Modified: incubator/singa/site/trunk/en/develop/schedule.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/develop/schedule.html?rev=1857909&r1=1857908&r2=1857909&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/develop/schedule.html (original)
+++ incubator/singa/site/trunk/en/develop/schedule.html Sun Apr 21 13:28:28 2019
@@ -107,6 +107,7 @@
 <ul class="current">
 <li class="toctree-l1 current"><a class="current reference internal" 
href="#">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="how-contribute.html">How to Contribute to SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="how-contribute.html#how-to-become-a-singa-committer">How to become a 
SINGA committer</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="contribute-code.html">How to Contribute Code</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="contribute-docs.html">How to Contribute to Documentation</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="how-to-release.html">How to prepare a release</a></li>
@@ -382,7 +383,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2018 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
+        &copy; Copyright 2019 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
 
     </p>
   </div>
@@ -452,7 +453,7 @@
 
   <a href="https://github.com/apache/incubator-singa"; class="fa fa-github" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a 
href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c";
 class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; 
text-align: center; text-decoration: none; margin: 5px 2px;"></a>
-  <a href="https://hub.docker.com/r/nusdbsystem/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://hub.docker.com/r/apache/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
   <a href="https://www.linkedin.com/groups/13550034"; class="fa fa-linkedin" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://twitter.com/ApacheSinga"; class="fa fa-twitter" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://www.facebook.com/Apache-SINGA-347284219056544/"; class="fa 
fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: 
center; text-decoration: none; margin: 5px 2px;"></a>

Modified: incubator/singa/site/trunk/en/docs.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs.html?rev=1857909&r1=1857908&r2=1857909&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs.html (original)
+++ incubator/singa/site/trunk/en/docs.html Sun Apr 21 13:28:28 2019
@@ -105,6 +105,7 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" 
href="develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="develop/how-contribute.html">How to Contribute to SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="develop/how-contribute.html#how-to-become-a-singa-committer">How to 
become a SINGA committer</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="develop/contribute-code.html">How to Contribute Code</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="develop/contribute-docs.html">How to Contribute to Documentation</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="develop/how-to-release.html">How to prepare a release</a></li>
@@ -193,6 +194,7 @@
 <li class="toctree-l5"><a class="reference internal" 
href="docs/installation.html#use-python">USE_PYTHON</a></li>
 <li class="toctree-l5"><a class="reference internal" 
href="docs/installation.html#use-cuda">USE_CUDA</a></li>
 <li class="toctree-l5"><a class="reference internal" 
href="docs/installation.html#use-opencl">USE_OPENCL</a></li>
+<li class="toctree-l5"><a class="reference internal" 
href="docs/installation.html#use-mkldnn">USE_MKLDNN</a></li>
 <li class="toctree-l5"><a class="reference internal" 
href="docs/installation.html#package">PACKAGE</a></li>
 </ul>
 </li>
@@ -233,6 +235,30 @@
 <li class="toctree-l2"><a class="reference internal" 
href="docs/loss.html">Loss</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="docs/metric.html">Metric</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="docs/optimizer.html">Optimizer</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="docs/autograd.html">Autograd in Singa</a><ul>
+<li class="toctree-l3"><a class="reference internal" 
href="docs/autograd.html#relevant-modules">Relevant Modules</a><ul>
+<li class="toctree-l4"><a class="reference internal" 
href="docs/autograd.html#tensor">Tensor</a></li>
+<li class="toctree-l4"><a class="reference internal" 
href="docs/autograd.html#operation">Operation</a></li>
+<li class="toctree-l4"><a class="reference internal" 
href="docs/autograd.html#layer">Layer</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" 
href="docs/autograd.html#examples">Examples</a><ul>
+<li class="toctree-l4"><a class="reference internal" 
href="docs/autograd.html#operation-only">Operation only</a><ul>
+<li class="toctree-l5"><a class="reference internal" 
href="docs/autograd.html#import-packages">Import packages</a></li>
+<li class="toctree-l5"><a class="reference internal" 
href="docs/autograd.html#create-weight-matrix-and-bias-vector">Create weight 
matrix and bias vector</a></li>
+<li class="toctree-l5"><a class="reference internal" 
href="docs/autograd.html#training">Training</a></li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" 
href="docs/autograd.html#operation-layer">Operation + Layer</a><ul>
+<li class="toctree-l5"><a class="reference internal" 
href="docs/autograd.html#create-the-layers">Create the layers</a></li>
+<li class="toctree-l5"><a class="reference internal" 
href="docs/autograd.html#define-the-forward-function">Define the forward 
function</a></li>
+<li class="toctree-l5"><a class="reference internal" 
href="docs/autograd.html#training">Training</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
 <li class="toctree-l2"><a class="reference internal" 
href="docs/data.html">Data</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="docs/image_tool.html">Image Tool</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="docs/snapshot.html">Snapshot</a></li>
@@ -288,7 +314,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2018 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
+        &copy; Copyright 2019 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
 
     </p>
   </div>
@@ -358,7 +384,7 @@
 
   <a href="https://github.com/apache/incubator-singa"; class="fa fa-github" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a 
href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c";
 class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; 
text-align: center; text-decoration: none; margin: 5px 2px;"></a>
-  <a href="https://hub.docker.com/r/nusdbsystem/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://hub.docker.com/r/apache/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
   <a href="https://www.linkedin.com/groups/13550034"; class="fa fa-linkedin" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://twitter.com/ApacheSinga"; class="fa fa-twitter" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://www.facebook.com/Apache-SINGA-347284219056544/"; class="fa 
fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: 
center; text-decoration: none; margin: 5px 2px;"></a>

