class="gp">>>> </span><span class="n">optim</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">optimizer</span><span class="o">.</span><span class="n">Optimizer</span><span class="o">.</span><span class="n">create_optimizer</span><span class="p">(</span><span class="s1">'MyOptimizer'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="k">print</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">optim</span><span class="p">))</span>
-<span class="go"><class '__main__.myoptimizer'=""></class></span>
+<span class="go"><class '__main__.MyOptimizer'></span>
 </pre></div>
 </div>
 </dd></dl>
@@ -514,10 +514,10 @@
 <p class="rubric">Examples</p>
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">sgd</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">optimizer</span><span class="o">.</span><span class="n">Optimizer</span><span class="o">.</span><span class="n">create_optimizer</span><span class="p">(</span><span class="s1">'sgd'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="nb">type</span><span class="p">(</span><span class="n">sgd</span><span class="p">)</span>
-<span class="go"><class 'mxnet.optimizer.sgd'=""></class></span>
+<span class="go"><class 'mxnet.optimizer.SGD'></span>
 <span class="gp">>>> </span><span class="n">adam</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">optimizer</span><span class="o">.</span><span class="n">create</span><span class="p">(</span><span class="s1">'adam'</span><span class="p">,</span> <span class="n">learning_rate</span><span class="o">=.</span><span class="mi">1</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="nb">type</span><span class="p">(</span><span class="n">adam</span><span class="p">)</span>
-<span class="go"><class 'mxnet.optimizer.adam'=""></class></span>
+<span class="go"><class 'mxnet.optimizer.Adam'></span>
 </pre></div>
 </div>
 </dd></dl>
@@ -649,7 +649,7 @@
 <span class="gp">... </span>    <span class="k">pass</span>
 <span class="gp">>>> </span><span class="n">optim</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">optimizer</span><span class="o">.</span><span class="n">Optimizer</span><span class="o">.</span><span class="n">create_optimizer</span><span class="p">(</span><span class="s1">'MyOptimizer'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="k">print</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">optim</span><span class="p">))</span>
-<span class="go"><class '__main__.myoptimizer'=""></class></span>
+<span class="go"><class '__main__.MyOptimizer'></span>
 </pre></div>
 </div>
 </dd></dl>
@@ -939,10 +939,10 @@
 <p class="rubric">Examples</p>
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">sgd</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">optimizer</span><span class="o">.</span><span class="n">Optimizer</span><span class="o">.</span><span class="n">create_optimizer</span><span class="p">(</span><span class="s1">'sgd'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="nb">type</span><span class="p">(</span><span class="n">sgd</span><span class="p">)</span>
-<span class="go"><class 'mxnet.optimizer.sgd'=""></class></span>
+<span class="go"><class 'mxnet.optimizer.SGD'></span>
 <span class="gp">>>> </span><span class="n">adam</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">optimizer</span><span class="o">.</span><span class="n">create</span><span class="p">(</span><span class="s1">'adam'</span><span class="p">,</span> <span class="n">learning_rate</span><span class="o">=.</span><span class="mi">1</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="nb">type</span><span class="p">(</span><span class="n">adam</span><span class="p">)</span>
-<span class="go"><class 'mxnet.optimizer.adam'=""></class></span>
+<span class="go"><class 'mxnet.optimizer.Adam'></span>
 </pre></div>
 </div>
 </dd></dl>

diff --git a/versions/master/api/python/rnn.html b/versions/master/api/python/rnn.html
index 7239de5..b8297f0 100644
--- a/versions/master/api/python/rnn.html
+++ b/versions/master/api/python/rnn.html

@@ -8,9 +8,9 @@
 <title>RNN Cell API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="index.html" rel="up" title="MXNet - Python API"/>
-<link href="kvstore.html" rel="next" title="KVStore API">
-<link href="module.html" rel="prev" title="Module API">
+<link href="index.html" rel="up" title="MXNet - Python API">
+<link href="kvstore.html" rel="next" title="KVStore API"/>
+<link href="module.html" rel="prev" title="Module API"/>
 <link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
@@ -191,8 +191,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -754,7 +754,7 @@
 </dd></dl>
 <dl class="method">
 <dt id="mxnet.rnn.BaseRNNCell.begin_state">
-<code class="descname">begin_state</code><span class="sig-paren">(</span><em>func=<function zeros=""></function></em>, <em>**kwargs</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.rnn.BaseRNNCell.begin_state" title="Permalink to this definition">¶</a></dt>
+<code class="descname">begin_state</code><span class="sig-paren">(</span><em>func=<function zeros></em>, <em>**kwargs</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.rnn.BaseRNNCell.begin_state" title="Permalink to this definition">¶</a></dt>
 <dd><p>Initial state for this cell.</p>
 <table class="docutils field-list" frame="void" rules="none">
 <col class="field-name"/>
@@ -1131,7 +1131,7 @@
 <tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first last simple">
 <li><strong>sentences</strong> (<em>list of list of int</em>) – Encoded sentences.</li>
 <li><strong>batch_size</strong> (<em>int</em>) – Batch size of the data.</li>
-<li><strong>invalid_label</strong> (<em>int, optional</em>) – Key for invalid label, e.g. <end-of-sentence>. The default is -1.</end-of-sentence></li>
+<li><strong>invalid_label</strong> (<em>int, optional</em>) – Key for invalid label, e.g. <end-of-sentence>. The default is -1.</li>
 <li><strong>dtype</strong> (<em>str, optional</em>) – Data type of the encoding. The default data type is ‘float32’.</li>
 <li><strong>buckets</strong> (<em>list of int, optional</em>) – Size of the data buckets. Automatically generated if None.</li>
 <li><strong>data_name</strong> (<em>str, optional</em>) – Name of the data. The default name is ‘data’.</li>
@@ -1168,7 +1168,7 @@
 <li><strong>sentences</strong> (<em>list of list of str</em>) – A list of sentences to encode. Each sentence
 should be a list of string tokens.</li>
 <li><strong>vocab</strong> (<em>None or dict of str -> int</em>) – Optional input Vocabulary</li>
-<li><strong>invalid_label</strong> (<em>int, default -1</em>) – Index for invalid token, like <end-of-sentence></end-of-sentence></li>
+<li><strong>invalid_label</strong> (<em>int, default -1</em>) – Index for invalid token, like <end-of-sentence></li>
 <li><strong>invalid_key</strong> (<em>str, default 'n'</em>) – Key for invalid token. Use ‘n’ for end
 of sentence by default.</li>
 <li><strong>start_label</strong> (<em>int</em>) – lowest index.</li>

diff --git a/versions/master/api/python/symbol.html b/versions/master/api/python/symbol.html
index 1cbfdcc..71b5b98 100644
--- a/versions/master/api/python/symbol.html
+++ b/versions/master/api/python/symbol.html

