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Posted to commits@singa.apache.org by wa...@apache.org on 2019/04/21 13:28:29 UTC

svn commit: r1857909 [2/8] - in /incubator/singa/site/trunk: en/ en/_sources/ en/_sources/community/ en/_sources/develop/ en/_sources/docs/ en/_sources/releases/ en/_static/ en/community/ en/develop/ en/docs/ en/docs/model_zoo/ en/docs/model_zoo/caffe/...

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>