Modified: incubator/singa/site/trunk/en/docs/autograd.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/autograd.html?rev=1857909&r1=1857908&r2=1857909&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/autograd.html (original)
+++ incubator/singa/site/trunk/en/docs/autograd.html Sun Apr 21 13:28:28 2019
@@ -30,6 +30,8 @@
   <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
+    <link rel="next" title="Data" href="data.html" />
+    <link rel="prev" title="Optimizer" href="optimizer.html" />
     <link href="../_static/style.css" rel="stylesheet" type="text/css">
     <!--link href="../_static/fontawesome-all.min.css" rel="stylesheet" 
type="text/css"-->
        <link rel="stylesheet" 
href="https://use.fontawesome.com/releases/v5.0.13/css/all.css"; 
integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp"
 crossorigin="anonymous">
@@ -97,14 +99,48 @@
               
             
             
-              <ul>
-<li class="toctree-l1"><a class="reference internal" 
href="index.html">Documentation</a></li>
+              <ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" 
href="index.html">Documentation</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" 
href="installation.html">Installation</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="software_stack.html">Software Stack</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="device.html">Device</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="tensor.html">Tensor</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="layer.html">Layer</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="net.html">FeedForward Net</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="initializer.html">Initializer</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="loss.html">Loss</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="metric.html">Metric</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="optimizer.html">Optimizer</a></li>
+<li class="toctree-l2 current"><a class="current reference internal" 
href="#">Autograd in Singa</a><ul>
+<li class="toctree-l3"><a class="reference internal" 
href="#relevant-modules">Relevant Modules</a><ul>
+<li class="toctree-l4"><a class="reference internal" 
href="#tensor">Tensor</a></li>
+<li class="toctree-l4"><a class="reference internal" 
href="#operation">Operation</a></li>
+<li class="toctree-l4"><a class="reference internal" 
href="#layer">Layer</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" 
href="#examples">Examples</a><ul>
+<li class="toctree-l4"><a class="reference internal" 
href="#operation-only">Operation only</a></li>
+<li class="toctree-l4"><a class="reference internal" 
href="#operation-layer">Operation + Layer</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" 
href="data.html">Data</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="image_tool.html">Image Tool</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="snapshot.html">Snapshot</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="converter.html">Caffe Converter</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="utils.html">Utils</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="model_zoo/index.html">Model Zoo</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="security.html">Security</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" 
href="../downloads.html">Download SINGA</a></li>
 </ul>
 <p class="caption"><span class="caption-text">Development</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html#how-to-become-a-singa-committer">How to 
become a SINGA committer</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-to-release.html">How to prepare a release</a></li>
@@ -160,6 +196,8 @@
     
       <li><a href="../index.html">Docs</a> &raquo;</li>
         
+          <li><a href="index.html">Documentation</a> &raquo;</li>
+        
       <li>Autograd in Singa</li>
     
     
@@ -177,7 +215,25 @@
           <div role="main" class="document" itemscope="itemscope" 
itemtype="http://schema.org/Article";>
            <div itemprop="articleBody">
             
-  <div class="section" id="autograd-in-singa">
+  <!--
+    Licensed to the Apache Software Foundation (ASF) under one
+    or more contributor license agreements.  See the NOTICE file
+    distributed with this work for additional information
+    regarding copyright ownership.  The ASF licenses this file
+    to you under the Apache License, Version 2.0 (the
+    "License"); you may not use this file except in compliance
+    with the License.  You may obtain a copy of the License at<div 
class="highlight-default notranslate"><div class="highlight"><pre><span></span> 
 <span class="n">http</span><span class="p">:</span><span 
class="o">//</span><span class="n">www</span><span class="o">.</span><span 
class="n">apache</span><span class="o">.</span><span class="n">org</span><span 
class="o">/</span><span class="n">licenses</span><span class="o">/</span><span 
class="n">LICENSE</span><span class="o">-</span><span class="mf">2.0</span>
+
+<span class="n">Unless</span> <span class="n">required</span> <span 
class="n">by</span> <span class="n">applicable</span> <span 
class="n">law</span> <span class="ow">or</span> <span class="n">agreed</span> 
<span class="n">to</span> <span class="ow">in</span> <span 
class="n">writing</span><span class="p">,</span>
+<span class="n">software</span> <span class="n">distributed</span> <span 
class="n">under</span> <span class="n">the</span> <span 
class="n">License</span> <span class="ow">is</span> <span 
class="n">distributed</span> <span class="n">on</span> <span class="n">an</span>
+<span class="s2">&quot;AS IS&quot;</span> <span class="n">BASIS</span><span 
class="p">,</span> <span class="n">WITHOUT</span> <span 
class="n">WARRANTIES</span> <span class="n">OR</span> <span 
class="n">CONDITIONS</span> <span class="n">OF</span> <span class="n">ANY</span>
+<span class="n">KIND</span><span class="p">,</span> <span 
class="n">either</span> <span class="n">express</span> <span 
class="ow">or</span> <span class="n">implied</span><span class="o">.</span>  
<span class="n">See</span> <span class="n">the</span> <span 
class="n">License</span> <span class="k">for</span> <span class="n">the</span>
+<span class="n">specific</span> <span class="n">language</span> <span 
class="n">governing</span> <span class="n">permissions</span> <span 
class="ow">and</span> <span class="n">limitations</span>
+<span class="n">under</span> <span class="n">the</span> <span 
class="n">License</span><span class="o">.</span>
+</pre></div>
+</div>
+<p>–&gt;</p>
+<div class="section" id="autograd-in-singa">
 <span id="autograd-in-singa"></span><h1>Autograd in Singa<a class="headerlink" 
href="#autograd-in-singa" title="Permalink to this headline">¶</a></h1>
 <p>There are two typical ways to implement autograd, via symbolic 
differentiation like <a class="reference external" 
href="http://deeplearning.net/software/theano/index.html";>Theano</a> or reverse 
differentiation like <a class="reference external" 
href="https://pytorch.org/docs/stable/notes/autograd.html";>Pytorch</a>. Singa 
follows Pytorch way, which records the computation graph and apply the backward 
propagation automatically after forward propagation. The autograd algorithm is 
explained in details <a class="reference external" 
href="https://pytorch.org/docs/stable/notes/autograd.html";>here</a>. We explain 
the relevant modules in Singa and give an example to illustrate the usage.</p>
 <div class="section" id="relevant-modules">
@@ -327,12 +383,21 @@
           </div>
           <footer>
   