@@ -8,9 +8,9 @@
 <title>Symbol API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="index.html" rel="up" title="MXNet - Python API"/>
-<link href="module.html" rel="next" title="Module API">
-<link href="ndarray.html" rel="prev" title="NDArray API">
+<link href="index.html" rel="up" title="MXNet - Python API">
+<link href="module.html" rel="next" title="Module API"/>
+<link href="ndarray.html" rel="prev" title="NDArray API"/>
 <link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
@@ -191,8 +191,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -287,11 +287,11 @@
 <span class="gp">>>> </span><span class="n">b</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">sym</span><span class="o">.</span><span class="n">Variable</span><span class="p">(</span><span class="s1">'b'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">c</span> <span class="o">=</span> <span class="mi">2</span> <span class="o">*</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
 <span class="gp">>>> </span><span class="nb">type</span><span class="p">(</span><span class="n">c</span><span class="p">)</span>
-<span class="go"><class 'mxnet.symbol.symbol'=""></class></span>
+<span class="go"><class 'mxnet.symbol.Symbol'></span>
 <span class="gp">>>> </span><span class="n">e</span> <span class="o">=</span> <span class="n">c</span><span class="o">.</span><span class="n">bind</span><span class="p">(</span><span class="n">mx</span><span class="o">.</span><span class="n">cpu</span><span class="p">(),</span> <span class="p">{</span><span class="s1">'a'</span><span class="p">:</span> <span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">]),</span> <span class="s1">'b'</span><span class="p">:</span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">])})</span>
 <span class="gp">>>> </span><span class="n">y</span> <span class="o">=</span> <span class="n">e</span><span class="o">.</span><span class="n">forward</span><span class="p">()</span>
 <span class="gp">>>> </span><span class="n">y</span>
-<span class="go">[<ndarray 2="" @cpu(0)="">]</ndarray></span>
+<span class="go">[<NDArray 2 @cpu(0)>]</span>
 <span class="gp">>>> </span><span class="n">y</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">asnumpy</span><span class="p">()</span>
 <span class="go">array([ 4.,  7.], dtype=float32)</span>
 </pre></div>
@@ -381,8 +381,8 @@
 </colgroup>
 <tbody valign="top">
 <tr class="row-odd"><td><a class="reference internal" href="#mxnet.symbol.Symbol.__lt__" title="mxnet.symbol.Symbol.__lt__"><code class="xref py py-obj docutils literal"><span class="pre">Symbol.__lt__</span></code></a></td>
-<td>x.__lt__(y) <=> x<y< td="">
-</y<></td></tr>
+<td>x.__lt__(y) <=> x<y</td>
+</tr>
 <tr class="row-even"><td><a class="reference internal" href="#mxnet.symbol.Symbol.__le__" title="mxnet.symbol.Symbol.__le__"><code class="xref py py-obj docutils literal"><span class="pre">Symbol.__le__</span></code></a></td>
 <td>x.__le__(y) <=> x<=y</td>
 </tr>
@@ -1209,12 +1209,12 @@
 <span class="gp">>>> </span><span class="n">e</span> <span class="o">=</span> <span class="n">d</span><span class="o">+</span><span class="n">c</span>
 <span class="gp">>>> </span><span class="n">out</span> <span class="o">=</span> <span class="n">e</span><span class="o">.</span><span class="n">get_children</span><span class="p">()</span>
 <span class="gp">>>> </span><span class="n">out</span>
-<span class="go"><symbol grouped=""></symbol></span>
+<span class="go"><Symbol Grouped></span>
 <span class="gp">>>> </span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">out</span><span class="p">:</span>
 <span class="gp">... </span>    <span class="n">i</span>
 <span class="gp">...</span>
-<span class="go"><symbol d=""></symbol></span>
-<span class="go"><symbol _plus0=""></symbol></span>
+<span class="go"><Symbol d></span>
+<span class="go"><Symbol _plus0></span>
 </pre></div>
 </div>
 </dd></dl>
@@ -1306,9 +1306,9 @@
 <p>Numerical negative, element-wise.</p>
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">a</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">sym</span><span class="o">.</span><span class="n">Variable</span><span class="p">(</span><span class="s1">'a'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">a</span>
-<span class="go"><symbol a=""></symbol></span>
+<span class="go"><Symbol a></span>
 <span class="gp">>>> </span><span class="o">-</span><span class="n">a</span>
-<span class="go"><symbol _mulscalar0=""></symbol></span>
+<span class="go"><Symbol _mulscalar0></span>
 <span class="gp">>>> </span><span class="n">a_neg</span> <span class="o">=</span> <span class="n">a</span><span class="o">.</span><span class="fm">__neg__</span><span class="p">()</span>
 <span class="gp">>>> </span><span class="n">c</span> <span class="o">=</span> <span class="n">a_neg</span><span class="o">*</span><span class="n">b</span>
 <span class="gp">>>> </span><span class="n">ex</span> <span class="o">=</span> <span class="n">c</span><span class="o">.</span><span class="n">eval</span><span class="p">(</span><span class="n">ctx</span><span class="o">=</span><span class="n">mx</span><span class="o">.</span><span class="n">cpu</span><span class="p">(),</span> <span class="n">a</span><span class="o">=</span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">ones</span><span class="p">([</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">]),</span> <span class="n">b</span><span class="o">=</span><span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">ones</span><span class="p">([</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">]))</span>
@@ -1366,10 +1366,10 @@
 <dl class="method">
 <dt id="mxnet.symbol.Symbol.__lt__">
 <code class="descname">__lt__</code><span class="sig-paren">(</span><em>other</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.symbol.Symbol.__lt__" title="Permalink to this definition">¶</a></dt>
-<dd><p>x.__lt__(y) <=> x<y< p="">
+<dd><p>x.__lt__(y) <=> x<y</p>
 <p>Scalar input is supported.
 Broadcasting is not supported. Use <cite>broadcast_lesser</cite> instead.</p>
-</y<></p></dd></dl>
+</dd></dl>
 <dl class="method">
 <dt id="mxnet.symbol.Symbol.__le__">
 <code class="descname">__le__</code><span class="sig-paren">(</span><em>other</em><span class="sig-paren">)</span><a class="headerlink" href="#mxnet.symbol.Symbol.__le__" title="Permalink to this definition">¶</a></dt>
@@ -1389,10 +1389,10 @@
 <span class="gp">>>> </span><span class="n">net2</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">symbol</span><span class="o">.</span><span class="n">FullyConnected</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s1">'fc3'</span><span class="p">,</span> <span class="n">num_hidden</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">composed</span> <span class="o">=</span> <span class="n">net2</span><span class="p">(</span><span class="n">fc3_data</span><span class="o">=</span><span class="n">net1</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s1">'composed'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">composed</span>
-<span class="go"><symbol composed=""></symbol></span>
+<span class="go"><Symbol composed></span>
 <span class="gp">>>> </span><span class="n">called</span> <span class="o">=</span> <span class="n">net2</span><span class="o">.</span><span class="fm">__call__</span><span class="p">(</span><span class="n">fc3_data</span><span class="o">=</span><span class="n">net1</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s1">'composed'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">called</span>
-<span class="go"><symbol composed=""></symbol></span>
+<span class="go"><Symbol composed></span>
 </pre></div>
 </div>
 <table class="docutils field-list" frame="void" rules="none">
@@ -1421,9 +1421,9 @@
 <p>Returns a sliced view of the input symbol.</p>
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">a</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">sym</span><span class="o">.</span><span class="n">var</span><span class="p">(</span><span class="s1">'a'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">a</span><span class="o">.</span><span class="fm">__getitem__</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
-<span class="go"><symbol a=""></symbol></span>
+<span class="go"><Symbol a></span>
 <span class="gp">>>> </span><span class="n">a</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
-<span class="go"><symbol a=""></symbol></span>
+<span class="go"><Symbol a></span>
 </pre></div>
 </div>
 <table class="docutils field-list" frame="void" rules="none">
@@ -1532,7 +1532,7 @@
 <span class="gp">>>> </span><span class="n">c</span> <span class="o">=</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
 <span class="gp">>>> </span><span class="n">d</span> <span class="o">=</span> <span class="n">c</span><span class="o">.</span><span class="n">get_internals</span><span class="p">()</span>
 <span class="gp">>>> </span><span class="n">d</span>
-<span class="go"><symbol grouped=""></symbol></span>
+<span class="go"><Symbol Grouped></span>
 <span class="gp">>>> </span><span class="n">d</span><span class="o">.</span><span class="n">list_outputs</span><span class="p">()</span>
 <span class="go">['a', 'b', '_plus4_output']</span>
 </pre></div>
@@ -1561,7 +1561,7 @@
 <span class="gp">>>> </span><span class="n">a</span> <span class="o">=</span> <span class="n">y</span><span class="o">+</span><span class="n">z</span>
 <span class="gp">>>> </span><span class="n">b</span> <span class="o">=</span> <span class="n">x</span><span class="o">+</span><span class="n">a</span>
 <span class="gp">>>> </span><span class="n">b</span><span class="o">.</span><span class="n">get_children</span><span class="p">()</span>
-<span class="go"><symbol grouped=""></symbol></span>
+<span class="go"><Symbol Grouped></span>
 <span class="gp">>>> </span><span class="n">b</span><span class="o">.</span><span class="n">get_children</span><span class="p">()</span><span class="o">.</span><span class="n">list_outputs</span><span class="p">()</span>
 <span class="go">['x', '_plus10_output']</span>
 <span class="gp">>>> </span><span class="n">b</span><span class="o">.</span><span class="n">get_children</span><span class="p">()</span><span class="o">.</span><span class="n">get_children</span><span class="p">()</span><span class="o">.</span><span class="n">list_outputs</span><span class="p">()</span>
@@ -1706,9 +1706,9 @@
 <span class="gp">>>> </span><span class="n">c</span> <span class="o">=</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
 <span class="gp">>>> </span><span class="n">arg_types</span><span class="p">,</span> <span class="n">out_types</span><span class="p">,</span> <span class="n">aux_types</span> <span class="o">=</span> <span class="n">c</span><span class="o">.</span><span class="n">infer_type</span><span class="p">(</span><span class="n">a</span><span class="o">=</span><span class="s1">'float32'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">arg_types</span>
-<span class="go">[<type 'numpy.float32'="">, <type 'numpy.float32'="">]</type></type></span>
+<span class="go">[<type 'numpy.float32'>, <type 'numpy.float32'>]</span>
 <span class="gp">>>> </span><span class="n">out_types</span>
-<span class="go">[<type 'numpy.float32'="">]</type></span>
+<span class="go">[<type 'numpy.float32'>]</span>
 <span class="gp">>>> </span><span class="n">aux_types</span>
 <span class="go">[]</span>
 </pre></div>
@@ -1970,7 +1970,7 @@
 <span class="gp">>>> </span><span class="n">y</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">sym</span><span class="o">.</span><span class="n">FullyConnected</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">num_hidden</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">exe</span> <span class="o">=</span> <span class="n">y</span><span class="o">.</span><span class="n">simple_bind</span><span class="p">(</span><span class="n">mx</span><span class="o">.</span><span class="n">cpu</span><span class="p">(),</span> <span class="n">x</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span><span class="mi">4</span><span class="p">),</span> <span class="n">grad_req</span><span class="o">=</span><span class="s1">'null'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">exe</span><span class="o">.</span><span class="n">forward</span><span class="p">()</span>
-<span class="go">[<ndarray 5x4="" @cpu(0)="">]</ndarray></span>
+<span class="go">[<NDArray 5x4 @cpu(0)>]</span>
 <span class="gp">>>> </span><span class="n">exe</span><span class="o">.</span><span class="n">outputs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">asnumpy</span><span class="p">()</span>
 <span class="go">array([[ 0.,  0.,  0.,  0.],</span>
 <span class="go">       [ 0.,  0.,  0.,  0.],</span>
@@ -1978,9 +1978,9 @@
 <span class="go">       [ 0.,  0.,  0.,  0.],</span>
 <span class="go">       [ 0.,  0.,  0.,  0.]], dtype=float32)</span>
 <span class="gp">>>> </span><span class="n">exe</span><span class="o">.</span><span class="n">arg_arrays</span>
-<span class="go">[<ndarray 5x4="" @cpu(0)="">, <ndarray 4x4="" @cpu(0)="">, <ndarray 4="" @cpu(0)="">]</ndarray></ndarray></ndarray></span>
+<span class="go">[<NDArray 5x4 @cpu(0)>, <NDArray 4x4 @cpu(0)>, <NDArray 4 @cpu(0)>]</span>
 <span class="gp">>>> </span><span class="n">exe</span><span class="o">.</span><span class="n">grad_arrays</span>
-<span class="go">[<ndarray 5x4="" @cpu(0)="">, <ndarray 4x4="" @cpu(0)="">, <ndarray 4="" @cpu(0)="">]</ndarray></ndarray></ndarray></span>
+<span class="go">[<NDArray 5x4 @cpu(0)>, <NDArray 4x4 @cpu(0)>, <NDArray 4 @cpu(0)>]</span>
 </pre></div>
 </div>
 <table class="docutils field-list" frame="void" rules="none">
@@ -2030,10 +2030,10 @@
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">a</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">sym</span><span class="o">.</span><span class="n">Variable</span><span class="p">(</span><span class="s1">'a'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">b</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">sym</span><span class="o">.</span><span class="n">Variable</span><span class="p">(</span><span class="s1">'b'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">c</span> <span class="o">=</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
-<span class="go"><symbol _plus1=""></symbol></span>
+<span class="go"><Symbol _plus1></span>
 <span class="gp">>>> </span><span class="n">ex</span> <span class="o">=</span> <span class="n">c</span><span class="o">.</span><span class="n">bind</span><span class="p">(</span><span class="n">ctx</span><span class="o">=</span><span class="n">mx</span><span class="o">.</span><span class="n">cpu</span><span class="p">(),</span> <span class="n">args</span><span class="o">=</span><span class="p">{</span><span class="s1">'a'</span> <span class="p">:</span> <span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">ones</span><span class="p">([</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">]),</span> <span class="s1">'b'</span> <span class="p">:</span> <span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">ones</span><span class="p">([</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">])})</span>
 <span class="gp">>>> </span><span class="n">ex</span><span class="o">.</span><span class="n">forward</span><span class="p">()</span>
-<span class="go">[<ndarray 2x3="" @cpu(0)="">]</ndarray></span>
+<span class="go">[<NDArray 2x3 @cpu(0)>]</span>
 <span class="gp">>>> </span><span class="n">ex</span><span class="o">.</span><span class="n">outputs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">asnumpy</span><span class="p">()</span>
 <span class="go">[[ 2.  2.  2.]</span>
 <span class="go">[ 2.  2.  2.]]</span>
@@ -2147,7 +2147,7 @@
 <span class="gp">>>> </span><span class="n">c</span> <span class="o">=</span> <span class="n">a</span> <span class="o">+</span> <span class="n">b</span>
 <span class="gp">>>> </span><span class="n">ex</span> <span class="o">=</span> <span class="n">c</span><span class="o">.</span><span class="n">eval</span><span class="p">(</span><span class="n">ctx</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">cpu</span><span class="p">(),</span> <span class="n">a</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">ones</span><span class="p">([</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">]),</span> <span class="n">b</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">nd</span><span class="o">.</span><span class="n">ones</span><span class="p">([</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">]))</span>
 <span class="gp">>>> </span><span class="n">ex</span>
-<span class="go">[<ndarray 2x3="" @cpu(0)="">]</ndarray></span>
+<span class="go">[<NDArray 2x3 @cpu(0)>]</span>
 <span class="gp">>>> </span><span class="n">ex</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">asnumpy</span><span class="p">()</span>
 <span class="go">array([[ 2.,  2.,  2.],</span>
 <span class="go">       [ 2.,  2.,  2.]], dtype=float32)</span>
@@ -2201,7 +2201,7 @@
 <dd><p>Creates a symbolic variable with specified name.</p>
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">data</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">sym</span><span class="o">.</span><span class="n">Variable</span><span class="p">(</span><span class="s1">'data'</span><span class="p">,</span> <span class="n">attr</span><span class="o">=</span><span class="p">{</span><span class="s1">'a'</span><span class="p">:</span> <span class="s1">'b'</span><span class="p">})</span>
 <span class="gp">>>> </span><span class="n">data</span>
-<span class="go"><symbol data=""></symbol></span>
+<span class="go"><Symbol data></span>
 </pre></div>
 </div>
 <table class="docutils field-list" frame="void" rules="none">
@@ -2238,7 +2238,7 @@
 <dd><p>Creates a symbolic variable with specified name.</p>
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">data</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">sym</span><span class="o">.</span><span class="n">Variable</span><span class="p">(</span><span class="s1">'data'</span><span class="p">,</span> <span class="n">attr</span><span class="o">=</span><span class="p">{</span><span class="s1">'a'</span><span class="p">:</span> <span class="s1">'b'</span><span class="p">})</span>
 <span class="gp">>>> </span><span class="n">data</span>
-<span class="go"><symbol data=""></symbol></span>
+<span class="go"><Symbol data></span>
 </pre></div>
 </div>
 <table class="docutils field-list" frame="void" rules="none">
@@ -2276,7 +2276,7 @@
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">a</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">sym</span><span class="o">.</span><span class="n">Variable</span><span class="p">(</span><span class="s1">'a'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">b</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">sym</span><span class="o">.</span><span class="n">Variable</span><span class="p">(</span><span class="s1">'b'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">mx</span><span class="o">.</span><span class="n">sym</span><span class="o">.</span><span class="n">Group</span><span class="p">([</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">])</span>
-<span class="go"><symbol grouped=""></symbol></span>
+<span class="go"><Symbol Grouped></span>
 </pre></div>
 </div>
 <table class="docutils field-list" frame="void" rules="none">
@@ -2620,7 +2620,7 @@
 <span class="gp">>>> </span><span class="n">mlp</span> <span class="o">=</span> <span class="n">Activation</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">mlp</span><span class="p">,</span> <span class="n">act_type</span><span class="o">=</span><span class="s1">'relu'</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s1">'activation'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">mlp</span> <span class="o">=</span> <span class="n">FullyConnected</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">mlp</span><span class="p">,</span> <span class="n">num_hidden</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s1">'mlp'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">mlp</span>
-<span class="go"><symbol mlp=""></symbol></span>
+<span class="go"><Symbol mlp></span>
 </pre></div>
 </div>
 <p>ReLU activation</p>
@@ -2942,7 +2942,7 @@
 <span class="gp">>>> </span><span class="n">b</span> <span class="o">=</span> <span class="n">Variable</span><span class="p">(</span><span class="s1">'b'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">c</span> <span class="o">=</span> <span class="n">Concat</span><span class="p">(</span><span class="n">a</span><span class="p">,</span> <span class="n">b</span><span class="p">,</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s1">'my-concat'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">c</span>
-<span class="go"><symbol my-concat=""></symbol></span>
+<span class="go"><Symbol my-concat></span>
 <span class="gp">>>> </span><span class="n">SymbolDoc</span><span class="o">.</span><span class="n">get_output_shape</span><span class="p">(</span><span class="n">c</span><span class="p">,</span> <span class="n">a</span><span class="o">=</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="n">b</span><span class="o">=</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">15</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">))</span>
 <span class="go">{'my-concat_output': (128L, 25L, 3L, 3L)}</span>
 </pre></div>
@@ -3519,7 +3519,7 @@
 <span class="gp">... </span><span class="n">num_hidden</span><span class="o">=</span><span class="mi">512</span><span class="p">,</span>
 <span class="gp">... </span><span class="n">name</span><span class="o">=</span><span class="s1">'FC1'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">op</span>
-<span class="go"><symbol fc1=""></symbol></span>
+<span class="go"><Symbol FC1></span>
 <span class="gp">>>> </span><span class="n">SymbolDoc</span><span class="o">.</span><span class="n">get_output_shape</span><span class="p">(</span><span class="n">op</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">100</span><span class="p">))</span>
 <span class="go">{'FC1_output': (128L, 512L)}</span>
 </pre></div>
@@ -3532,7 +3532,7 @@
 <span class="gp">>>> </span><span class="c1"># 10-class predictor (e.g. MNIST)</span>
 <span class="gp">>>> </span><span class="n">net</span> <span class="o">=</span> <span class="n">FullyConnected</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">net</span><span class="p">,</span> <span class="n">num_hidden</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s1">'pred'</span><span class="p">)</span>
 <span class="gp">>>> </span><span class="n">net</span>
-<span class="go"><symbol pred=""></symbol></span>
+<span class="go"><Symbol pred></span>
 </pre></div>
 </div>
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">dim_in</span><span class="p">,</span> <span class="n">dim_out</span> <span class="o">=</span> <span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">)</span>
@@ -10217,8 +10217,8 @@
 </pre></div>
 </div>
 </li>
-<li><p class="first"><strong>n<d< strong="">. The input is promoted to be d-dimensional by prepending new axes. So a
-shape <code class="docutils literal"><span class="pre">(2,2)</span></code> array is promoted to <code class="docutils literal"><span class="pre">(1,2,2)</span></code> for 3-D replication:</d<></strong></p>
+<li><p class="first"><strong>n<d</strong>. The input is promoted to be d-dimensional by prepending new axes. So a
+shape <code class="docutils literal"><span class="pre">(2,2)</span></code> array is promoted to <code class="docutils literal"><span class="pre">(1,2,2)</span></code> for 3-D replication:</p>
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="n">tile</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">reps</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">))</span> <span class="o">=</span> <span class="p">[[[</span> <span class="mf">1.</span><span class="p">,</span>  <span class="mf">2.</span><span class="p">,</span>  <span class="mf">1.</span><span class="p">,</span>  <span class="mf">2.</span><span class="p">,</span>  <span class="mf">1.</span><span class="p">,</span>  <span class="mf">2.</span><span class="p">],</span>
                           <span class="p">[</span> <span class="mf">3.</span><span class="p">,</span>  <span class="mf">4.</span><span class="p">,</span>  <span class="mf">3.</span><span class="p">,</span>  <span class="mf">4.</span><span class="p">,</span>  <span class="mf">3.</span><span class="p">,</span>  <span class="mf">4.</span><span class="p">],</span>
                           <span class="p">[</span> <span class="mf">1.</span><span class="p">,</span>  <span class="mf">2.</span><span class="p">,</span>  <span class="mf">1.</span><span class="p">,</span>  <span class="mf">2.</span><span class="p">,</span>  <span class="mf">1.</span><span class="p">,</span>  <span class="mf">2.</span><span class="p">],</span>

diff --git a/versions/master/api/python/symbol_in_pictures.html b/versions/master/api/python/symbol_in_pictures.html
index 27d2a1d..2e0a6d4 100644
--- a/versions/master/api/python/symbol_in_pictures.html
+++ b/versions/master/api/python/symbol_in_pictures.html

@@ -8,9 +8,9 @@
 <title>Symbolic Configuration and Execution in Pictures — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/api/r/index.html b/versions/master/api/r/index.html
index b5d8a7a..6a9d877 100644
--- a/versions/master/api/r/index.html
+++ b/versions/master/api/r/index.html

@@ -8,9 +8,9 @@
 <title>MXNet - R API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="../julia/index.html" rel="next" title="MXNet - Julia API"/>
-<link href="../python/metric.html" rel="prev" title="Evaluation Metric API">
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="../julia/index.html" rel="next" title="MXNet - Julia API">
+<link href="../python/metric.html" rel="prev" title="Evaluation Metric API"/>
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -190,8 +190,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/api/scala/index.html b/versions/master/api/scala/index.html
index 13b1a28..328e9de 100644
--- a/versions/master/api/scala/index.html
+++ b/versions/master/api/scala/index.html

@@ -8,9 +8,9 @@
 <title>MXNet - Scala API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="../perl/index.html" rel="next" title="MXNet - Perl API"/>
-<link href="../c++/index.html" rel="prev" title="MXNet - C++ API">
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="../perl/index.html" rel="next" title="MXNet - Perl API">
+<link href="../c++/index.html" rel="prev" title="MXNet - C++ API"/>
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -190,8 +190,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/api/scala/io.html b/versions/master/api/scala/io.html
index 2e663a7..65b9f58 100644
--- a/versions/master/api/scala/io.html
+++ b/versions/master/api/scala/io.html

@@ -8,9 +8,9 @@
 <title>MXNet Scala Data Loading API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -372,7 +372,7 @@
 </pre></div>
 </div>
 </li>
-<li><p class="first">In the iterator generation code, set <code class="docutils literal"><span class="pre">label_width=4</span></code> and <code class="docutils literal"><span class="pre">path_imglist=<<the< span=""> <span class="pre">PATH</span> <span class="pre">TO</span> <span class="pre">YOUR</span> <span class="pre">image.lst>></span></the<></span></code>, for example:</p>
+<li><p class="first">In the iterator generation code, set <code class="docutils literal"><span class="pre">label_width=4</span></code> and <code class="docutils literal"><span class="pre">path_imglist=<<The</span> <span class="pre">PATH</span> <span class="pre">TO</span> <span class="pre">YOUR</span> <span class="pre">image.lst>></span></code>, for example:</p>
 <div class="highlight-scala"><div class="highlight"><pre><span></span>    <span class="k">val</span> <span class="n">dataiter</span> <span class="k">=</span> <span class="nc">IO</span><span class="o">.</span><span class="nc">ImageRecordIter</span><span class="o">(</span><span class="nc">Map</span><span class="o">(</span>
       <span class="s">"path_imgrec"</span> <span class="o">-></span> <span class="s">"data/cifar/train.rec"</span><span class="o">,</span>
       <span class="s">"data_shape"</span> <span class="o">-></span> <span class="s">"(3,28,28)"</span><span class="o">,</span>

diff --git a/versions/master/api/scala/kvstore.html b/versions/master/api/scala/kvstore.html
index a5463f3..27d8d86 100644
--- a/versions/master/api/scala/kvstore.html
+++ b/versions/master/api/scala/kvstore.html

@@ -8,9 +8,9 @@
 <title>KVStore API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/api/scala/model.html b/versions/master/api/scala/model.html
index 4d57f9b..9458f0e 100644
--- a/versions/master/api/scala/model.html
+++ b/versions/master/api/scala/model.html

@@ -8,9 +8,9 @@
 <title>MXNet Scala Model API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -301,7 +301,7 @@
 <div class="section" id="periodic-checkpointing">
 <span id="periodic-checkpointing"></span><h2>Periodic Checkpointing<a class="headerlink" href="#periodic-checkpointing" title="Permalink to this headline">¶</a></h2>
 <p>We recommend checkpointing your model after each iteration.
-To do this, use <code class="docutils literal"><span class="pre">EpochEndCallback</span></code> to add a <code class="docutils literal"><span class="pre">Model.saveCheckpoint(<parameters>)</parameters></span></code> checkpoint callback to the function after each iteration .</p>
+To do this, use <code class="docutils literal"><span class="pre">EpochEndCallback</span></code> to add a <code class="docutils literal"><span class="pre">Model.saveCheckpoint(<parameters>)</span></code> checkpoint callback to the function after each iteration .</p>
 <div class="highlight-scala"><div class="highlight"><pre><span></span>    <span class="c1">// modelPrefix-symbol.json will be saved for symbol.</span>
     <span class="c1">// modelPrefix-epoch.params will be saved for parameters.</span>
     <span class="c1">// Checkpoint the model into file. Can specify parameters.</span>

diff --git a/versions/master/api/scala/module.html b/versions/master/api/scala/module.html
index 7a7bbef..afedebf 100644
--- a/versions/master/api/scala/module.html
+++ b/versions/master/api/scala/module.html

@@ -8,9 +8,9 @@
 <title>Module API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/api/scala/ndarray.html b/versions/master/api/scala/ndarray.html
index 341bfb7..ff659ad 100644
--- a/versions/master/api/scala/ndarray.html
+++ b/versions/master/api/scala/ndarray.html

@@ -8,9 +8,9 @@
 <title>NDArray API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/api/scala/symbol.html b/versions/master/api/scala/symbol.html
index 2c25060..3a5f5f3 100644
--- a/versions/master/api/scala/symbol.html
+++ b/versions/master/api/scala/symbol.html

@@ -8,9 +8,9 @@
 <title>MXNet Scala Symbolic API — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -325,7 +325,7 @@
 thing: running a trained network), the input arguments are the
 input data, and the weights of the neural network that were learned during training.</p>
 <p>To manually execute a set of symbols, you need to create an [<code class="docutils literal"><span class="pre">Executor</span></code>] object,
-which is typically constructed by calling the [<code class="docutils literal"><span class="pre">simpleBind(<parameters>)</parameters></span></code>] method on a symbol.</p>
+which is typically constructed by calling the [<code class="docutils literal"><span class="pre">simpleBind(<parameters>)</span></code>] method on a symbol.</p>
 </div>
 <div class="section" id="multiple-outputs">
 <span id="multiple-outputs"></span><h2>Multiple Outputs<a class="headerlink" href="#multiple-outputs" title="Permalink to this headline">¶</a></h2>

diff --git a/versions/master/api/scala/symbol_in_pictures.html b/versions/master/api/scala/symbol_in_pictures.html
index 490b42c..5bafcd7 100644
--- a/versions/master/api/scala/symbol_in_pictures.html
+++ b/versions/master/api/scala/symbol_in_pictures.html

@@ -8,9 +8,9 @@
 <title>Symbolic Configuration and Execution in Pictures — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/architecture/index.html b/versions/master/architecture/index.html
index 9255a3c..b08b62b 100644
--- a/versions/master/architecture/index.html
+++ b/versions/master/architecture/index.html

@@ -8,9 +8,9 @@
 <title>MXNet Architecture — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="../tutorials/index.html" rel="next" title="Tutorials"/>
-<link href="../get_started/index.html" rel="prev" title="<no title>">
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="../tutorials/index.html" rel="next" title="Tutorials">
+<link href="../get_started/index.html" rel="prev" title="<no title>"/>
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -190,8 +190,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/architecture/note_data_loading.html b/versions/master/architecture/note_data_loading.html
index 2050ae2..97eb0a9 100644
--- a/versions/master/architecture/note_data_loading.html
+++ b/versions/master/architecture/note_data_loading.html

@@ -8,9 +8,9 @@
 <title>Designing Efficient Data Loaders for Deep Learning — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -300,11 +300,11 @@
 In MXNet, we rely on the binary recordIO format implemented in dmlc-core.</p>
 <div class="section" id="binary-record">
 <span id="binary-record"></span><h3>Binary Record<a class="headerlink" href="#binary-record" title="Permalink to this headline">¶</a></h3>
-<p><img alt="baserecordio" src="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/io/baserecordio.jpg"/>
+<p><img alt="baserecordio" src="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/io/baserecordio.jpg">
 In MXNet’s binary RecordIO, we store each data instance as a record.
 <strong>kMagic</strong> is a <em>magic number</em> indicating the start of a record.
 <strong>Lrecord</strong> encodes length and a continue flag.
-In lrecord,</p>
+In lrecord,</img></p>
 <ul class="simple">
 <li>cflag == 0: this is a complete record</li>
 <li>cflag == 1: start of a multiple-records</li>

diff --git a/versions/master/architecture/note_engine.html b/versions/master/architecture/note_engine.html
index d6d9b3d..3f89462 100644
--- a/versions/master/architecture/note_engine.html
+++ b/versions/master/architecture/note_engine.html

@@ -8,9 +8,9 @@
 <title>Dependency Engine for Deep Learning — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/architecture/note_memory.html b/versions/master/architecture/note_memory.html
index 18ec7c8..6c86b05 100644
--- a/versions/master/architecture/note_memory.html
+++ b/versions/master/architecture/note_memory.html

@@ -8,9 +8,9 @@
 <title>Optimizing Memory Consumption in Deep Learning — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/architecture/program_model.html b/versions/master/architecture/program_model.html
index 8ae109d..38f2af7 100644
--- a/versions/master/architecture/program_model.html
+++ b/versions/master/architecture/program_model.html

@@ -8,9 +8,9 @@
 <title>Deep Learning Programming Style — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
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@@ -8,9 +8,9 @@
 <title>Installing MXNet froum source on OS X (Mac) — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -370,8 +370,8 @@
 <div class="section" id="install-the-mxnet-package-for-julia">
 <span id="install-the-mxnet-package-for-julia"></span><h2>Install the MXNet Package for Julia<a class="headerlink" href="#install-the-mxnet-package-for-julia" title="Permalink to this headline">¶</a></h2>
 <p>The MXNet package for Julia is hosted in a separate repository, MXNet.jl, which is available on <a class="reference external" href="https://github.com/dmlc/MXNet.jl">GitHub</a>. To use Julia binding it with an existing libmxnet installation, set the <code class="docutils literal"><span class="pre">MXNET_HOME</span></code> environment variable by running the following command:</p>
-<div class="highlight-bash"><div class="highlight"><pre><span></span>    <span class="nb">export</span> <span class="nv">MXNET_HOME</span><span class="o">=</span>/<path to="">/libmxnet
-</path></pre></div>
+<div class="highlight-bash"><div class="highlight"><pre><span></span>    <span class="nb">export</span> <span class="nv">MXNET_HOME</span><span class="o">=</span>/<path to>/libmxnet
+</pre></div>
 </div>
 <p>The path to the existing libmxnet installation should be the root directory of libmxnet. In other words, you should be able to find the <code class="docutils literal"><span class="pre">libmxnet.so</span></code> file at <code class="docutils literal"><span class="pre">$MXNET_HOME/lib</span></code>. For example, if the root directory of libmxnet is <code class="docutils literal"><span class="pre">~</span></code>, you would run the following command:</p>
 <div class="highlight-bash"><div class="highlight"><pre><span></span>    <span class="nb">export</span> <span class="nv">MXNET_HOME</span><span class="o">=</span>/~/libmxnet

diff --git a/versions/master/get_started/raspbian_setup.html b/versions/master/get_started/raspbian_setup.html
index 1910d01..2e3c1f6 100644
--- a/versions/master/get_started/raspbian_setup.html
+++ b/versions/master/get_started/raspbian_setup.html

@@ -5,12 +5,12 @@
 <meta charset="utf-8"/>
 <meta content="IE=edge" http-equiv="X-UA-Compatible"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title><no title=""> — mxnet  documentation</no></title>
+<title><no title> — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -234,7 +234,7 @@
 <div class="content">
 <!-- This page should be deleted after sometime (Allowing search engines
 to update links) -->
-<meta content="3; url=http://mxnet.io/get_started/install.html" http-equiv="refresh"/>
+<meta content="3; url=http://mxnet.io/get_started/install.html" http-equiv="refresh">
 <!-- Just in case redirection does not work -->
 <p>
 <a href="http://mxnet.io/get_started/install.html">
@@ -245,7 +245,7 @@
 <p> © 2015-2017 DMLC. All rights reserved. </p>
 </div>
 </div>
-</div>
+</meta></div>
 <div aria-label="main navigation" class="sphinxsidebar rightsidebar" role="navigation">
 <div class="sphinxsidebarwrapper">
 </div>

diff --git a/versions/master/get_started/tx2_setup.html b/versions/master/get_started/tx2_setup.html
index 1910d01..2e3c1f6 100644
--- a/versions/master/get_started/tx2_setup.html
+++ b/versions/master/get_started/tx2_setup.html

@@ -5,12 +5,12 @@
 <meta charset="utf-8"/>
 <meta content="IE=edge" http-equiv="X-UA-Compatible"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title><no title=""> — mxnet  documentation</no></title>
+<title><no title> — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -234,7 +234,7 @@
 <div class="content">
 <!-- This page should be deleted after sometime (Allowing search engines
 to update links) -->
-<meta content="3; url=http://mxnet.io/get_started/install.html" http-equiv="refresh"/>
+<meta content="3; url=http://mxnet.io/get_started/install.html" http-equiv="refresh">
 <!-- Just in case redirection does not work -->
 <p>
 <a href="http://mxnet.io/get_started/install.html">
@@ -245,7 +245,7 @@
 <p> © 2015-2017 DMLC. All rights reserved. </p>
 </div>
 </div>
-</div>
+</meta></div>
 <div aria-label="main navigation" class="sphinxsidebar rightsidebar" role="navigation">
 <div class="sphinxsidebarwrapper">
 </div>

diff --git a/versions/master/get_started/ubuntu_setup.html b/versions/master/get_started/ubuntu_setup.html
index 055f0ec..506498b 100644
--- a/versions/master/get_started/ubuntu_setup.html
+++ b/versions/master/get_started/ubuntu_setup.html

@@ -8,9 +8,9 @@
 <title>Installing MXNet on Ubuntu — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -364,8 +364,8 @@
 <div class="section" id="install-the-mxnet-package-for-julia">
 <span id="install-the-mxnet-package-for-julia"></span><h3>Install the MXNet Package for Julia<a class="headerlink" href="#install-the-mxnet-package-for-julia" title="Permalink to this headline">¶</a></h3>
 <p>The MXNet package for Julia is hosted in a separate repository, MXNet.jl, which is available on <a class="reference external" href="https://github.com/dmlc/MXNet.jl">GitHub</a>. To use Julia binding it with an existing libmxnet installation, set the <code class="docutils literal"><span class="pre">MXNET_HOME</span></code> environment variable by running the following command:</p>
-<div class="highlight-bash"><div class="highlight"><pre><span></span>    <span class="nb">export</span> <span class="nv">MXNET_HOME</span><span class="o">=</span>/<path to="">/libmxnet
-</path></pre></div>
+<div class="highlight-bash"><div class="highlight"><pre><span></span>    <span class="nb">export</span> <span class="nv">MXNET_HOME</span><span class="o">=</span>/<path to>/libmxnet
+</pre></div>
 </div>
 <p>The path to the existing libmxnet installation should be the root directory of libmxnet. In other words, you should be able to find the <code class="docutils literal"><span class="pre">libmxnet.so</span></code> file at <code class="docutils literal"><span class="pre">$MXNET_HOME/lib</span></code>. For example, if the root directory of libmxnet is <code class="docutils literal"><span class="pre">~</span></code>, you would run the following command:</p>
 <div class="highlight-bash"><div class="highlight"><pre><span></span>    <span class="nb">export</span> <span class="nv">MXNET_HOME</span><span class="o">=</span>/~/libmxnet
@@ -388,27 +388,27 @@
 <span id="use-the-prebuilt-binary-package"></span><h4>Use the Prebuilt Binary Package<a class="headerlink" href="#use-the-prebuilt-binary-package" title="Permalink to this headline">¶</a></h4>
 <p>For Linux users, MXNet provides prebuilt binary packages that support computers with either GPU or CPU processors. To download and build these packages using <code class="docutils literal"><span class="pre">Maven</span></code>, change the <code class="docutils literal"><span class="pre">artifactId</span></code> in the following Maven dependency to match your architecture:</p>
 <div class="highlight-HTML"><div class="highlight"><pre><span></span><span class="p"><</span><span class="nt">dependency</span><span class="p">></span>
-  <span class="p"><</span><span class="nt">groupId</span><span class="p">></span>ml.dmlc.mxnet<span class="p"><!--</span--><span class="nt">groupId</span><span class="p">></span>
-  <span class="p"><</span><span class="nt">artifactId</span><span class="p">></span>mxnet-full_<span class="p"><</span><span class="nt">system</span> <span class="na">architecture</span><span class="p">><!--</span--><span class="nt">artifactId</span><span class="p">></span>
-  <span class="p"><</span><span class="nt">version</span><span class="p">></span>0.1.1<span class="p"><!--</span--><span class="nt">version</span><span class="p">></span>
-<span class="p"><!--</span--><span class="nt">dependency</span><span class="p">></span>
-</span></span></span></span></pre></div>
+  <span class="p"><</span><span class="nt">groupId</span><span class="p">></span>ml.dmlc.mxnet<span class="p"></</span><span class="nt">groupId</span><span class="p">></span>
+  <span class="p"><</span><span class="nt">artifactId</span><span class="p">></span>mxnet-full_<span class="p"><</span><span class="nt">system</span> <span class="na">architecture</span><span class="p">></</span><span class="nt">artifactId</span><span class="p">></span>
+  <span class="p"><</span><span class="nt">version</span><span class="p">></span>0.1.1<span class="p"></</span><span class="nt">version</span><span class="p">></span>
+<span class="p"></</span><span class="nt">dependency</span><span class="p">></span>
+</pre></div>
 </div>
 <p>For example, to download and build the 64-bit CPU-only version for Linux, use:</p>
 <div class="highlight-HTML"><div class="highlight"><pre><span></span><span class="p"><</span><span class="nt">dependency</span><span class="p">></span>
-  <span class="p"><</span><span class="nt">groupId</span><span class="p">></span>ml.dmlc.mxnet<span class="p"><!--</span--><span class="nt">groupId</span><span class="p">></span>
-  <span class="p"><</span><span class="nt">artifactId</span><span class="p">></span>mxnet-full_2.10-linux-x86_64-cpu<span class="p"><!--</span--><span class="nt">artifactId</span><span class="p">></span>
-  <span class="p"><</span><span class="nt">version</span><span class="p">></span>0.1.1<span class="p"><!--</span--><span class="nt">version</span><span class="p">></span>
-<span class="p"><!--</span--><span class="nt">dependency</span><span class="p">></span>
-</span></span></span></span></pre></div>
+  <span class="p"><</span><span class="nt">groupId</span><span class="p">></span>ml.dmlc.mxnet<span class="p"></</span><span class="nt">groupId</span><span class="p">></span>
+  <span class="p"><</span><span class="nt">artifactId</span><span class="p">></span>mxnet-full_2.10-linux-x86_64-cpu<span class="p"></</span><span class="nt">artifactId</span><span class="p">></span>
+  <span class="p"><</span><span class="nt">version</span><span class="p">></span>0.1.1<span class="p"></</span><span class="nt">version</span><span class="p">></span>
+<span class="p"></</span><span class="nt">dependency</span><span class="p">></span>
+</pre></div>
 </div>
 <p>If your native environment differs slightly from the assembly package, for example, if you use the openblas package instead of the atlas package, it’s better to use the mxnet-core package and put the compiled Java native library in your load path:</p>
 <div class="highlight-HTML"><div class="highlight"><pre><span></span><span class="p"><</span><span class="nt">dependency</span><span class="p">></span>
-  <span class="p"><</span><span class="nt">groupId</span><span class="p">></span>ml.dmlc.mxnet<span class="p"><!--</span--><span class="nt">groupId</span><span class="p">></span>
-  <span class="p"><</span><span class="nt">artifactId</span><span class="p">></span>mxnet-core_2.10<span class="p"><!--</span--><span class="nt">artifactId</span><span class="p">></span>
-  <span class="p"><</span><span class="nt">version</span><span class="p">></span>0.1.1<span class="p"><!--</span--><span class="nt">version</span><span class="p">></span>
-<span class="p"><!--</span--><span class="nt">dependency</span><span class="p">></span>
-</span></span></span></span></pre></div>
+  <span class="p"><</span><span class="nt">groupId</span><span class="p">></span>ml.dmlc.mxnet<span class="p"></</span><span class="nt">groupId</span><span class="p">></span>
+  <span class="p"><</span><span class="nt">artifactId</span><span class="p">></span>mxnet-core_2.10<span class="p"></</span><span class="nt">artifactId</span><span class="p">></span>
+  <span class="p"><</span><span class="nt">version</span><span class="p">></span>0.1.1<span class="p"></</span><span class="nt">version</span><span class="p">></span>
+<span class="p"></</span><span class="nt">dependency</span><span class="p">></span>
+</pre></div>
 </div>
 </div>
 <div class="section" id="build-the-library-from-source-code">