+    <div class="rst-footer-buttons" role="navigation" aria-label="footer 
navigation">
+      
+        <a href="data.html" class="btn btn-neutral float-right" title="Data" 
accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a>
+      
+      
+        <a href="optimizer.html" class="btn btn-neutral" title="Optimizer" 
accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> 
Previous</a>
+      
+    </div>
+  
 
   <hr/>
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2018 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
+        &copy; Copyright 2019 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
 
     </p>
   </div>
@@ -402,7 +467,7 @@
 
   <a href="https://github.com/apache/incubator-singa"; class="fa fa-github" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a 
href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c";
 class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; 
text-align: center; text-decoration: none; margin: 5px 2px;"></a>
-  <a href="https://hub.docker.com/r/nusdbsystem/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://hub.docker.com/r/apache/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
   <a href="https://www.linkedin.com/groups/13550034"; class="fa fa-linkedin" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://twitter.com/ApacheSinga"; class="fa fa-twitter" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://www.facebook.com/Apache-SINGA-347284219056544/"; class="fa 
fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: 
center; text-decoration: none; margin: 5px 2px;"></a>

Modified: incubator/singa/site/trunk/en/docs/cnn.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/cnn.html?rev=1857909&r1=1857908&r2=1857909&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/cnn.html (original)
+++ incubator/singa/site/trunk/en/docs/cnn.html Sun Apr 21 13:28:28 2019
@@ -105,6 +105,7 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html#how-to-become-a-singa-committer">How to 
become a SINGA committer</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-to-release.html">How to prepare a release</a></li>
@@ -177,7 +178,25 @@
           <div role="main" class="document" itemscope="itemscope" 
itemtype="http://schema.org/Article";>
            <div itemprop="articleBody">
             
-  <div class="section" id="quickstart-cifar10-example">
+  <!--
+    Licensed to the Apache Software Foundation (ASF) under one
+    or more contributor license agreements.  See the NOTICE file
+    distributed with this work for additional information
+    regarding copyright ownership.  The ASF licenses this file
+    to you under the Apache License, Version 2.0 (the
+    "License"); you may not use this file except in compliance
+    with the License.  You may obtain a copy of the License at<div 
class="highlight-default notranslate"><div class="highlight"><pre><span></span> 
 <span class="n">http</span><span class="p">:</span><span 
class="o">//</span><span class="n">www</span><span class="o">.</span><span 
class="n">apache</span><span class="o">.</span><span class="n">org</span><span 
class="o">/</span><span class="n">licenses</span><span class="o">/</span><span 
class="n">LICENSE</span><span class="o">-</span><span class="mf">2.0</span>
+
+<span class="n">Unless</span> <span class="n">required</span> <span 
class="n">by</span> <span class="n">applicable</span> <span 
class="n">law</span> <span class="ow">or</span> <span class="n">agreed</span> 
<span class="n">to</span> <span class="ow">in</span> <span 
class="n">writing</span><span class="p">,</span>
+<span class="n">software</span> <span class="n">distributed</span> <span 
class="n">under</span> <span class="n">the</span> <span 
class="n">License</span> <span class="ow">is</span> <span 
class="n">distributed</span> <span class="n">on</span> <span class="n">an</span>
+<span class="s2">&quot;AS IS&quot;</span> <span class="n">BASIS</span><span 
class="p">,</span> <span class="n">WITHOUT</span> <span 
class="n">WARRANTIES</span> <span class="n">OR</span> <span 
class="n">CONDITIONS</span> <span class="n">OF</span> <span class="n">ANY</span>
+<span class="n">KIND</span><span class="p">,</span> <span 
class="n">either</span> <span class="n">express</span> <span 
class="ow">or</span> <span class="n">implied</span><span class="o">.</span>  
<span class="n">See</span> <span class="n">the</span> <span 
class="n">License</span> <span class="k">for</span> <span class="n">the</span>
+<span class="n">specific</span> <span class="n">language</span> <span 
class="n">governing</span> <span class="n">permissions</span> <span 
class="ow">and</span> <span class="n">limitations</span>
+<span class="n">under</span> <span class="n">the</span> <span 
class="n">License</span><span class="o">.</span>
+</pre></div>
+</div>
+<p>–&gt;</p>
+<div class="section" id="quickstart-cifar10-example">
 <span id="quickstart-cifar10-example"></span><h1>Quickstart - Cifar10 
example<a class="headerlink" href="#quickstart-cifar10-example" 
title="Permalink to this headline">¶</a></h1>
 <p>Convolution neural network (CNN) is a type of feed-forward artificial 
neural network widely used for image classification. In this example, we will 
use a deep CNN model to do image classification for the <a class="reference 
external" href="http://www.cs.toronto.edu/~kriz/cifar.html";>CIFAR10 
dataset</a>.</p>
 <div class="section" id="running-instructions-for-cpp-version">
@@ -332,7 +351,7 @@ $ python download_data.py py
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2018 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
+        &copy; Copyright 2019 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
 
     </p>
   </div>
@@ -402,7 +421,7 @@ $ python download_data.py py
 
   <a href="https://github.com/apache/incubator-singa"; class="fa fa-github" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a 
href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c";
 class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; 
text-align: center; text-decoration: none; margin: 5px 2px;"></a>
-  <a href="https://hub.docker.com/r/nusdbsystem/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://hub.docker.com/r/apache/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
   <a href="https://www.linkedin.com/groups/13550034"; class="fa fa-linkedin" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://twitter.com/ApacheSinga"; class="fa fa-twitter" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://www.facebook.com/Apache-SINGA-347284219056544/"; class="fa 
fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: 
center; text-decoration: none; margin: 5px 2px;"></a>