diff --git a/versions/master/get_started/why_mxnet.html b/versions/master/get_started/why_mxnet.html
index 70a5106..3451471 100644
--- a/versions/master/get_started/why_mxnet.html
+++ b/versions/master/get_started/why_mxnet.html

@@ -8,9 +8,9 @@
 <title>Why MXNet? — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/get_started/windows_setup.html b/versions/master/get_started/windows_setup.html
index 82fcf21..7bb2527 100644
--- a/versions/master/get_started/windows_setup.html
+++ b/versions/master/get_started/windows_setup.html

@@ -8,9 +8,9 @@
 <title>Installing MXNet in Windows — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -444,8 +444,8 @@
 <div class="section" id="install-the-mxnet-package-for-julia">
 <span id="install-the-mxnet-package-for-julia"></span><h2>Install the MXNet Package for Julia<a class="headerlink" href="#install-the-mxnet-package-for-julia" title="Permalink to this headline">¶</a></h2>
 <p>The MXNet package for Julia is hosted in a separate repository, MXNet.jl, which is available on <a class="reference external" href="https://github.com/dmlc/MXNet.jl">GitHub</a>. To use Julia binding it with an existing libmxnet installation, set the <code class="docutils literal"><span class="pre">MXNET_HOME</span></code> environment variable by running the following command:</p>
-<div class="highlight-bash"><div class="highlight"><pre><span></span><span class="nb">export</span> <span class="nv">MXNET_HOME</span><span class="o">=</span>/<path to="">/libmxnet
-</path></pre></div>
+<div class="highlight-bash"><div class="highlight"><pre><span></span><span class="nb">export</span> <span class="nv">MXNET_HOME</span><span class="o">=</span>/<path to>/libmxnet
+</pre></div>
 </div>
 <p>The path to the existing libmxnet installation should be the root directory of libmxnet. In other words, you should be able to find the <code class="docutils literal"><span class="pre">libmxnet.so</span></code> file at <code class="docutils literal"><span class="pre">$MXNET_HOME/lib</span></code>. For example, if the root directory of libmxnet is <code class="docutils literal"><span class="pre">~</span></code>, you would run the following command:</p>
 <div class="highlight-bash"><div class="highlight"><pre><span></span>    <span class="nb">export</span> <span class="nv">MXNET_HOME</span><span class="o">=</span>/~/libmxnet
@@ -468,27 +468,27 @@
 <span id="use-the-prebuilt-binary-package"></span><h3>Use the Prebuilt Binary Package<a class="headerlink" href="#use-the-prebuilt-binary-package" title="Permalink to this headline">¶</a></h3>
 <p>For Linux and OS X (Mac) users, MXNet provides prebuilt binary packages that support computers with either GPU or CPU processors. To download and build these packages using <code class="docutils literal"><span class="pre">Maven</span></code>, change the <code class="docutils literal"><span class="pre">artifactId</span></code> in the following Maven dependency to match your architecture:</p>
 <div class="highlight-HTML"><div class="highlight"><pre><span></span><span class="p"><</span><span class="nt">dependency</span><span class="p">></span>
-  <span class="p"><</span><span class="nt">groupId</span><span class="p">></span>ml.dmlc.mxnet<span class="p"><!--</span--><span class="nt">groupId</span><span class="p">></span>
-  <span class="p"><</span><span class="nt">artifactId</span><span class="p">></span>mxnet-full_<span class="p"><</span><span class="nt">system</span> <span class="na">architecture</span><span class="p">><!--</span--><span class="nt">artifactId</span><span class="p">></span>
-  <span class="p"><</span><span class="nt">version</span><span class="p">></span>0.1.1<span class="p"><!--</span--><span class="nt">version</span><span class="p">></span>
-<span class="p"><!--</span--><span class="nt">dependency</span><span class="p">></span>
-</span></span></span></span></pre></div>
+  <span class="p"><</span><span class="nt">groupId</span><span class="p">></span>ml.dmlc.mxnet<span class="p"></</span><span class="nt">groupId</span><span class="p">></span>
+  <span class="p"><</span><span class="nt">artifactId</span><span class="p">></span>mxnet-full_<span class="p"><</span><span class="nt">system</span> <span class="na">architecture</span><span class="p">></</span><span class="nt">artifactId</span><span class="p">></span>
+  <span class="p"><</span><span class="nt">version</span><span class="p">></span>0.1.1<span class="p"></</span><span class="nt">version</span><span class="p">></span>
+<span class="p"></</span><span class="nt">dependency</span><span class="p">></span>
+</pre></div>
 </div>
 <p>For example, to download and build the 64-bit CPU-only version for Linux, use:</p>
 <div class="highlight-HTML"><div class="highlight"><pre><span></span><span class="p"><</span><span class="nt">dependency</span><span class="p">></span>
-  <span class="p"><</span><span class="nt">groupId</span><span class="p">></span>ml.dmlc.mxnet<span class="p"><!--</span--><span class="nt">groupId</span><span class="p">></span>
-  <span class="p"><</span><span class="nt">artifactId</span><span class="p">></span>mxnet-full_2.10-linux-x86_64-cpu<span class="p"><!--</span--><span class="nt">artifactId</span><span class="p">></span>
-  <span class="p"><</span><span class="nt">version</span><span class="p">></span>0.1.1<span class="p"><!--</span--><span class="nt">version</span><span class="p">></span>
-<span class="p"><!--</span--><span class="nt">dependency</span><span class="p">></span>
-</span></span></span></span></pre></div>
+  <span class="p"><</span><span class="nt">groupId</span><span class="p">></span>ml.dmlc.mxnet<span class="p"></</span><span class="nt">groupId</span><span class="p">></span>
+  <span class="p"><</span><span class="nt">artifactId</span><span class="p">></span>mxnet-full_2.10-linux-x86_64-cpu<span class="p"></</span><span class="nt">artifactId</span><span class="p">></span>
+  <span class="p"><</span><span class="nt">version</span><span class="p">></span>0.1.1<span class="p"></</span><span class="nt">version</span><span class="p">></span>
+<span class="p"></</span><span class="nt">dependency</span><span class="p">></span>
+</pre></div>
 </div>
 <p>If your native environment differs slightly from the assembly package, for example, if you use the openblas package instead of the atlas package, it’s better to use the mxnet-core package and put the compiled Java native library in your load path:</p>
 <div class="highlight-HTML"><div class="highlight"><pre><span></span><span class="p"><</span><span class="nt">dependency</span><span class="p">></span>
-  <span class="p"><</span><span class="nt">groupId</span><span class="p">></span>ml.dmlc.mxnet<span class="p"><!--</span--><span class="nt">groupId</span><span class="p">></span>
-  <span class="p"><</span><span class="nt">artifactId</span><span class="p">></span>mxnet-core_2.10<span class="p"><!--</span--><span class="nt">artifactId</span><span class="p">></span>
-  <span class="p"><</span><span class="nt">version</span><span class="p">></span>0.1.1<span class="p"><!--</span--><span class="nt">version</span><span class="p">></span>
-<span class="p"><!--</span--><span class="nt">dependency</span><span class="p">></span>
-</span></span></span></span></pre></div>
+  <span class="p"><</span><span class="nt">groupId</span><span class="p">></span>ml.dmlc.mxnet<span class="p"></</span><span class="nt">groupId</span><span class="p">></span>
+  <span class="p"><</span><span class="nt">artifactId</span><span class="p">></span>mxnet-core_2.10<span class="p"></</span><span class="nt">artifactId</span><span class="p">></span>
+  <span class="p"><</span><span class="nt">version</span><span class="p">></span>0.1.1<span class="p"></</span><span class="nt">version</span><span class="p">></span>
+<span class="p"></</span><span class="nt">dependency</span><span class="p">></span>
+</pre></div>
 </div>
 </div>
 <div class="section" id="build-the-library-from-source-code">

diff --git a/versions/master/how_to/bucketing.html b/versions/master/how_to/bucketing.html
index a8ca5a6..e91426f 100644
--- a/versions/master/how_to/bucketing.html
+++ b/versions/master/how_to/bucketing.html

@@ -8,9 +8,9 @@
 <title>Bucketing in MXNet — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/how_to/caffe.html b/versions/master/how_to/caffe.html
index aed12fc..1d2ff85 100644
--- a/versions/master/how_to/caffe.html
+++ b/versions/master/how_to/caffe.html

@@ -8,9 +8,9 @@
 <title>How to | Convert from Caffe to MXNet — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/how_to/cloud.html b/versions/master/how_to/cloud.html
index c8e4539..dd19329 100644
--- a/versions/master/how_to/cloud.html
+++ b/versions/master/how_to/cloud.html

@@ -8,9 +8,9 @@
 <title>MXNet on the Cloud — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/how_to/develop_and_hack.html b/versions/master/how_to/develop_and_hack.html
index 863c19b..43da99c 100644
--- a/versions/master/how_to/develop_and_hack.html
+++ b/versions/master/how_to/develop_and_hack.html

@@ -8,9 +8,9 @@
 <title>Develop and Hack MXNet — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/how_to/env_var.html b/versions/master/how_to/env_var.html
index 41b4abd..f67433f 100644
--- a/versions/master/how_to/env_var.html
+++ b/versions/master/how_to/env_var.html

@@ -8,9 +8,9 @@
 <title>Environment Variables — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/how_to/faq.html b/versions/master/how_to/faq.html
index 2f95963..9534e12 100644
--- a/versions/master/how_to/faq.html
+++ b/versions/master/how_to/faq.html

@@ -8,9 +8,9 @@
 <title>Frequently Asked Questions — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/how_to/finetune.html b/versions/master/how_to/finetune.html
index 897b28d..484f377 100644
--- a/versions/master/how_to/finetune.html
+++ b/versions/master/how_to/finetune.html

@@ -8,9 +8,9 @@
 <title>Fine-tune with Pretrained Models — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/how_to/index.html b/versions/master/how_to/index.html
index 02b3b67..557ea94 100644
--- a/versions/master/how_to/index.html
+++ b/versions/master/how_to/index.html

@@ -8,9 +8,9 @@
 <title>MXNet How To — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="s3_integration.html" rel="next" title="Use data from S3 for training"/>
-<link href="../api/perl/index.html" rel="prev" title="MXNet - Perl API">
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="s3_integration.html" rel="next" title="Use data from S3 for training">
+<link href="../api/perl/index.html" rel="prev" title="MXNet - Perl API"/>
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -190,8 +190,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/how_to/model_parallel_lstm.html b/versions/master/how_to/model_parallel_lstm.html
index 59a0940..109034d 100644
--- a/versions/master/how_to/model_parallel_lstm.html
+++ b/versions/master/how_to/model_parallel_lstm.html

@@ -8,9 +8,9 @@
 <title>Training with Multiple GPUs Using Model Parallelism — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/how_to/multi_devices.html b/versions/master/how_to/multi_devices.html
index 9ce3d7e..b442388 100644
--- a/versions/master/how_to/multi_devices.html
+++ b/versions/master/how_to/multi_devices.html

@@ -8,9 +8,9 @@
 <title>Run MXNet on Multiple CPU/GPUs with Data Parallelism — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/how_to/new_op.html b/versions/master/how_to/new_op.html
index 7b86a87..a5b6a1d 100644
--- a/versions/master/how_to/new_op.html
+++ b/versions/master/how_to/new_op.html

@@ -8,9 +8,9 @@
 <title>How to Create New Operators (Layers) — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -360,7 +360,7 @@
 </pre></div>
 </div>
 <p>These attributes can be retrieved later for various purposes.
-For example, <code class="docutils literal"><span class="pre">FInferShape</span></code> is used for shape inference, <code class="docutils literal"><span class="pre">FCompute<cpu></cpu></span></code> is used for carrying out actual computation on CPU.</p>
+For example, <code class="docutils literal"><span class="pre">FInferShape</span></code> is used for shape inference, <code class="docutils literal"><span class="pre">FCompute<cpu></span></code> is used for carrying out actual computation on CPU.</p>
 <p>As long as all attributes registered with the same key have the same type,
 we can register any attributes to operators.
 The more attribute an operator provides,
@@ -393,11 +393,11 @@
 </div>
 <p>The parsed arguments can then be accessed in other attribute functions with</p>
 <div class="highlight-python"><div class="highlight"><pre><span></span>double alpha = nnvm::get<double>(attrs.parsed);
-</double></pre></div>
+</pre></div>
 </div>
 <p>More complex ops can use <code class="docutils literal"><span class="pre">dmlc::Parameters</span></code> and <code class="docutils literal"><span class="pre">ParamParser</span></code> (defined in operator_common.h) for parsing:</p>
-<div class="highlight-c++"><div class="highlight"><pre><span></span><span class="cp">#include</span> <span class="cpf"><dmlc parameter.h=""></dmlc></span><span class="cp"></span>
-<span class="cp">#include</span> <span class="cpf"><operator_common.h></operator_common.h></span><span class="cp"></span>
+<div class="highlight-c++"><div class="highlight"><pre><span></span><span class="cp">#include</span> <span class="cpf"><dmlc/parameter.h></span><span class="cp"></span>
+<span class="cp">#include</span> <span class="cpf"><operator_common.h></span><span class="cp"></span>
 <span class="k">struct</span> <span class="nl">ActivationParam</span> <span class="p">:</span> <span class="k">public</span> <span class="n">dmlc</span><span class="o">::</span><span class="n">Parameter</span><span class="o"><</span><span class="n">ActivationParam</span><span class="o">></span> <span class="p">{</span>
   <span class="c1">// use int for enumeration</span>
   <span class="kt">int</span> <span class="n">act_type</span><span class="p">;</span>
@@ -413,7 +413,7 @@
 <span class="n">NNVM_REGISTER_OP</span><span class="p">(</span><span class="n">Activation</span><span class="p">)</span>
 <span class="p">.</span><span class="n">set_attr_parser</span><span class="p">(</span><span class="n">ParamParser</span><span class="o"><</span><span class="n">ActivationParam</span><span class="o">></span><span class="p">);</span>
 <span class="c1">// access with:</span>
-<span class="c1">// const ActivationParam&amp; param = nnvm::get<activationparam>(attrs.parsed);</activationparam></span>
+<span class="c1">// const ActivationParam&amp; param = nnvm::get<ActivationParam>(attrs.parsed);</span>
 </pre></div>
 </div>
 </div>
@@ -426,7 +426,7 @@
 that return the number of inputs/outputs based on parsed arguments.</p>
 <p>Outputs can be made invisible to other operators by registering <code class="docutils literal"><span class="pre">FNumVisibleOutputs</span></code>
 and returning an integer smaller than <code class="docutils literal"><span class="pre">n_out</span></code>.</p>
-<p>Inputs/outputs can be named by registering <code class="docutils literal"><span class="pre">FListInputNames</span></code> and <code class="docutils literal"><span class="pre">FListOutputNames</span></code> with prototype <code class="docutils literal"><span class="pre">std::vector<std::string>(const</std::string></span> <span class="pre">NodeAttrs&amp;</span> <span class="pre">attrs)</span></code>.</p>
+<p>Inputs/outputs can be named by registering <code class="docutils literal"><span class="pre">FListInputNames</span></code> and <code class="docutils literal"><span class="pre">FListOutputNames</span></code> with prototype <code class="docutils literal"><span class="pre">std::vector<std::string>(const</span> <span class="pre">NodeAttrs&amp;</span> <span class="pre">attrs)</span></code>.</p>
 </div>
 <div class="section" id="argument-descriptions">
 <span id="argument-descriptions"></span><h4>Argument Descriptions<a class="headerlink" href="#argument-descriptions" title="Permalink to this headline">¶</a></h4>
@@ -441,17 +441,17 @@
 </div>
 <div class="section" id="finfershape-or-tisbackward-for-backward-only-ops">
 <span id="finfershape-or-tisbackward-for-backward-only-ops"></span><h4>FInferShape or TIsBackward (for Backward Only Ops)<a class="headerlink" href="#finfershape-or-tisbackward-for-backward-only-ops" title="Permalink to this headline">¶</a></h4>
-<p>Normally operators need to have <code class="docutils literal"><span class="pre">FInferShape</span></code> with prototype <code class="docutils literal"><span class="pre">bool(const</span> <span class="pre">nnvm::NodeAttrs&amp;</span> <span class="pre">attrs,</span> <span class="pre">std::vector<tshape></tshape></span> <span class="pre">*in_attrs,</span> <span class="pre">std::vector<tshape></tshape></span> <span class="pre">*out_attrs)</span></code>. <code class="docutils literal"><span class="pre">FInferShape</span></code> fills unknown shapes (<code class="docutils literal"><span class="pre">shape.ndim()</span> <span class="pre">==</span> <span class="pre">0</span></code>) in in_attrs/out_attrs based on known shapes in in_attrs/out_attrs. Use <code class="docutils literal"><span class="pre">ElemwiseShape<n_in,< span=""> <span class="pre">n_out></span></n_in,<></span></code> for simple operators with uniform shapes.</p>
-<p>Operators that are only used for a backward pass can instead register <code class="docutils literal"><span class="pre">.set_attr<nnvm::tisbackward>("TIsBackward",</nnvm::tisbackward></span> <span class="pre">true)</span></code>
+<p>Normally operators need to have <code class="docutils literal"><span class="pre">FInferShape</span></code> with prototype <code class="docutils literal"><span class="pre">bool(const</span> <span class="pre">nnvm::NodeAttrs&amp;</span> <span class="pre">attrs,</span> <span class="pre">std::vector<TShape></span> <span class="pre">*in_attrs,</span> <span class="pre">std::vector<TShape></span> <span class="pre">*out_attrs)</span></code>. <code class="docutils literal"><span class="pre">FInferShape</span></code> fills unknown shapes (<code class="docutils literal"><span class="pre">shape.ndim()</span> <span class="pre">==</span> <span class="pre">0</span></code>) in in_attrs/out_attrs based on known shapes in in_attrs/out_attrs. Use <code class="docutils literal"><span class="pre">ElemwiseShape<n_in,</span> <span class="pre">n_out></span></code> for simple operators with uniform shapes.</p>
+<p>Operators that are only used for a backward pass can instead register <code class="docutils literal"><span class="pre">.set_attr<nnvm::TIsBackward>("TIsBackward",</span> <span class="pre">true)</span></code>
 and their shapes with be copied from the corresponding forward operators.</p>
 </div>
 <div class="section" id="finfertype">
 <span id="finfertype"></span><h4>FInferType<a class="headerlink" href="#finfertype" title="Permalink to this headline">¶</a></h4>
-<p>Similar to <code class="docutils literal"><span class="pre">FInferShape</span></code>, <code class="docutils literal"><span class="pre">FInferType</span></code> fills unknown types (-1) based on known types. Use <code class="docutils literal"><span class="pre">ElemwiseType<n_in,< span=""> <span class="pre">n_out></span></n_in,<></span></code> for simple operators with uniform types. Operators that registered <code class="docutils literal"><span class="pre">TIsBackward</span></code> don’t need to register this.</p>
+<p>Similar to <code class="docutils literal"><span class="pre">FInferShape</span></code>, <code class="docutils literal"><span class="pre">FInferType</span></code> fills unknown types (-1) based on known types. Use <code class="docutils literal"><span class="pre">ElemwiseType<n_in,</span> <span class="pre">n_out></span></code> for simple operators with uniform types. Operators that registered <code class="docutils literal"><span class="pre">TIsBackward</span></code> don’t need to register this.</p>
 </div>
 <div class="section" id="finplaceoption-optional">
 <span id="finplaceoption-optional"></span><h4>FInplaceOption (Optional)<a class="headerlink" href="#finplaceoption-optional" title="Permalink to this headline">¶</a></h4>
-<p><code class="docutils literal"><span class="pre">FInplaceOption</span></code> with prototype <code class="docutils literal"><span class="pre">std::vector<std::pair<int,< span=""> <span class="pre">int></span> <span class="pre">>(const</span> <span class="pre">NodeAttrs&amp;</span> <span class="pre">attrs)</span></std::pair<int,<></span></code>
+<p><code class="docutils literal"><span class="pre">FInplaceOption</span></code> with prototype <code class="docutils literal"><span class="pre">std::vector<std::pair<int,</span> <span class="pre">int></span> <span class="pre">>(const</span> <span class="pre">NodeAttrs&amp;</span> <span class="pre">attrs)</span></code>
 specifies which input/output pairs can be computed in-place
 and share memory with each other.
 Each pair (i, j) in the returned list means
@@ -470,8 +470,8 @@
 where heads are input entries to the backward op, composed from ograds and n->inputs.</p>
 </div>
 <div class="section" id="fcompute-xpu">
-<span id="fcompute-xpu"></span><h4>FCompute<xpu><a class="headerlink" href="#fcompute-xpu" title="Permalink to this headline">¶</a></xpu></h4>
-<p>Simple operators can register FCompute<xpu> with <code class="docutils literal"><span class="pre">.set_attr<fcompute>("FCompute<cpu>",</cpu></fcompute></span> <span class="pre">...)</span></code> and <code class="docutils literal"><span class="pre">.set_attr<fcompute>("FCompute<gpu>",</gpu></fcompute></span> <span class="pre">...)</span></code> for both CPU and (optionally) GPU computation.</xpu></p>
+<span id="fcompute-xpu"></span><h4>FCompute<xpu><a class="headerlink" href="#fcompute-xpu" title="Permalink to this headline">¶</a></h4>
+<p>Simple operators can register FCompute<xpu> with <code class="docutils literal"><span class="pre">.set_attr<FCompute>("FCompute<cpu>",</span> <span class="pre">...)</span></code> and <code class="docutils literal"><span class="pre">.set_attr<FCompute>("FCompute<gpu>",</span> <span class="pre">...)</span></code> for both CPU and (optionally) GPU computation.</xpu></p>
 <p>FCompute has prototype</p>
 <div class="highlight-c++"><div class="highlight"><pre><span></span><span class="kt">void</span><span class="p">(</span><span class="k">const</span> <span class="n">nnvm</span><span class="o">::</span><span class="n">NodeAttrs</span><span class="o">&amp;</span> <span class="n">attrs</span><span class="p">,</span>
      <span class="k">const</span> <span class="n">OpContext</span><span class="o">&amp;</span> <span class="n">ctx</span><span class="p">,</span>
@@ -515,7 +515,7 @@
 <span class="p">[](</span><span class="k">const</span> <span class="n">NodeAttrs</span><span class="o">&amp;</span> <span class="n">attrs</span><span class="p">){</span>
   <span class="k">return</span> <span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o"><</span><span class="n">std</span><span class="o">::</span><span class="n">pair</span><span class="o"><</span><span class="kt">int</span><span class="p">,</span> <span class="kt">int</span><span class="o">></span> <span class="o">></span><span class="p">{{</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">}};</span>
 <span class="p">})</span>
-<span class="p">.</span><span class="n">set_attr</span><span class="o"><</span><span class="n">FCompute</span><span class="o">></span><span class="p">(</span><span class="s">"FCompute<cpu>"</cpu></span><span class="p">,</span> <span class="n">UnaryCompute</span><span class="o"><</span><span class="n">cpu</span><span class="p">,</span> <span class="n">mshadow_op</span><span class="o">::</span><span class="n">abs</span><span class="o">></span><span class="p">)</span>
+<span class="p">.</span><span class="n">set_attr</span><span class="o"><</span><span class="n">FCompute</span><span class="o">></span><span class="p">(</span><span class="s">"FCompute<cpu>"</span><span class="p">,</span> <span class="n">UnaryCompute</span><span class="o"><</span><span class="n">cpu</span><span class="p">,</span> <span class="n">mshadow_op</span><span class="o">::</span><span class="n">abs</span><span class="o">></span><span class="p">)</span>
 <span class="p">.</span><span class="n">set_attr</span><span class="o"><</span><span class="n">nnvm</span><span class="o">::</span><span class="n">FGradient</span><span class="o">></span><span class="p">(</span><span class="s">"FGradient"</span><span class="p">,</span> <span class="n">ElemwiseGradUseIn</span><span class="p">{</span><span class="s">"_backward_abs"</span><span class="p">});</span>              
 <span class="p">.</span><span class="n">add_argument</span><span class="p">(</span><span class="s">"data"</span><span class="p">,</span> <span class="s">"NDArray"</span><span class="p">,</span> <span class="s">"Source input"</span><span class="p">)</span>
 
@@ -528,7 +528,7 @@
 <span class="p">[](</span><span class="k">const</span> <span class="n">NodeAttrs</span><span class="o">&amp;</span> <span class="n">attrs</span><span class="p">){</span>
   <span class="k">return</span> <span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o"><</span><span class="n">std</span><span class="o">::</span><span class="n">pair</span><span class="o"><</span><span class="kt">int</span><span class="p">,</span> <span class="kt">int</span><span class="o">></span> <span class="o">></span><span class="p">{{</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">},</span> <span class="p">{</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">}};</span>
 <span class="p">})</span>
-<span class="p">.</span><span class="n">set_attr</span><span class="o"><</span><span class="n">FCompute</span><span class="o">></span><span class="p">(</span><span class="s">"FCompute<cpu>"</cpu></span><span class="p">,</span> <span class="n">BinaryCompute</span><span class="o"><</span><span class="n">cpu</span><span class="p">,</span> <span class="n">unary_bwd</span><span class="o"><</span><span class="n">mshadow_op</span><span class="o">::</span><span class="n">sign</span><span class="o">></span> <span class="o">></span><span class="p">);</span>
+<span class="p">.</span><span class="n">set_attr</span><span class="o"><</span><span class="n">FCompute</span><span class="o">></span><span class="p">(</span><span class="s">"FCompute<cpu>"</span><span class="p">,</span> <span class="n">BinaryCompute</span><span class="o"><</span><span class="n">cpu</span><span class="p">,</span> <span class="n">unary_bwd</span><span class="o"><</span><span class="n">mshadow_op</span><span class="o">::</span><span class="n">sign</span><span class="o">></span> <span class="o">></span><span class="p">);</span>
 </pre></div>
 </div>
 </div>
@@ -567,7 +567,7 @@
 <li><a class="reference internal" href="#finfertype">FInferType</a></li>
 <li><a class="reference internal" href="#finplaceoption-optional">FInplaceOption (Optional)</a></li>
 <li><a class="reference internal" href="#fgradient-optional-for-imperative-use-required-for-symbolic-use">FGradient (Optional for imperative use, required for symbolic use)</a></li>
-<li><a class="reference internal" href="#fcompute-xpu">FCompute<xpu></xpu></a></li>
+<li><a class="reference internal" href="#fcompute-xpu">FCompute<xpu></a></li>
 </ul>
 </li>
 <li><a class="reference internal" href="#example-abs-operator">Example: abs operator</a></li>

diff --git a/versions/master/how_to/nnpack.html b/versions/master/how_to/nnpack.html
index aa8aa92..240cf89 100644
--- a/versions/master/how_to/nnpack.html
+++ b/versions/master/how_to/nnpack.html

@@ -8,9 +8,9 @@
 <title>NNPACK for Multi-Core CPU Support in MXNet — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/how_to/perf.html b/versions/master/how_to/perf.html
index cedfc58..8526570 100644
--- a/versions/master/how_to/perf.html
+++ b/versions/master/how_to/perf.html

@@ -8,9 +8,9 @@
 <title>Some Tips for Improving MXNet Performance — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/how_to/recordio.html b/versions/master/how_to/recordio.html
index ff14f32..8c5ee16 100644
--- a/versions/master/how_to/recordio.html
+++ b/versions/master/how_to/recordio.html