Modified: incubator/singa/site/trunk/en/docs/converter.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/converter.html?rev=1857909&r1=1857908&r2=1857909&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/converter.html (original)
+++ incubator/singa/site/trunk/en/docs/converter.html Sun Apr 21 13:28:28 2019
@@ -111,6 +111,7 @@
 <li class="toctree-l2"><a class="reference internal" 
href="loss.html">Loss</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="metric.html">Metric</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="optimizer.html">Optimizer</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="autograd.html">Autograd in Singa</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="data.html">Data</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="image_tool.html">Image Tool</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="snapshot.html">Snapshot</a></li>
@@ -126,6 +127,7 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html#how-to-become-a-singa-committer">How to 
become a SINGA committer</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-to-release.html">How to prepare a release</a></li>
@@ -224,7 +226,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2018 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
+        &copy; Copyright 2019 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
 
     </p>
   </div>
@@ -294,7 +296,7 @@
 
   <a href="https://github.com/apache/incubator-singa"; class="fa fa-github" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a 
href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c";
 class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; 
text-align: center; text-decoration: none; margin: 5px 2px;"></a>
-  <a href="https://hub.docker.com/r/nusdbsystem/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://hub.docker.com/r/apache/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
   <a href="https://www.linkedin.com/groups/13550034"; class="fa fa-linkedin" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://twitter.com/ApacheSinga"; class="fa fa-twitter" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://www.facebook.com/Apache-SINGA-347284219056544/"; class="fa 
fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: 
center; text-decoration: none; margin: 5px 2px;"></a>

Modified: incubator/singa/site/trunk/en/docs/data.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/data.html?rev=1857909&r1=1857908&r2=1857909&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/data.html (original)
+++ incubator/singa/site/trunk/en/docs/data.html Sun Apr 21 13:28:28 2019
@@ -31,7 +31,7 @@
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
     <link rel="next" title="Image Tool" href="image_tool.html" />
-    <link rel="prev" title="Optimizer" href="optimizer.html" />
+    <link rel="prev" title="Autograd in Singa" href="autograd.html" />
     <link href="../_static/style.css" rel="stylesheet" type="text/css">
     <!--link href="../_static/fontawesome-all.min.css" rel="stylesheet" 
type="text/css"-->
        <link rel="stylesheet" 
href="https://use.fontawesome.com/releases/v5.0.13/css/all.css"; 
integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp"
 crossorigin="anonymous">
@@ -111,6 +111,7 @@
 <li class="toctree-l2"><a class="reference internal" 
href="loss.html">Loss</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="metric.html">Metric</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="optimizer.html">Optimizer</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="autograd.html">Autograd in Singa</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" 
href="#">Data</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="image_tool.html">Image Tool</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="snapshot.html">Snapshot</a></li>
@@ -126,6 +127,7 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html#how-to-become-a-singa-committer">How to 
become a SINGA committer</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-to-release.html">How to prepare a release</a></li>
@@ -277,7 +279,7 @@ space or comma</li>
         <a href="image_tool.html" class="btn btn-neutral float-right" 
title="Image Tool" accesskey="n" rel="next">Next <span class="fa 
fa-arrow-circle-right"></span></a>
       
       
-        <a href="optimizer.html" class="btn btn-neutral" title="Optimizer" 
accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> 
Previous</a>
+        <a href="autograd.html" class="btn btn-neutral" title="Autograd in 
Singa" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> 
Previous</a>
       
     </div>
   
@@ -286,7 +288,7 @@ space or comma</li>
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2018 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
+        &copy; Copyright 2019 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
 
     </p>
   </div>
@@ -356,7 +358,7 @@ space or comma</li>
 
   <a href="https://github.com/apache/incubator-singa"; class="fa fa-github" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a 
href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c";
 class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; 
text-align: center; text-decoration: none; margin: 5px 2px;"></a>
-  <a href="https://hub.docker.com/r/nusdbsystem/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://hub.docker.com/r/apache/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
   <a href="https://www.linkedin.com/groups/13550034"; class="fa fa-linkedin" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://twitter.com/ApacheSinga"; class="fa fa-twitter" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://www.facebook.com/Apache-SINGA-347284219056544/"; class="fa 
fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: 
center; text-decoration: none; margin: 5px 2px;"></a>

Modified: incubator/singa/site/trunk/en/docs/dependencies.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/dependencies.html?rev=1857909&r1=1857908&r2=1857909&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/dependencies.html (original)
+++ incubator/singa/site/trunk/en/docs/dependencies.html Sun Apr 21 13:28:28 
2019
@@ -105,6 +105,7 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html#how-to-become-a-singa-committer">How to 
become a SINGA committer</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-to-release.html">How to prepare a release</a></li>
@@ -177,7 +178,25 @@
           <div role="main" class="document" itemscope="itemscope" 
itemtype="http://schema.org/Article";>
            <div itemprop="articleBody">
             