@@ -8,9 +8,9 @@
 <title>Create a Dataset Using RecordIO — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -292,7 +292,7 @@
 </pre></div>
 </div>
 <ol class="simple">
-<li>In the iterator generation code, set <code class="docutils literal"><span class="pre">label_width=4</span></code> and <code class="docutils literal"><span class="pre">path_imglist=<<the< span=""> <span class="pre">PATH</span> <span class="pre">TO</span> <span class="pre">YOUR</span> <span class="pre">image.lst>></span></the<></span></code>, for example:</li>
+<li>In the iterator generation code, set <code class="docutils literal"><span class="pre">label_width=4</span></code> and <code class="docutils literal"><span class="pre">path_imglist=<<The</span> <span class="pre">PATH</span> <span class="pre">TO</span> <span class="pre">YOUR</span> <span class="pre">image.lst>></span></code>, for example:</li>
 </ol>
 <div class="highlight-python"><div class="highlight"><pre><span></span><span class="n">dataiter</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">io</span><span class="o">.</span><span class="n">ImageRecordIter</span><span class="p">(</span>
   <span class="n">path_imgrec</span><span class="o">=</span><span class="s2">"data/cifar/train.rec"</span><span class="p">,</span>

diff --git a/versions/master/how_to/s3_integration.html b/versions/master/how_to/s3_integration.html
index d9bcd40..d6d417d 100644
--- a/versions/master/how_to/s3_integration.html
+++ b/versions/master/how_to/s3_integration.html

@@ -8,9 +8,9 @@
 <title>Use data from S3 for training — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="index.html" rel="up" title="MXNet How To"/>
-<link href="../get_started/index.html" rel="next" title="<no title>">
-<link href="index.html" rel="prev" title="MXNet How To">
+<link href="index.html" rel="up" title="MXNet How To">
+<link href="../get_started/index.html" rel="next" title="<no title>"/>
+<link href="index.html" rel="prev" title="MXNet How To"/>
 <link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
@@ -191,8 +191,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -287,7 +287,7 @@
 <p>MXNet requires the S3 environment variables <code class="docutils literal"><span class="pre">AWS_ACCESS_KEY_ID</span></code> and <code class="docutils literal"><span class="pre">AWS_SECRET_ACCESS_KEY</span></code> to be set. <a class="reference external" href="https://aws.amazon.com/blogs/security/wheres-my-secret-access-key/">Here</a> are instructions to get the access keys from AWS console.</p>
 <div class="highlight-python"><div class="highlight"><pre><span></span>export AWS_ACCESS_KEY_ID=<your-access-key-id>
 AWS_SECRET_ACCESS_KEY=<your-secret-access-key>
-</your-secret-access-key></your-access-key-id></pre></div>
+</pre></div>
 </div>
 </div>
 <div class="section" id="step-3-upload-data-to-s3">

diff --git a/versions/master/how_to/smart_device.html b/versions/master/how_to/smart_device.html
index f50da74..a4d0717 100644
--- a/versions/master/how_to/smart_device.html
+++ b/versions/master/how_to/smart_device.html

@@ -8,9 +8,9 @@
 <title>Deep Learning in a Single File for Smart Devices — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/how_to/torch.html b/versions/master/how_to/torch.html
index d2a7199..820376f 100644
--- a/versions/master/how_to/torch.html
+++ b/versions/master/how_to/torch.html

@@ -8,9 +8,9 @@
 <title>How to Use MXNet As an (Almost) Full-function Torch Front End — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/how_to/visualize_graph.html b/versions/master/how_to/visualize_graph.html
index 84399dc..2399bf6 100644
--- a/versions/master/how_to/visualize_graph.html
+++ b/versions/master/how_to/visualize_graph.html

@@ -8,9 +8,9 @@
 <title>How to visualize Neural Networks as computation graph — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/model_zoo/index.html b/versions/master/model_zoo/index.html
index 5dd2c70..14e46ff 100644
--- a/versions/master/model_zoo/index.html
+++ b/versions/master/model_zoo/index.html

@@ -8,9 +8,9 @@
 <title>MXNet Model Zoo — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/searchindex.js b/versions/master/searchindex.js
index ccf41b5..b323008 100644
--- a/versions/master/searchindex.js
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documentation","MXNet - C++ API","MXNet - Julia API","MXNet - Perl API","Data Loading API","KVStore API","Module API","NDArray API","MXNet Perl Symbolic API","Callback API","MXNet - Python API","Data Loading API","KVStore API","Evaluation Metric API","Model API","Module API","NDArray API","Optimization: initialize and update weights","RNN Cell API","Symbol API","Symbolic Configuration and Execution in Pictures","MXNet - R API","MXNet - Scala API","MXNet Scala Data Loading API","KVStore API","MXNet Scala Model API","Module API","NDArray API","MXNet Scala Symbolic API","Symbolic Configuration and Execution in Pictures","MXNet Architecture","Designing Efficient Data Loaders for Deep Learning","Dependency Engine for Deep Learning","Optimizing Memory Consumption in Deep Learning","MXNet System Architecture","Deep Learning Programming Style","MXNet 0.9 (NNVM) Release Note","Survey of Existing Interfaces and Implementations","Contribute to MXNet","MXNet Community","Join MXNet Development Discussion","&lt;no title&gt;","Build MXNet from Source","&lt;no title&gt;","&lt;no title&gt;","Installing MXNet","Installing MXNet froum source on OS X (Mac)","&lt;no title&gt;","&lt;no title&gt;","Installing MXNet on Ubuntu","Why MXNet?","Installing MXNet in Windows","Bucketing in MXNet","How to | Convert from Caffe to MXNet","MXNet on the Cloud","Develop and Hack MXNet","Environment Variables","Frequently Asked Questions","Fine-tune with Pretrained Models","MXNet How To","Training with Multiple GPUs Using Model Parallelism","Run MXNet on Multiple CPU/GPUs with Data Parallelism","How to Create New Operators (Layers)","NNPACK for Multi-Core CPU Support in MXNet","Some Tips for Improving MXNet Performance","Create a Dataset Using RecordIO","Use data from S3 for training","Deep Learning in a Single File for Smart Devices","How to Use MXNet As an (Almost) Full-function Torch Front End","How to visualize Neural Networks as computation graph","Contents","MXNet Model Zoo","Iterators - 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documentation","MXNet - C++ API","MXNet - Julia API","MXNet - Perl API","Data Loading API","KVStore API","Module API","NDArray API","MXNet Perl Symbolic API","Callback API","MXNet - Python API","Data Loading API","KVStore API","Evaluation Metric API","Model API","Module API","NDArray API","Optimization: initialize and update weights","RNN Cell API","Symbol API","Symbolic Configuration and Execution in Pictures","MXNet - R API","MXNet - Scala API","MXNet Scala Data Loading API","KVStore API","MXNet Scala Model API","Module API","NDArray API","MXNet Scala Symbolic API","Symbolic Configuration and Execution in Pictures","MXNet Architecture","Designing Efficient Data Loaders for Deep Learning","Dependency Engine for Deep Learning","Optimizing Memory Consumption in Deep Learning","MXNet System Architecture","Deep Learning Programming Style","MXNet 0.9 (NNVM) Release Note","Survey of Existing Interfaces and Implementations","Contribute to MXNet","MXNet Community","Join MXNet Development Discussion","&lt;no title&gt;","Build MXNet from Source","&lt;no title&gt;","&lt;no title&gt;","Installing MXNet","Installing MXNet froum source on OS X (Mac)","&lt;no title&gt;","&lt;no title&gt;","Installing MXNet on Ubuntu","Why MXNet?","Installing MXNet in Windows","Bucketing in MXNet","How to | Convert from Caffe to MXNet","MXNet on the Cloud","Develop and Hack MXNet","Environment Variables","Frequently Asked Questions","Fine-tune with Pretrained Models","MXNet How To","Training with Multiple GPUs Using Model Parallelism","Run MXNet on Multiple CPU/GPUs with Data Parallelism","How to Create New Operators (Layers)","NNPACK for Multi-Core CPU Support in MXNet","Some Tips for Improving MXNet Performance","Create a Dataset Using RecordIO","Use data from S3 for training","Deep Learning in a Single File for Smart Devices","How to Use MXNet As an (Almost) Full-function Torch Front End","How to visualize Neural Networks as computation graph","Contents","MXNet Model Zoo","Iterators - 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-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="../index.html" rel="up" title="Tutorials"/>
-<link href="symbol.html" rel="next" title="Symbol - Neural network graphs and auto-differentiation">
-<link href="../index.html" rel="prev" title="Tutorials">
+<link href="../index.html" rel="up" title="Tutorials">
+<link href="symbol.html" rel="next" title="Symbol - Neural network graphs and auto-differentiation"/>
+<link href="../index.html" rel="prev" title="Tutorials"/>
 <link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
@@ -191,8 +191,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/basic/record_io.html b/versions/master/tutorials/basic/record_io.html
index 11b8f3b..b683b44 100644
--- a/versions/master/tutorials/basic/record_io.html
+++ b/versions/master/tutorials/basic/record_io.html

@@ -8,9 +8,9 @@
 <title>Record IO - Pack free-format data in binary files — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/basic/symbol.html b/versions/master/tutorials/basic/symbol.html
index aeb64b5..18ec105 100644
--- a/versions/master/tutorials/basic/symbol.html
+++ b/versions/master/tutorials/basic/symbol.html

@@ -8,9 +8,9 @@
 <title>Symbol - Neural network graphs and auto-differentiation — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="../index.html" rel="up" title="Tutorials"/>
-<link href="module.html" rel="next" title="Module - Neural network training and inference">
-<link href="ndarray.html" rel="prev" title="NDArray - Imperative tensor operations on CPU/GPU">
+<link href="../index.html" rel="up" title="Tutorials">
+<link href="module.html" rel="next" title="Module - Neural network training and inference"/>
+<link href="ndarray.html" rel="prev" title="NDArray - Imperative tensor operations on CPU/GPU"/>
 <link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
@@ -191,8 +191,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/c++/basics.html b/versions/master/tutorials/c++/basics.html
index a1a3981..f55f1de 100644
--- a/versions/master/tutorials/c++/basics.html
+++ b/versions/master/tutorials/c++/basics.html

@@ -8,9 +8,9 @@
 <title>Basics — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/embedded/wine_detector.html b/versions/master/tutorials/embedded/wine_detector.html
index 3b7ce8c..0db03f7 100644
--- a/versions/master/tutorials/embedded/wine_detector.html
+++ b/versions/master/tutorials/embedded/wine_detector.html

@@ -8,9 +8,9 @@
 <title>Real-time Object Detection with MXNet On The Raspberry Pi — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -443,10 +443,10 @@
 <span class="n">usageInfo</span> <span class="o">=</span> <span class="s2">"""Usage:</span>
 <span class="s2"> </span>
 <span class="s2">Use certificate based mutual authentication:</span>
-<span class="s2">python wine_alerter.py -e <endpoint> -r <rootcafilepath> -c <certfilepath> -k <privatekeyfilepath></privatekeyfilepath></certfilepath></rootcafilepath></endpoint></span>
+<span class="s2">python wine_alerter.py -e <endpoint> -r <rootCAFilePath> -c <certFilePath> -k <privateKeyFilePath></span>
 <span class="s2"> </span>
 <span class="s2">Use MQTT over WebSocket:</span>
-<span class="s2">python wine_alerter.py -e <endpoint> -r <rootcafilepath> -w</rootcafilepath></endpoint></span>
+<span class="s2">python wine_alerter.py -e <endpoint> -r <rootCAFilePath> -w</span>
 <span class="s2"> </span>
 <span class="s2">Type "python wine_alerter.py -h" for available options.</span>
 <span class="s2">"""</span>
@@ -568,8 +568,8 @@
 </pre></div>
 </div>
 <p>You can then run this file by entering the following command</p>
-<div class="highlight-bash"><div class="highlight"><pre><span></span>python wine_alerter.py -e <endpointurl> -r <rootcafilepath> -c <certfilepath> -k <privatekeyfilepath>
-</privatekeyfilepath></certfilepath></rootcafilepath></endpointurl></pre></div>
+<div class="highlight-bash"><div class="highlight"><pre><span></span>python wine_alerter.py -e <endpointURL> -r <rootCAFilePath> -c <certFilePath> -k <privateKeyFilePath>
+</pre></div>
 </div>
 <p>If this is working you should see the same kind of image preview you did with camera_test.py every few seconds, however the console will only print a message now when a wine bottle is detected in the shot (you can edit the bottom lines in the wine_alerter.py code to make this alert for any object label from the <a class="reference external" href="http://image-net.org/index">ImageNet-11k dataset</a> that you specify).</p>
 <p>You can open up the activity tab for the thing that you registered on the AWS IoT Dashboard and see the corresponding messages pushed to the server whenever a wine bottle is detected in a camera shot. Even if network connectivity periodically fails, AWS IoT will push updates out to the server when possible, allowing this system to reliably let you know when there is wine around.</p>

diff --git a/versions/master/tutorials/general_ml/recommendation_systems.html b/versions/master/tutorials/general_ml/recommendation_systems.html
index 0eb7487..c5d9fe4 100644
--- a/versions/master/tutorials/general_ml/recommendation_systems.html
+++ b/versions/master/tutorials/general_ml/recommendation_systems.html

@@ -8,9 +8,9 @@
 <title>Recommendation Systems — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/gluon/autograd.html b/versions/master/tutorials/gluon/autograd.html
index 24d52d8..3b2b92a 100644
--- a/versions/master/tutorials/gluon/autograd.html
+++ b/versions/master/tutorials/gluon/autograd.html

@@ -8,9 +8,9 @@
 <title>Automatic differentiation — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css">
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/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="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
+<link href="../../genindex.html" rel="index" title="Index"/>
+<link href="../../search.html" rel="search" title="Search">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">

diff --git a/versions/master/tutorials/gluon/customop.html b/versions/master/tutorials/gluon/customop.html
index 9ee81b8..48374b3 100644
--- a/versions/master/tutorials/gluon/customop.html
+++ b/versions/master/tutorials/gluon/customop.html

@@ -8,9 +8,9 @@
 <title>Creating custom operators with numpy — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css">
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/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="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
+<link href="../../genindex.html" rel="index" title="Index"/>
+<link href="../../search.html" rel="search" title="Search">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">

diff --git a/versions/master/tutorials/gluon/gluon.html b/versions/master/tutorials/gluon/gluon.html
index 3a5c7c2..98a070e 100644
--- a/versions/master/tutorials/gluon/gluon.html
+++ b/versions/master/tutorials/gluon/gluon.html

@@ -8,9 +8,9 @@
 <title>Gluon - Neural network building blocks — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css">
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/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="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
+<link href="../../genindex.html" rel="index" title="Index"/>
+<link href="../../search.html" rel="search" title="Search">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">

diff --git a/versions/master/tutorials/gluon/hybrid.html b/versions/master/tutorials/gluon/hybrid.html
index 1558995..88a1c34 100644
--- a/versions/master/tutorials/gluon/hybrid.html
+++ b/versions/master/tutorials/gluon/hybrid.html

@@ -8,9 +8,9 @@
 <title>Hybrid - Faster training and easy deployment — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css">
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/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="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
+<link href="../../genindex.html" rel="index" title="Index"/>
+<link href="../../search.html" rel="search" title="Search">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
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diff --git a/versions/master/tutorials/gluon/mnist.html b/versions/master/tutorials/gluon/mnist.html
index 41fa88b..70014c0 100644
--- a/versions/master/tutorials/gluon/mnist.html
+++ b/versions/master/tutorials/gluon/mnist.html

@@ -8,9 +8,9 @@
 <title>Handwritten Digit Recognition — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css">
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/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="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
+<link href="../../genindex.html" rel="index" title="Index"/>
+<link href="../../search.html" rel="search" title="Search">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">

diff --git a/versions/master/tutorials/gluon/ndarray.html b/versions/master/tutorials/gluon/ndarray.html
index 8a757b4..da1366f 100644
--- a/versions/master/tutorials/gluon/ndarray.html
+++ b/versions/master/tutorials/gluon/ndarray.html

@@ -8,9 +8,9 @@
 <title>NDArray - Scientific computing on CPU and GPU — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css">
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/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="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
+<link href="../../genindex.html" rel="index" title="Index"/>
+<link href="../../search.html" rel="search" title="Search">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">

diff --git a/versions/master/tutorials/index.html b/versions/master/tutorials/index.html
index 65dda86..0860418 100644
--- a/versions/master/tutorials/index.html
+++ b/versions/master/tutorials/index.html