-  <div class="section" id="dependent-library-installation">
+  <!--
+    Licensed to the Apache Software Foundation (ASF) under one
+    or more contributor license agreements.  See the NOTICE file
+    distributed with this work for additional information
+    regarding copyright ownership.  The ASF licenses this file
+    to you under the Apache License, Version 2.0 (the
+    "License"); you may not use this file except in compliance
+    with the License.  You may obtain a copy of the License at<div 
class="highlight-default notranslate"><div class="highlight"><pre><span></span> 
 <span class="n">http</span><span class="p">:</span><span 
class="o">//</span><span class="n">www</span><span class="o">.</span><span 
class="n">apache</span><span class="o">.</span><span class="n">org</span><span 
class="o">/</span><span class="n">licenses</span><span class="o">/</span><span 
class="n">LICENSE</span><span class="o">-</span><span class="mf">2.0</span>
+
+<span class="n">Unless</span> <span class="n">required</span> <span 
class="n">by</span> <span class="n">applicable</span> <span 
class="n">law</span> <span class="ow">or</span> <span class="n">agreed</span> 
<span class="n">to</span> <span class="ow">in</span> <span 
class="n">writing</span><span class="p">,</span>
+<span class="n">software</span> <span class="n">distributed</span> <span 
class="n">under</span> <span class="n">the</span> <span 
class="n">License</span> <span class="ow">is</span> <span 
class="n">distributed</span> <span class="n">on</span> <span class="n">an</span>
+<span class="s2">&quot;AS IS&quot;</span> <span class="n">BASIS</span><span 
class="p">,</span> <span class="n">WITHOUT</span> <span 
class="n">WARRANTIES</span> <span class="n">OR</span> <span 
class="n">CONDITIONS</span> <span class="n">OF</span> <span class="n">ANY</span>
+<span class="n">KIND</span><span class="p">,</span> <span 
class="n">either</span> <span class="n">express</span> <span 
class="ow">or</span> <span class="n">implied</span><span class="o">.</span>  
<span class="n">See</span> <span class="n">the</span> <span 
class="n">License</span> <span class="k">for</span> <span class="n">the</span>
+<span class="n">specific</span> <span class="n">language</span> <span 
class="n">governing</span> <span class="n">permissions</span> <span 
class="ow">and</span> <span class="n">limitations</span>
+<span class="n">under</span> <span class="n">the</span> <span 
class="n">License</span><span class="o">.</span>
+</pre></div>
+</div>
+<p>–&gt;</p>
+<div class="section" id="dependent-library-installation">
 <span id="dependent-library-installation"></span><h1>Dependent library 
installation<a class="headerlink" href="#dependent-library-installation" 
title="Permalink to this headline">¶</a></h1>
 <div class="section" id="windows">
 <span id="windows"></span><h2>Windows<a class="headerlink" href="#windows" 
title="Permalink to this headline">¶</a></h2>
@@ -266,7 +285,7 @@ folders).</p>
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2018 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
+        &copy; Copyright 2019 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
 
     </p>
   </div>
@@ -336,7 +355,7 @@ folders).</p>
 
   <a href="https://github.com/apache/incubator-singa"; class="fa fa-github" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a 
href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c";
 class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; 
text-align: center; text-decoration: none; margin: 5px 2px;"></a>
-  <a href="https://hub.docker.com/r/nusdbsystem/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://hub.docker.com/r/apache/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
   <a href="https://www.linkedin.com/groups/13550034"; class="fa fa-linkedin" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://twitter.com/ApacheSinga"; class="fa fa-twitter" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://www.facebook.com/Apache-SINGA-347284219056544/"; class="fa 
fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: 
center; text-decoration: none; margin: 5px 2px;"></a>

Modified: incubator/singa/site/trunk/en/docs/device.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/device.html?rev=1857909&r1=1857908&r2=1857909&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/device.html (original)
+++ incubator/singa/site/trunk/en/docs/device.html Sun Apr 21 13:28:28 2019
@@ -116,6 +116,7 @@
 <li class="toctree-l2"><a class="reference internal" 
href="loss.html">Loss</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="metric.html">Metric</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="optimizer.html">Optimizer</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="autograd.html">Autograd in Singa</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="data.html">Data</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="image_tool.html">Image Tool</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="snapshot.html">Snapshot</a></li>
@@ -131,6 +132,7 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html#how-to-become-a-singa-committer">How to 
become a SINGA committer</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-to-release.html">How to prepare a release</a></li>
@@ -297,7 +299,7 @@ to call singa::Device and its methods.</
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2018 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
+        &copy; Copyright 2019 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
 
     </p>
   </div>
@@ -367,7 +369,7 @@ to call singa::Device and its methods.</
 
   <a href="https://github.com/apache/incubator-singa"; class="fa fa-github" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a 
href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c";
 class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; 
text-align: center; text-decoration: none; margin: 5px 2px;"></a>
-  <a href="https://hub.docker.com/r/nusdbsystem/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://hub.docker.com/r/apache/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
   <a href="https://www.linkedin.com/groups/13550034"; class="fa fa-linkedin" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://twitter.com/ApacheSinga"; class="fa fa-twitter" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://www.facebook.com/Apache-SINGA-347284219056544/"; class="fa 
fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: 
center; text-decoration: none; margin: 5px 2px;"></a>

Modified: incubator/singa/site/trunk/en/docs/docker.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/docker.html?rev=1857909&r1=1857908&r2=1857909&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/docker.html (original)
+++ incubator/singa/site/trunk/en/docs/docker.html Sun Apr 21 13:28:28 2019
@@ -105,6 +105,7 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html#how-to-become-a-singa-committer">How to 
become a SINGA committer</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-to-release.html">How to prepare a release</a></li>
@@ -177,7 +178,25 @@
           <div role="main" class="document" itemscope="itemscope" 
itemtype="http://schema.org/Article";>
            <div itemprop="articleBody">
             