@@ -8,9 +8,9 @@
 <title>Tutorials — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="basic/ndarray.html" rel="next" title="NDArray - Imperative tensor operations on CPU/GPU"/>
-<link href="../architecture/index.html" rel="prev" title="MXNet Architecture">
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="basic/ndarray.html" rel="next" title="NDArray - Imperative tensor operations on CPU/GPU">
+<link href="../architecture/index.html" rel="prev" title="MXNet Architecture"/>
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -190,8 +190,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/nlp/cnn.html b/versions/master/tutorials/nlp/cnn.html
index cf3bdcc..12d9129 100644
--- a/versions/master/tutorials/nlp/cnn.html
+++ b/versions/master/tutorials/nlp/cnn.html

@@ -8,9 +8,9 @@
 <title>Text Classification Using a Convolutional Neural Network on MXNet — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -290,38 +290,43 @@
     <span class="k">return</span> <span class="p">[</span><span class="n">x_text</span><span class="p">,</span> <span class="n">y</span><span class="p">]</span>
 
 
-<span class="k">def</span> <span class="nf">pad_sentences</span><span class="p">(</span><span class="n">sentences</span><span class="p">,</span> <span class="n">padding_word</span><span class="o">=</span><span class="s2">"</span></pre></div></div></div></div></div></div></body></html>"<span class="p">):</span>
-<span class="sd">"""</span>
+<span class="k">def</span> <span class="nf">pad_sentences</span><span class="p">(</span><span class="n">sentences</span><span class="p">,</span> <span class="n">padding_word</span><span class="o">=</span><span class="s2">"</s>"</span><span class="p">):</span>
+    <span class="sd">"""</span>
 <span class="sd">    Pads all sentences to the same length. The length is defined by the longest sentence.</span>
 <span class="sd">    Returns padded sentences.</span>
 <span class="sd">    """</span>
-<span class="n">sequence_length</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">sentences</span><span class="p">)</span>
-<span class="n">padded_sentences</span> <span class="o">=</span> <span class="p">[]</span>
-<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">sentences</span><span class="p">)):</span>
-<span class="n">sentence</span> <span class="o">=</span> <span class="n">sentences</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
-<span class="n">num_padding</span> <span class="o">=</span> <span class="n">sequence_length</span> <span class="o">-</span> <span class="nb">len</span><span class="p">(</span><span class="n">sentence</span><span class="p">)</span>
-<span class="n">new_sentence</span> <span class="o">=</span> <span class="n">sentence</span> <span class="o">+</span> <span class="p">[</span><span class="n">padding_word</span><span class="p">]</span> <span class="o">*</span> <span class="n">num_padding</span>
-<span class="n">padded_sentences</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">new_sentence</span><span class="p">)</span>
-<span class="k">return</span> <span class="n">padded_sentences</span>
+    <span class="n">sequence_length</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">sentences</span><span class="p">)</span>
+    <span class="n">padded_sentences</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">sentences</span><span class="p">)):</span>
+        <span class="n">sentence</span> <span class="o">=</span> <span class="n">sentences</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+        <span class="n">num_padding</span> <span class="o">=</span> <span class="n">sequence_length</span> <span class="o">-</span> <span class="nb">len</span><span class="p">(</span><span class="n">sentence</span><span class="p">)</span>
+        <span class="n">new_sentence</span> <span class="o">=</span> <span class="n">sentence</span> <span class="o">+</span> <span class="p">[</span><span class="n">padding_word</span><span class="p">]</span> <span class="o">*</span> <span class="n">num_padding</span>
+        <span class="n">padded_sentences</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">new_sentence</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">padded_sentences</span>
+
+
 <span class="k">def</span> <span class="nf">build_vocab</span><span class="p">(</span><span class="n">sentences</span><span class="p">):</span>
-<span class="sd">"""</span>
+    <span class="sd">"""</span>
 <span class="sd">    Builds a vocabulary mapping from word to index based on the sentences.</span>
 <span class="sd">    Returns vocabulary mapping and inverse vocabulary mapping.</span>
 <span class="sd">    """</span>
-<span class="c1"># Build vocabulary</span>
-<span class="n">word_counts</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">(</span><span class="n">itertools</span><span class="o">.</span><span class="n">chain</span><span class="p">(</span><span class="o">*</span><span class="n">sentences</span><span class="p">))</span>
-<span class="c1"># Mapping from index to word</span>
-<span class="n">vocabulary_inv</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">word_counts</span><span class="o">.</span><span class="n">most_common</span><span class="p">()]</span>
-<span class="c1"># Mapping from word to index</span>
-<span class="n">vocabulary</span> <span class="o">=</span> <span class="p">{</span><span class="n">x</span><span class="p">:</span> <span class="n">i</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">vocabulary_inv</span><span class="p">)}</span>
-<span class="k">return</span> <span class="p">[</span><span class="n">vocabulary</span><span class="p">,</span> <span class="n">vocabulary_inv</span><span class="p">]</span>
+    <span class="c1"># Build vocabulary</span>
+    <span class="n">word_counts</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">(</span><span class="n">itertools</span><span class="o">.</span><span class="n">chain</span><span class="p">(</span><span class="o">*</span><span class="n">sentences</span><span class="p">))</span>
+    <span class="c1"># Mapping from index to word</span>
+    <span class="n">vocabulary_inv</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">word_counts</span><span class="o">.</span><span class="n">most_common</span><span class="p">()]</span>
+    <span class="c1"># Mapping from word to index</span>
+    <span class="n">vocabulary</span> <span class="o">=</span> <span class="p">{</span><span class="n">x</span><span class="p">:</span> <span class="n">i</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">vocabulary_inv</span><span class="p">)}</span>
+    <span class="k">return</span> <span class="p">[</span><span class="n">vocabulary</span><span class="p">,</span> <span class="n">vocabulary_inv</span><span class="p">]</span>
+
+
 <span class="k">def</span> <span class="nf">build_input_data</span><span class="p">(</span><span class="n">sentences</span><span class="p">,</span> <span class="n">labels</span><span class="p">,</span> <span class="n">vocabulary</span><span class="p">):</span>
-<span class="sd">"""</span>
+    <span class="sd">"""</span>
 <span class="sd">    Maps sentences and labels to vectors based on a vocabulary.</span>
 <span class="sd">    """</span>
-<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="n">vocabulary</span><span class="p">[</span><span class="n">word</span><span class="p">]</span> <span class="k">for</span> <span class="n">word</span> <span class="ow">in</span> <span class="n">sentence</span><span class="p">]</span> <span class="k">for</span> <span class="n">sentence</span> <span class="ow">in</span> <span class="n">sentences</span><span class="p">])</span>
-<span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">labels</span><span class="p">)</span>
-<span class="k">return</span> <span class="p">[</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">]</span>
+    <span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([[</span><span class="n">vocabulary</span><span class="p">[</span><span class="n">word</span><span class="p">]</span> <span class="k">for</span> <span class="n">word</span> <span class="ow">in</span> <span class="n">sentence</span><span class="p">]</span> <span class="k">for</span> <span class="n">sentence</span> <span class="ow">in</span> <span class="n">sentences</span><span class="p">])</span>
+    <span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">labels</span><span class="p">)</span>
+    <span class="k">return</span> <span class="p">[</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">]</span>
+
 <span class="sd">"""</span>
 <span class="sd">Loads and preprocessed data for the MR dataset.</span>
 <span class="sd">Returns input vectors, labels, vocabulary, and inverse vocabulary.</span>
@@ -331,24 +336,29 @@
 <span class="n">sentences_padded</span> <span class="o">=</span> <span class="n">pad_sentences</span><span class="p">(</span><span class="n">sentences</span><span class="p">)</span>
 <span class="n">vocabulary</span><span class="p">,</span> <span class="n">vocabulary_inv</span> <span class="o">=</span> <span class="n">build_vocab</span><span class="p">(</span><span class="n">sentences_padded</span><span class="p">)</span>
 <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="n">build_input_data</span><span class="p">(</span><span class="n">sentences_padded</span><span class="p">,</span> <span class="n">labels</span><span class="p">,</span> <span class="n">vocabulary</span><span class="p">)</span>
+
 <span class="n">vocab_size</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">vocabulary</span><span class="p">)</span>
+
 <span class="c1"># randomly shuffle data</span>
 <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
 <span class="n">shuffle_indices</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">permutation</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">)))</span>
 <span class="n">x_shuffled</span> <span class="o">=</span> <span class="n">x</span><span class="p">[</span><span class="n">shuffle_indices</span><span class="p">]</span>
 <span class="n">y_shuffled</span> <span class="o">=</span> <span class="n">y</span><span class="p">[</span><span class="n">shuffle_indices</span><span class="p">]</span>
+
 <span class="c1"># split train/dev set</span>
 <span class="c1"># there are a total of 10662 labeled examples to train on</span>
 <span class="n">x_train</span><span class="p">,</span> <span class="n">x_dev</span> <span class="o">=</span> <span class="n">x_shuffled</span><span class="p">[:</span><span class="o">-</span><span class="mi">1000</span><span class="p">],</span> <span class="n">x_shuffled</span><span class="p">[</span><span class="o">-</span><span class="mi">1000</span><span class="p">:]</span>
 <span class="n">y_train</span><span class="p">,</span> <span class="n">y_dev</span> <span class="o">=</span> <span class="n">y_shuffled</span><span class="p">[:</span><span class="o">-</span><span class="mi">1000</span><span class="p">],</span> <span class="n">y_shuffled</span><span class="p">[</span><span class="o">-</span><span class="mi">1000</span><span class="p">:]</span>
+
 <span class="n">sentence_size</span> <span class="o">=</span> <span class="n">x_train</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+
 <span class="k">print</span> <span class="s1">'Train/Dev split: </span><span class="si">%d</span><span class="s1">/</span><span class="si">%d</span><span class="s1">'</span> <span class="o">%</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">y_train</span><span class="p">),</span> <span class="nb">len</span><span class="p">(</span><span class="n">y_dev</span><span class="p">))</span>
 <span class="k">print</span> <span class="s1">'train shape:'</span><span class="p">,</span> <span class="n">x_train</span><span class="o">.</span><span class="n">shape</span>
 <span class="k">print</span> <span class="s1">'dev shape:'</span><span class="p">,</span> <span class="n">x_dev</span><span class="o">.</span><span class="n">shape</span>
 <span class="k">print</span> <span class="s1">'vocab_size'</span><span class="p">,</span> <span class="n">vocab_size</span>
 <span class="k">print</span> <span class="s1">'sentence max words'</span><span class="p">,</span> <span class="n">sentence_size</span>
-
-
+</pre></div>
+</div>
 <div class="highlight-python"><div class="highlight"><pre><span></span>Train/Dev split: 9662/1000
 train shape: (9662, 56)
 dev shape: (1000, 56)
@@ -624,13 +634,13 @@
 </ul>
 </div>
 </div>
-
+</div>
 <div class="container">
 <div class="footer">
 <p> © 2015-2017 DMLC. All rights reserved. </p>
 </div>
 </div>
-
+</div>
 <div aria-label="main navigation" class="sphinxsidebar rightsidebar" role="navigation">
 <div class="sphinxsidebarwrapper">
 <h3><a href="../../index.html">Table Of Contents</a></h3>
@@ -643,7 +653,7 @@
 </ul>
 </div>
 </div>
- <!-- pagename != index -->
+</div> <!-- pagename != index -->
 <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>
@@ -655,4 +665,5 @@
             $('body').css('visibility', 'visible');
         });
     </script>
-
+</div></body>
+</html>
\ No newline at end of file

diff --git a/versions/master/tutorials/nlp/nce_loss.html b/versions/master/tutorials/nlp/nce_loss.html
index f8c2ea0..15a3146 100644
--- a/versions/master/tutorials/nlp/nce_loss.html
+++ b/versions/master/tutorials/nlp/nce_loss.html

@@ -8,9 +8,9 @@
 <title>NCE Loss — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/nlp/rnn.html b/versions/master/tutorials/nlp/rnn.html
index 76d82ec..3e7be34 100644
--- a/versions/master/tutorials/nlp/rnn.html
+++ b/versions/master/tutorials/nlp/rnn.html

@@ -8,9 +8,9 @@
 <title>Recurrent Neural Networks — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/python/kvstore.html b/versions/master/tutorials/python/kvstore.html
index ab3c9d7..5b3d741 100644
--- a/versions/master/tutorials/python/kvstore.html
+++ b/versions/master/tutorials/python/kvstore.html

@@ -8,9 +8,9 @@
 <title>Distributed Key-Value Store — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/python/linear-regression.html b/versions/master/tutorials/python/linear-regression.html
index 1fb235d..0e63bea 100644
--- a/versions/master/tutorials/python/linear-regression.html
+++ b/versions/master/tutorials/python/linear-regression.html

@@ -8,9 +8,9 @@
 <title>Linear Regression — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="../index.html" rel="up" title="Tutorials"/>
-<link href="mnist.html" rel="next" title="Handwritten Digit Recognition">
-<link href="../basic/data.html" rel="prev" title="Iterators - Loading data">
+<link href="../index.html" rel="up" title="Tutorials">
+<link href="mnist.html" rel="next" title="Handwritten Digit Recognition"/>
+<link href="../basic/data.html" rel="prev" title="Iterators - Loading data"/>
 <link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
@@ -191,8 +191,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/python/matrix_factorization.html b/versions/master/tutorials/python/matrix_factorization.html
index 51df078..1207159 100644
--- a/versions/master/tutorials/python/matrix_factorization.html
+++ b/versions/master/tutorials/python/matrix_factorization.html

@@ -8,9 +8,9 @@
 <title>Matrix Factorization — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/python/mnist.html b/versions/master/tutorials/python/mnist.html
index 8d2cccd..9b65985 100644
--- a/versions/master/tutorials/python/mnist.html
+++ b/versions/master/tutorials/python/mnist.html

@@ -8,9 +8,9 @@
 <title>Handwritten Digit Recognition — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="../index.html" rel="up" title="Tutorials"/>
-<link href="predict_image.html" rel="next" title="Predict with pre-trained models">
-<link href="linear-regression.html" rel="prev" title="Linear Regression">
+<link href="../index.html" rel="up" title="Tutorials">
+<link href="predict_image.html" rel="next" title="Predict with pre-trained models"/>
+<link href="linear-regression.html" rel="prev" title="Linear Regression"/>
 <link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
@@ -191,8 +191,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/python/predict_image.html b/versions/master/tutorials/python/predict_image.html
index 7df3145..743e496 100644
--- a/versions/master/tutorials/python/predict_image.html
+++ b/versions/master/tutorials/python/predict_image.html

@@ -8,9 +8,9 @@
 <title>Predict with pre-trained models — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="../index.html" rel="up" title="Tutorials"/>
-<link href="../vision/large_scale_classification.html" rel="next" title="Large Scale Image Classification">
-<link href="mnist.html" rel="prev" title="Handwritten Digit Recognition">
+<link href="../index.html" rel="up" title="Tutorials">
+<link href="../vision/large_scale_classification.html" rel="next" title="Large Scale Image Classification"/>
+<link href="mnist.html" rel="prev" title="Handwritten Digit Recognition"/>
 <link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
@@ -191,8 +191,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/r/CallbackFunctionTutorial.html b/versions/master/tutorials/r/CallbackFunctionTutorial.html
index 20103f8..b4a909d 100644
--- a/versions/master/tutorials/r/CallbackFunctionTutorial.html
+++ b/versions/master/tutorials/r/CallbackFunctionTutorial.html