-  <div class="section" id="docker-images">
+  <!--
+    Licensed to the Apache Software Foundation (ASF) under one
+    or more contributor license agreements.  See the NOTICE file
+    distributed with this work for additional information
+    regarding copyright ownership.  The ASF licenses this file
+    to you under the Apache License, Version 2.0 (the
+    "License"); you may not use this file except in compliance
+    with the License.  You may obtain a copy of the License at<div 
class="highlight-default notranslate"><div class="highlight"><pre><span></span> 
 <span class="n">http</span><span class="p">:</span><span 
class="o">//</span><span class="n">www</span><span class="o">.</span><span 
class="n">apache</span><span class="o">.</span><span class="n">org</span><span 
class="o">/</span><span class="n">licenses</span><span class="o">/</span><span 
class="n">LICENSE</span><span class="o">-</span><span class="mf">2.0</span>
+
+<span class="n">Unless</span> <span class="n">required</span> <span 
class="n">by</span> <span class="n">applicable</span> <span 
class="n">law</span> <span class="ow">or</span> <span class="n">agreed</span> 
<span class="n">to</span> <span class="ow">in</span> <span 
class="n">writing</span><span class="p">,</span>
+<span class="n">software</span> <span class="n">distributed</span> <span 
class="n">under</span> <span class="n">the</span> <span 
class="n">License</span> <span class="ow">is</span> <span 
class="n">distributed</span> <span class="n">on</span> <span class="n">an</span>
+<span class="s2">&quot;AS IS&quot;</span> <span class="n">BASIS</span><span 
class="p">,</span> <span class="n">WITHOUT</span> <span 
class="n">WARRANTIES</span> <span class="n">OR</span> <span 
class="n">CONDITIONS</span> <span class="n">OF</span> <span class="n">ANY</span>
+<span class="n">KIND</span><span class="p">,</span> <span 
class="n">either</span> <span class="n">express</span> <span 
class="ow">or</span> <span class="n">implied</span><span class="o">.</span>  
<span class="n">See</span> <span class="n">the</span> <span 
class="n">License</span> <span class="k">for</span> <span class="n">the</span>
+<span class="n">specific</span> <span class="n">language</span> <span 
class="n">governing</span> <span class="n">permissions</span> <span 
class="ow">and</span> <span class="n">limitations</span>
+<span class="n">under</span> <span class="n">the</span> <span 
class="n">License</span><span class="o">.</span>
+</pre></div>
+</div>
+<p>–&gt;</p>
+<div class="section" id="docker-images">
 <span id="docker-images"></span><h1>Docker Images<a class="headerlink" 
href="#docker-images" title="Permalink to this headline">¶</a></h1>
 <div class="section" id="available-tags">
 <span id="available-tags"></span><h2>Available tags<a class="headerlink" 
href="#available-tags" title="Permalink to this headline">¶</a></h2>
@@ -210,30 +229,24 @@ Dockerfile folder, e.g., tool/docker/dev
 </pre></div>
 </div>
 <p>The <code class="docutils literal notranslate"><span 
class="pre">&lt;TAG&gt;</span></code> is named as</p>
-<div class="highlight-default notranslate"><div 
class="highlight"><pre><span></span><span class="n">devel</span><span 
class="o">|</span><span class="n">runtime</span><span class="p">[</span><span 
class="o">-</span><span class="n">OS</span><span class="p">][</span><span 
class="o">-</span><span class="n">CUDA</span><span class="o">|</span><span 
class="n">OPENCL</span><span class="p">][</span><span class="o">-</span><span 
class="n">CUDNN</span><span class="p">]</span>
+<div class="highlight-default notranslate"><div 
class="highlight"><pre><span></span><span class="n">devel</span><span 
class="o">|</span><span class="n">runtime</span><span class="p">[</span><span 
class="o">-</span><span class="n">CUDA</span><span class="o">|</span><span 
class="n">CPU</span><span class="p">][</span><span class="o">-</span><span 
class="n">CUDNN</span><span class="p">]</span>
 </pre></div>
 </div>
 <ul class="simple">
 <li>devel: development images with all dependent libs’ header files 
installed and SINGA’s source code; runtime: the minimal images which can run 
SINGA programs.</li>
-<li>OS: ubuntu, ubuntu14.04, centos, centos6</li>
-<li>CUDA: cuda, cuda8.0, cuda7.0</li>
-<li>CUDNN: cudnn, cudnn5, cudnn4</li>
-<li>OPENCL: opencl, opencl1.2</li>
+<li>CUDA: cuda10.0, cuda9.0</li>
+<li>CUDNN: cudnn7</li>
 </ul>
-<p>By default, if the version is not included in the tag, the latest stable 
version is used.
-The default OS is Ubuntu. The version is the latest stable version (e.g., 
16.04 for now).
-For -cuda version, the <strong>cudnn</strong> is included by default. Their 
versions are also the latest stable version, i.e., cuda8.0 and cudnn5 for 
now.</p>
-<p>Here are some example tags,</p>
-<p><code class="docutils literal notranslate"><span 
class="pre">devel</span></code>, <code class="docutils literal 
notranslate"><span class="pre">devel-cuda</span></code>, <code class="docutils 
literal notranslate"><span class="pre">runtime</span></code>, <code 
class="docutils literal notranslate"><span 
class="pre">runtime-cuda</span></code>, <code class="docutils literal 
notranslate"><span class="pre">devel-centos7-cuda</span></code>, <code 
class="docutils literal notranslate"><span 
class="pre">devel-ubuntu14.04</span></code>, <code class="docutils literal 
notranslate"><span 
class="pre">devel-ubuntu14.04-cuda7.5-cudnn4</span></code></p>
+<p>Here are some example tags:</p>
+<p><code class="docutils literal notranslate"><span 
class="pre">devel-cuda9-cudnn7</span></code>, <code class="docutils literal 
notranslate"><span class="pre">devel-cuda9-cudnn7</span></code>, <code 
class="docutils literal notranslate"><span 
class="pre">devel-cuda10-cudnn7</span></code>, <code class="docutils literal 
notranslate"><span class="pre">devel-cpu</span></code>, <code class="docutils 
literal notranslate"><span class="pre">runtime-gpu</span></code> and <code 
class="docutils literal notranslate"><span 
class="pre">runtime-cpu</span></code></p>
 <p>Please follow the existing Dockefiles under tool/docker/ to create other 
Dockefiles.
 The folder structure is like</p>
 <div class="highlight-default notranslate"><div 
class="highlight"><pre><span></span><span class="n">level1</span><span 
class="p">:</span> <span class="n">devel</span><span class="o">|</span><span 
class="n">runtime</span>
 <span class="n">level2</span><span class="p">:</span> <span 
class="n">Dockerfile</span><span class="p">,</span> <span class="n">OS</span>
-<span class="n">level3</span><span class="p">:</span> <span 
class="n">Dockerfile</span><span class="p">,</span> <span 
class="n">CUDA</span><span class="o">|</span><span class="n">OPENCL</span>
-<span class="n">level4</span><span class="p">:</span> <span 
class="n">CUDNN</span>
+<span class="n">level3</span><span class="p">:</span> <span 
class="n">Dockerfile</span><span class="p">,</span> <span 
class="n">CUDA</span><span class="o">|</span><span class="n">MKLDNN</span>
 </pre></div>
 </div>
-<p>For example, the path of the Dockerfile for <code class="docutils literal 
notranslate"><span class="pre">devel-cuda</span></code> is <code 
class="docutils literal notranslate"><span 
class="pre">tool/docker/devel/cuda/Dockerfile</span></code>.</p>
+<p>For example, the path of the Dockerfile for <code class="docutils literal 
notranslate"><span class="pre">devel-cuda9-cudnn7</span></code> is <code 
class="docutils literal notranslate"><span 
class="pre">tool/docker/devel/ubuntu/cuda9/Dockerfile</span></code>.</p>
 </div>
 </div>
 
@@ -248,7 +261,7 @@ The folder structure is like</p>
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2018 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
+        &copy; Copyright 2019 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
 
     </p>
   </div>
@@ -318,7 +331,7 @@ The folder structure is like</p>
 
   <a href="https://github.com/apache/incubator-singa"; class="fa fa-github" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a 
href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c";
 class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; 
text-align: center; text-decoration: none; margin: 5px 2px;"></a>
-  <a href="https://hub.docker.com/r/nusdbsystem/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://hub.docker.com/r/apache/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
   <a href="https://www.linkedin.com/groups/13550034"; class="fa fa-linkedin" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://twitter.com/ApacheSinga"; class="fa fa-twitter" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://www.facebook.com/Apache-SINGA-347284219056544/"; class="fa 
fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: 
center; text-decoration: none; margin: 5px 2px;"></a>

Modified: incubator/singa/site/trunk/en/docs/image_tool.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/image_tool.html?rev=1857909&r1=1857908&r2=1857909&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/image_tool.html (original)
+++ incubator/singa/site/trunk/en/docs/image_tool.html Sun Apr 21 13:28:28 2019
@@ -111,6 +111,7 @@
 <li class="toctree-l2"><a class="reference internal" 
href="loss.html">Loss</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="metric.html">Metric</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="optimizer.html">Optimizer</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="autograd.html">Autograd in Singa</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="data.html">Data</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" 
href="#">Image Tool</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="snapshot.html">Snapshot</a></li>
@@ -126,6 +127,7 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html#how-to-become-a-singa-committer">How to 
become a SINGA committer</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-to-release.html">How to prepare a release</a></li>
@@ -554,7 +556,7 @@ it into given size.</p>
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2018 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
+        &copy; Copyright 2019 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
 
     </p>
   </div>
@@ -624,7 +626,7 @@ it into given size.</p>
 
   <a href="https://github.com/apache/incubator-singa"; class="fa fa-github" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a 
href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c";
 class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; 
text-align: center; text-decoration: none; margin: 5px 2px;"></a>
-  <a href="https://hub.docker.com/r/nusdbsystem/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://hub.docker.com/r/apache/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
   <a href="https://www.linkedin.com/groups/13550034"; class="fa fa-linkedin" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://twitter.com/ApacheSinga"; class="fa fa-twitter" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://www.facebook.com/Apache-SINGA-347284219056544/"; class="fa 
fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: 
center; text-decoration: none; margin: 5px 2px;"></a>

Modified: incubator/singa/site/trunk/en/docs/index.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/index.html?rev=1857909&r1=1857908&r2=1857909&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/index.html (original)
+++ incubator/singa/site/trunk/en/docs/index.html Sun Apr 21 13:28:28 2019
@@ -111,6 +111,7 @@
 <li class="toctree-l2"><a class="reference internal" 
href="loss.html">Loss</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="metric.html">Metric</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="optimizer.html">Optimizer</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="autograd.html">Autograd in Singa</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="data.html">Data</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="image_tool.html">Image Tool</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="snapshot.html">Snapshot</a></li>
@@ -126,6 +127,7 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html#how-to-become-a-singa-committer">How to 
become a SINGA committer</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-to-release.html">How to prepare a release</a></li>
@@ -213,6 +215,7 @@
 <li class="toctree-l4"><a class="reference internal" 
href="installation.html#use-python">USE_PYTHON</a></li>
 <li class="toctree-l4"><a class="reference internal" 
href="installation.html#use-cuda">USE_CUDA</a></li>
 <li class="toctree-l4"><a class="reference internal" 
href="installation.html#use-opencl">USE_OPENCL</a></li>
+<li class="toctree-l4"><a class="reference internal" 
href="installation.html#use-mkldnn">USE_MKLDNN</a></li>
 <li class="toctree-l4"><a class="reference internal" 
href="installation.html#package">PACKAGE</a></li>
 </ul>
 </li>
@@ -253,6 +256,30 @@
 <li class="toctree-l1"><a class="reference internal" 
href="loss.html">Loss</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="metric.html">Metric</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="optimizer.html">Optimizer</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="autograd.html">Autograd in Singa</a><ul>
+<li class="toctree-l2"><a class="reference internal" 
href="autograd.html#relevant-modules">Relevant Modules</a><ul>
+<li class="toctree-l3"><a class="reference internal" 
href="autograd.html#tensor">Tensor</a></li>
+<li class="toctree-l3"><a class="reference internal" 
href="autograd.html#operation">Operation</a></li>
+<li class="toctree-l3"><a class="reference internal" 
href="autograd.html#layer">Layer</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" 
href="autograd.html#examples">Examples</a><ul>
+<li class="toctree-l3"><a class="reference internal" 
href="autograd.html#operation-only">Operation only</a><ul>
+<li class="toctree-l4"><a class="reference internal" 
href="autograd.html#import-packages">Import packages</a></li>
+<li class="toctree-l4"><a class="reference internal" 
href="autograd.html#create-weight-matrix-and-bias-vector">Create weight matrix 
and bias vector</a></li>
+<li class="toctree-l4"><a class="reference internal" 
href="autograd.html#training">Training</a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" 
href="autograd.html#operation-layer">Operation + Layer</a><ul>
+<li class="toctree-l4"><a class="reference internal" 
href="autograd.html#create-the-layers">Create the layers</a></li>
+<li class="toctree-l4"><a class="reference internal" 
href="autograd.html#define-the-forward-function">Define the forward 
function</a></li>
+<li class="toctree-l4"><a class="reference internal" 
href="autograd.html#training">Training</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" 
href="data.html">Data</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="image_tool.html">Image Tool</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="snapshot.html">Snapshot</a></li>
@@ -315,7 +342,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2018 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
+        &copy; Copyright 2019 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
 