@@ -8,9 +8,9 @@
 <title>Callback Function — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
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 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/r/CustomIteratorTutorial.html b/versions/master/tutorials/r/CustomIteratorTutorial.html
index 1afc279..4c5f0ff 100644
--- a/versions/master/tutorials/r/CustomIteratorTutorial.html
+++ b/versions/master/tutorials/r/CustomIteratorTutorial.html

@@ -8,9 +8,9 @@
 <title>Custom Iterator Tutorial — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/r/CustomLossFunction.html b/versions/master/tutorials/r/CustomLossFunction.html
index 7ab1cac..8aaf53a 100644
--- a/versions/master/tutorials/r/CustomLossFunction.html
+++ b/versions/master/tutorials/r/CustomLossFunction.html

@@ -8,9 +8,9 @@
 <title>Customized loss function — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/r/charRnnModel.html b/versions/master/tutorials/r/charRnnModel.html
index 4fc07c4..678c1f6 100644
--- a/versions/master/tutorials/r/charRnnModel.html
+++ b/versions/master/tutorials/r/charRnnModel.html

@@ -8,9 +8,9 @@
 <title>Char RNN Example — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/r/fiveMinutesNeuralNetwork.html b/versions/master/tutorials/r/fiveMinutesNeuralNetwork.html
index 5fc700b..a74d795 100644
--- a/versions/master/tutorials/r/fiveMinutesNeuralNetwork.html
+++ b/versions/master/tutorials/r/fiveMinutesNeuralNetwork.html

@@ -8,9 +8,9 @@
 <title>Develop a Neural Network with MXNet in Five Minutes — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/r/ndarray.html b/versions/master/tutorials/r/ndarray.html
index a2835d3..64e2f2f 100644
--- a/versions/master/tutorials/r/ndarray.html
+++ b/versions/master/tutorials/r/ndarray.html

@@ -8,9 +8,9 @@
 <title>NDArray: Vectorized Tensor Computations on CPUs and GPUs — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/r/symbol.html b/versions/master/tutorials/r/symbol.html
index 59c4395..374566d 100644
--- a/versions/master/tutorials/r/symbol.html
+++ b/versions/master/tutorials/r/symbol.html

@@ -8,9 +8,9 @@
 <title>Symbol and Automatic Differentiation — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/scala/char_lstm.html b/versions/master/tutorials/scala/char_lstm.html
index 5933abe..c2cc9c5 100644
--- a/versions/master/tutorials/scala/char_lstm.html
+++ b/versions/master/tutorials/scala/char_lstm.html

@@ -8,9 +8,9 @@
 <title>Developing a Character-level Language model — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -255,21 +255,21 @@
 <li>Build and train the model with the <a class="reference external" href="https://github.com/dmlc/mxnet/blob/master/scala-package/examples/scripts/rnn/run_train_charrnn.sh">run_train_charrnn.sh script</a>. Edit the script as follows:</li>
 </ul>
 <p>Edit the CLASS_PATH variable in the script to include your operating system-specific folder (e.g., linux-x86_64-cpu/linux-x86_64-gpu/osx-x86_64-cpu) in the path. Run the script with the following command:</p>
-<div class="highlight-bash"><div class="highlight"><pre><span></span>    bash run_train_charrnn.sh <which card="" class="p" gpu="" to="" use<span="">;</which></pre></div></div></div></div></div></div></div></body></html> -1 means CPU> <input data="" path=""/> <location model="" save="" the="" to="">
+<div class="highlight-bash"><div class="highlight"><pre><span></span>    bash run_train_charrnn.sh <which GPU card to use<span class="p">;</span> -1 means CPU> <input data path> <location to save the model>
 
     e.g.,
     bash run_train_charrnn.sh -1 ./datas/obama.txt ./models/obama
-</location>
-
+</pre></div>
+</div>
 <ul class="simple">
 <li>Run inference with the <a class="reference external" href="https://github.com/dmlc/mxnet/blob/master/scala-package/examples/scripts/rnn/run_test_charrnn.sh">run_test_charrnn.sh script</a>. Edit the script as follows:</li>
 </ul>
 <p>Edit the CLASS_PATH variable in the script to include your operating system-specific folder (e.g., linux-x86_64-cpu/linux-x86_64-gpu/osx-x86_64-cpu) in the path. Run the script with the following command:</p>
-<div class="highlight-bash"><div class="highlight"><pre><span></span>    bash run_test_charrnn.sh <input data="" path=""/> <trained from="" model="" previous="" script="">
+<div class="highlight-bash"><div class="highlight"><pre><span></span>    bash run_test_charrnn.sh <input data path> <trained model from previous script>
 
     e.g.,
     bash run_test_charrnn.sh ./datas/obama.txt ./models/obama
-</trained></pre></div>
+</pre></div>
 </div>
 <p>In this tutorial, you will accomplish the following:</p>
 <ul class="simple">
@@ -279,7 +279,7 @@
 <li>Fit the model.</li>
 <li>Build the inference model.</li>
 </ul>
-
+</div>
 <div class="section" id="prerequisites">
 <span id="prerequisites"></span><h2>Prerequisites<a class="headerlink" href="#prerequisites" title="Permalink to this headline">¶</a></h2>
 <p>To complete this tutorial, you need:</p>
@@ -723,13 +723,13 @@
 </ul>
 </div>
 </div>
-
+</div>
 <div class="container">
 <div class="footer">
 <p> © 2015-2017 DMLC. All rights reserved. </p>
 </div>
 </div>
-
+</div>
 <div aria-label="main navigation" class="sphinxsidebar rightsidebar" role="navigation">
 <div class="sphinxsidebarwrapper">
 <h3><a href="../../index.html">Table Of Contents</a></h3>
@@ -747,7 +747,7 @@
 </ul>
 </div>
 </div>
- <!-- pagename != index -->
+</div> <!-- pagename != index -->
 <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>
@@ -759,4 +759,5 @@
             $('body').css('visibility', 'visible');
         });
     </script>
-
+</div></body>
+</html>
\ No newline at end of file

diff --git a/versions/master/tutorials/scala/mnist.html b/versions/master/tutorials/scala/mnist.html
index 1626d09..41302fe 100644
--- a/versions/master/tutorials/scala/mnist.html
+++ b/versions/master/tutorials/scala/mnist.html

@@ -8,9 +8,9 @@
 <title>Handwritten Digit Recognition — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/scala/mxnet_scala_on_intellij.html b/versions/master/tutorials/scala/mxnet_scala_on_intellij.html
index c60bad1..b7d310e 100644
--- a/versions/master/tutorials/scala/mxnet_scala_on_intellij.html
+++ b/versions/master/tutorials/scala/mxnet_scala_on_intellij.html

@@ -8,9 +8,9 @@
 <title>Run MXNet Scala Examples Using the IntelliJ IDE — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>
@@ -252,26 +252,26 @@
 <li>Install the plugin for IntelliJ IDE by following these steps:
 On <strong>Menu</strong>, choose <strong>Preferences</strong>, choose <strong>Plugins</strong>, type <strong>Scala</strong>, and then choose <strong>Install</strong>.</li>
 <li>Follow the instructions for <a class="reference external" href="https://www.jetbrains.com/help/idea/2016.3/scala.html">Scala plugin setup for IDE</a>.</li>
-<li>When you build the MXNet package with Scala, a JAR file called <code class="docutils literal"><span class="pre">mxnet-full_${scala.binary.version}-${platform}</span></code> is generated in <code class="docutils literal"><span class="pre">native/<your-architecture>/target</your-architecture></span></code> directory. You need this file to create an example package that has a dependency on MXNet.</li>
+<li>When you build the MXNet package with Scala, a JAR file called <code class="docutils literal"><span class="pre">mxnet-full_${scala.binary.version}-${platform}</span></code> is generated in <code class="docutils literal"><span class="pre">native/<your-architecture>/target</span></code> directory. You need this file to create an example package that has a dependency on MXNet.</li>
 <li>Specify project dependencies in pom.xml:</li>
 </ul>
 <div class="highlight-HTML"><div class="highlight"><pre><span></span>    <span class="p"><</span><span class="nt">dependencies</span><span class="p">></span>
       <span class="p"><</span><span class="nt">dependency</span><span class="p">></span>
-        <span class="p"><</span><span class="nt">groupId</span><span class="p">></span>ml.dmlc.mxnet<span class="p"><!--</span--><span class="nt">groupId</span><span class="p">></span>
-        <span class="p"><</span><span class="nt">artifactId</span><span class="p">></span>mxnet-full_${scala.binary.version}-${platform}<span class="p"><!--</span--><span class="nt">artifactId</span><span class="p">></span>
-        <span class="p"><</span><span class="nt">version</span><span class="p">></span>0.1.1<span class="p"><!--</span--><span class="nt">version</span><span class="p">></span>
-        <span class="p"><</span><span class="nt">scope</span><span class="p">></span>system<span class="p"><!--</span--><span class="nt">scope</span><span class="p">></span>
-        <span class="p"><</span><span class="nt">systemPath</span><span class="p">></span>`MXNet-Scala-jar-path`<span class="p"><!--</span--><span class="nt">systemPath</span><span class="p">></span>
-      <span class="p"><!--</span--><span class="nt">dependency</span><span class="p">></span>
+        <span class="p"><</span><span class="nt">groupId</span><span class="p">></span>ml.dmlc.mxnet<span class="p"></</span><span class="nt">groupId</span><span class="p">></span>
+        <span class="p"><</span><span class="nt">artifactId</span><span class="p">></span>mxnet-full_${scala.binary.version}-${platform}<span class="p"></</span><span class="nt">artifactId</span><span class="p">></span>
+        <span class="p"><</span><span class="nt">version</span><span class="p">></span>0.1.1<span class="p"></</span><span class="nt">version</span><span class="p">></span>
+        <span class="p"><</span><span class="nt">scope</span><span class="p">></span>system<span class="p"></</span><span class="nt">scope</span><span class="p">></span>
+        <span class="p"><</span><span class="nt">systemPath</span><span class="p">></span>`MXNet-Scala-jar-path`<span class="p"></</span><span class="nt">systemPath</span><span class="p">></span>
+      <span class="p"></</span><span class="nt">dependency</span><span class="p">></span>
       <span class="p"><</span><span class="nt">dependency</span><span class="p">></span>
-        <span class="p"><</span><span class="nt">groupId</span><span class="p">></span>args4j<span class="p"><!--</span--><span class="nt">groupId</span><span class="p">></span>
-        <span class="p"><</span><span class="nt">artifactId</span><span class="p">></span>args4j<span class="p"><!--</span--><span class="nt">artifactId</span><span class="p">></span>
-        <span class="p"><</span><span class="nt">version</span><span class="p">></span>2.0.29<span class="p"><!--</span--><span class="nt">version</span><span class="p">></span>
-      <span class="p"><!--</span--><span class="nt">dependency</span><span class="p">></span>
-    <span class="p"><!--</span--><span class="nt">dependencies</span><span class="p">></span>
-</span></span></span></span></span></span></span></span></span></span></span></pre></div>
+        <span class="p"><</span><span class="nt">groupId</span><span class="p">></span>args4j<span class="p"></</span><span class="nt">groupId</span><span class="p">></span>
+        <span class="p"><</span><span class="nt">artifactId</span><span class="p">></span>args4j<span class="p"></</span><span class="nt">artifactId</span><span class="p">></span>
+        <span class="p"><</span><span class="nt">version</span><span class="p">></span>2.0.29<span class="p"></</span><span class="nt">version</span><span class="p">></span>
+      <span class="p"></</span><span class="nt">dependency</span><span class="p">></span>
+    <span class="p"></</span><span class="nt">dependencies</span><span class="p">></span>
+</pre></div>
 </div>
-<p>Be sure to change the system path of MXNet-Scala-jar, which is in the <code class="docutils literal"><span class="pre">native/<your-architecture>/target</your-architecture></span></code> directory.</p>
+<p>Be sure to change the system path of MXNet-Scala-jar, which is in the <code class="docutils literal"><span class="pre">native/<your-architecture>/target</span></code> directory.</p>
 <ul class="simple">
 <li>Choose the example project, choose Maven, and then reimport. These steps add all of the dependencies in pom.xml as external libraries in your project.</li>
 <li>To build the project, choose Menu, choose Build, and then choose Rebuild Project. If errors are reported in the IDE, address them.</li>

diff --git a/versions/master/tutorials/speech_recognition/baidu_warp_ctc.html b/versions/master/tutorials/speech_recognition/baidu_warp_ctc.html
index 5f870a6..dd903ca 100644
--- a/versions/master/tutorials/speech_recognition/baidu_warp_ctc.html
+++ b/versions/master/tutorials/speech_recognition/baidu_warp_ctc.html

@@ -8,9 +8,9 @@
 <title>Using Baidu Warp-CTC with MXNet — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/speech_recognition/speech_lstm.html b/versions/master/tutorials/speech_recognition/speech_lstm.html
index 805c974..ac9ed36 100644
--- a/versions/master/tutorials/speech_recognition/speech_lstm.html
+++ b/versions/master/tutorials/speech_recognition/speech_lstm.html

@@ -8,9 +8,9 @@
 <title>Speech LSTM — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/unsupervised_learning/auto_encoders.html b/versions/master/tutorials/unsupervised_learning/auto_encoders.html
index 1f9bedf..2280462 100644
--- a/versions/master/tutorials/unsupervised_learning/auto_encoders.html
+++ b/versions/master/tutorials/unsupervised_learning/auto_encoders.html

@@ -8,9 +8,9 @@
 <title>Autoencoders — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/unsupervised_learning/gan.html b/versions/master/tutorials/unsupervised_learning/gan.html
index 9b9f125..b2a7d42 100644
--- a/versions/master/tutorials/unsupervised_learning/gan.html
+++ b/versions/master/tutorials/unsupervised_learning/gan.html

@@ -8,9 +8,9 @@
 <title>Generative Adversarial Network — mxnet  documentation</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/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,7 +48,7 @@
 <!-- -->
 <!-- <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script> -->
 <!-- -->
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -188,8 +188,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>

diff --git a/versions/master/tutorials/vision/large_scale_classification.html b/versions/master/tutorials/vision/large_scale_classification.html
index 5c01c4c..63ad963 100644
--- a/versions/master/tutorials/vision/large_scale_classification.html
+++ b/versions/master/tutorials/vision/large_scale_classification.html

@@ -8,9 +8,9 @@
 <title>Large Scale Image Classification — mxnet  documentation</title>
 <link crossorigin="anonymous" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.6/css/bootstrap.min.css" integrity="sha384-1q8mTJOASx8j1Au+a5WDVnPi2lkFfwwEAa8hDDdjZlpLegxhjVME1fgjWPGmkzs7" rel="stylesheet"/>
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-<link href="../../_static/basic.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/pygments.css" rel="stylesheet" type="text/css"/>
-<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css">
+<link href="../../_static/basic.css" rel="stylesheet" type="text/css">
+<link href="../../_static/pygments.css" rel="stylesheet" type="text/css">
+<link href="../../_static/mxnet.css" rel="stylesheet" type="text/css"/>
 <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
@@ -48,9 +48,9 @@
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-<link href="../index.html" rel="up" title="Tutorials"/>
-<link href="../python/predict_image.html" rel="prev" title="Predict with pre-trained models">
-<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png">
+<link href="../index.html" rel="up" title="Tutorials">
+<link href="../python/predict_image.html" rel="prev" title="Predict with pre-trained models"/>
+<link href="https://raw.githubusercontent.com/dmlc/web-data/master/mxnet/image/mxnet-icon.png" rel="icon" type="image/png"/>
 </link></link></link></head>
 <body role="document"><!-- Previous Navbar Layout
 <div class="navbar navbar-default navbar-fixed-top">
@@ -190,8 +190,8 @@
 <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 name="check_keywords" type="hidden" value="yes">
+<input name="area" type="hidden" value="default"/>
 </input></form>
 <div id="search-preview"></div>
 </div>