     </p>
   </div>
@@ -385,7 +412,7 @@
 
   <a href="https://github.com/apache/incubator-singa"; class="fa fa-github" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a 
href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c";
 class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; 
text-align: center; text-decoration: none; margin: 5px 2px;"></a>
-  <a href="https://hub.docker.com/r/nusdbsystem/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://hub.docker.com/r/apache/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
   <a href="https://www.linkedin.com/groups/13550034"; class="fa fa-linkedin" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://twitter.com/ApacheSinga"; class="fa fa-twitter" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://www.facebook.com/Apache-SINGA-347284219056544/"; class="fa 
fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: 
center; text-decoration: none; margin: 5px 2px;"></a>

Modified: incubator/singa/site/trunk/en/docs/initializer.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/initializer.html?rev=1857909&r1=1857908&r2=1857909&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/initializer.html (original)
+++ incubator/singa/site/trunk/en/docs/initializer.html Sun Apr 21 13:28:28 2019
@@ -115,6 +115,7 @@
 <li class="toctree-l2"><a class="reference internal" 
href="loss.html">Loss</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="metric.html">Metric</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="optimizer.html">Optimizer</a></li>
+<li class="toctree-l2"><a class="reference internal" 
href="autograd.html">Autograd in Singa</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="data.html">Data</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="image_tool.html">Image Tool</a></li>
 <li class="toctree-l2"><a class="reference internal" 
href="snapshot.html">Snapshot</a></li>
@@ -130,6 +131,7 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html#how-to-become-a-singa-committer">How to 
become a SINGA committer</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-to-release.html">How to prepare a release</a></li>
@@ -294,7 +296,7 @@ Rectifiers: Surpassing Human-Level Perfo
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2018 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
+        &copy; Copyright 2019 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
 
     </p>
   </div>
@@ -364,7 +366,7 @@ Rectifiers: Surpassing Human-Level Perfo
 
   <a href="https://github.com/apache/incubator-singa"; class="fa fa-github" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a 
href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c";
 class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; 
text-align: center; text-decoration: none; margin: 5px 2px;"></a>
-  <a href="https://hub.docker.com/r/nusdbsystem/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://hub.docker.com/r/apache/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
   <a href="https://www.linkedin.com/groups/13550034"; class="fa fa-linkedin" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://twitter.com/ApacheSinga"; class="fa fa-twitter" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://www.facebook.com/Apache-SINGA-347284219056544/"; class="fa 
fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: 
center; text-decoration: none; margin: 5px 2px;"></a>

Modified: incubator/singa/site/trunk/en/docs/install_macos1013.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/install_macos1013.html?rev=1857909&r1=1857908&r2=1857909&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/install_macos1013.html (original)
+++ incubator/singa/site/trunk/en/docs/install_macos1013.html Sun Apr 21 
13:28:28 2019
@@ -105,6 +105,7 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html#how-to-become-a-singa-committer">How to 
become a SINGA committer</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-to-release.html">How to prepare a release</a></li>
@@ -312,7 +313,7 @@ jupyter notebook
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2018 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
+        &copy; Copyright 2019 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
 
     </p>
   </div>
@@ -382,7 +383,7 @@ jupyter notebook
 
   <a href="https://github.com/apache/incubator-singa"; class="fa fa-github" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a 
href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c";
 class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; 
text-align: center; text-decoration: none; margin: 5px 2px;"></a>
-  <a href="https://hub.docker.com/r/nusdbsystem/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://hub.docker.com/r/apache/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
   <a href="https://www.linkedin.com/groups/13550034"; class="fa fa-linkedin" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://twitter.com/ApacheSinga"; class="fa fa-twitter" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://www.facebook.com/Apache-SINGA-347284219056544/"; class="fa 
fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: 
center; text-decoration: none; margin: 5px 2px;"></a>

Modified: incubator/singa/site/trunk/en/docs/install_win.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/install_win.html?rev=1857909&r1=1857908&r2=1857909&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/install_win.html (original)
+++ incubator/singa/site/trunk/en/docs/install_win.html Sun Apr 21 13:28:28 2019
@@ -105,6 +105,7 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/schedule.html">Development Schedule</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" 
href="../develop/how-contribute.html#how-to-become-a-singa-committer">How to 
become a SINGA committer</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-code.html">How to Contribute Code</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/contribute-docs.html">How to Contribute to 
Documentation</a></li>
 <li class="toctree-l1"><a class="reference internal" 
href="../develop/how-to-release.html">How to prepare a release</a></li>
@@ -681,7 +682,7 @@ SingaEnv<span class="se">\S</span>cripts
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2018 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
+        &copy; Copyright 2019 The Apache Software Foundation. All rights 
reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA 
project logos are trademarks of The Apache Software Foundation. All other marks 
mentioned may be trademarks or registered trademarks of their respective 
owners..
 
     </p>
   </div>
@@ -751,7 +752,7 @@ SingaEnv<span class="se">\S</span>cripts
 
   <a href="https://github.com/apache/incubator-singa"; class="fa fa-github" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a 
href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c";
 class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; 
text-align: center; text-decoration: none; margin: 5px 2px;"></a>
-  <a href="https://hub.docker.com/r/nusdbsystem/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://hub.docker.com/r/apache/singa/"; class="fab fa-docker" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a> 
   <a href="https://www.linkedin.com/groups/13550034"; class="fa fa-linkedin" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://twitter.com/ApacheSinga"; class="fa fa-twitter" 
style="padding: 10px; font-size: 20px; width: 30px; text-align: center; 
text-decoration: none; margin: 5px 2px;"></a>
   <a href="https://www.facebook.com/Apache-SINGA-347284219056544/"; class="fa 
fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: 
center; text-decoration: none; margin: 5px 2px;"></a>


Reply via email to