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Posted to commits@singa.apache.org by wa...@apache.org on 2019/04/21 13:56:45 UTC

svn commit: r1857911 [14/27] - in /incubator/singa/site/trunk: en/ en/_static/ en/_static/css/ en/_static/fonts/ en/_static/fonts/Lato/ en/_static/fonts/RobotoSlab/ en/_static/js/ en/community/ en/develop/ en/docs/ en/docs/model_zoo/ en/docs/model_zoo/...

Modified: incubator/singa/site/trunk/en/docs/utils.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/utils.html?rev=1857911&r1=1857910&r2=1857911&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/utils.html (original)
+++ incubator/singa/site/trunk/en/docs/utils.html Sun Apr 21 13:56:42 2019
@@ -18,15 +18,21 @@
   
 
   
-
-  
+  <script type="text/javascript" src="../_static/js/modernizr.min.js"></script>
   
     
+      <script type="text/javascript" id="documentation_options" data-url_root="../" src="../_static/documentation_options.js"></script>
+        <script type="text/javascript" src="../_static/jquery.js"></script>
+        <script type="text/javascript" src="../_static/underscore.js"></script>
+        <script type="text/javascript" src="../_static/doctools.js"></script>
+        <script type="text/javascript" src="../_static/language_data.js"></script>
+    
+    <script type="text/javascript" src="../_static/js/theme.js"></script>
 
-  
+    
 
   
-    <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
   <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
@@ -44,21 +50,16 @@
 	}
     </style>
 
-
-  
-  <script src="../_static/js/modernizr.min.js"></script>
-
 </head>
 
 <body class="wy-body-for-nav">
 
    
   <div class="wy-grid-for-nav">
-
     
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
-        <div class="wy-side-nav-search">
+        <div class="wy-side-nav-search" >
           
 
           
@@ -208,18 +209,14 @@
 <dt id="singa.utils.update_progress">
 <code class="descclassname">singa.utils.</code><code class="descname">update_progress</code><span class="sig-paren">(</span><em>progress</em>, <em>info</em><span class="sig-paren">)</span><a class="headerlink" href="#singa.utils.update_progress" title="Permalink to this definition">¶</a></dt>
 <dd><p>Display progress bar and user info.</p>
-<table class="docutils field-list" frame="void" rules="none">
-<col class="field-name" />
-<col class="field-body" />
-<tbody valign="top">
-<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first last simple">
-<li><strong>progress</strong> (<em>float</em>) – progress [0, 1], negative for halt, and &gt;=1 for done.</li>
-<li><strong>info</strong> (<em>str</em>) – a string for user provided info to be displayed.</li>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters</dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>progress</strong> (<em>float</em>) – progress [0, 1], negative for halt, and &gt;=1 for done.</p></li>
+<li><p><strong>info</strong> (<em>str</em>) – a string for user provided info to be displayed.</p></li>
 </ul>
-</td>
-</tr>
-</tbody>
-</table>
+</dd>
+</dl>
 </dd></dl>
 
 </div>
@@ -235,7 +232,7 @@
         <a href="model_zoo/index.html" class="btn btn-neutral float-right" title="Model Zoo" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a>
       
       
-        <a href="converter.html" class="btn btn-neutral" title="Caffe Converter" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> Previous</a>
+        <a href="converter.html" class="btn btn-neutral float-left" title="Caffe Converter" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> Previous</a>
       
     </div>
   
@@ -244,7 +241,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2019 The Apache Software Foundation. All rights reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -261,36 +258,17 @@
   
 
 
-  
-
-    <script type="text/javascript">
-        var DOCUMENTATION_OPTIONS = {
-            URL_ROOT:'../',
-            VERSION:'1.1.0',
-            LANGUAGE:'None',
-            COLLAPSE_INDEX:false,
-            FILE_SUFFIX:'.html',
-            HAS_SOURCE:  true,
-            SOURCELINK_SUFFIX: '.txt'
-        };
-    </script>
-      <script type="text/javascript" src="../_static/jquery.js"></script>
-      <script type="text/javascript" src="../_static/underscore.js"></script>
-      <script type="text/javascript" src="../_static/doctools.js"></script>
-
-  
-
-  
-  
-    <script type="text/javascript" src="../_static/js/theme.js"></script>
-  
-
   <script type="text/javascript">
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
   </script>
 
+  
+  
+    
+  
+
 <div class="rst-versions" data-toggle="rst-versions" role="note" aria-label="versions">
   <span class="rst-current-version" data-toggle="rst-current-version">
     <span class="fa fa-book"> incubator-singa </span>

Modified: incubator/singa/site/trunk/en/downloads.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/downloads.html?rev=1857911&r1=1857910&r2=1857911&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/downloads.html (original)
+++ incubator/singa/site/trunk/en/downloads.html Sun Apr 21 13:56:42 2019
@@ -18,15 +18,21 @@
   
 
   
-
-  
+  <script type="text/javascript" src="_static/js/modernizr.min.js"></script>
   
     
+      <script type="text/javascript" id="documentation_options" data-url_root="./" src="_static/documentation_options.js"></script>
+        <script type="text/javascript" src="_static/jquery.js"></script>
+        <script type="text/javascript" src="_static/underscore.js"></script>
+        <script type="text/javascript" src="_static/doctools.js"></script>
+        <script type="text/javascript" src="_static/language_data.js"></script>
+    
+    <script type="text/javascript" src="_static/js/theme.js"></script>
 
-  
+    
 
   
-    <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
@@ -44,21 +50,16 @@
 	}
     </style>
 
-
-  
-  <script src="_static/js/modernizr.min.js"></script>
-
 </head>
 
 <body class="wy-body-for-nav">
 
    
   <div class="wy-grid-for-nav">
-
     
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
-        <div class="wy-side-nav-search">
+        <div class="wy-side-nav-search" >
           
 
           
@@ -187,183 +188,182 @@
     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>
+    with the License.  You may obtain a copy of the License at
 
-<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="download-singa">
-<span id="download-singa"></span><h1>Download SINGA<a class="headerlink" href="#download-singa" title="Permalink to this headline">¶</a></h1>
+      http://www.apache.org/licenses/LICENSE-2.0
+
+    Unless required by applicable law or agreed to in writing,
+    software distributed under the License is distributed on an
+    "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+    KIND, either express or implied.  See the License for the
+    specific language governing permissions and limitations
+    under the License.
+--><div class="section" id="download-singa">
+<h1>Download SINGA<a class="headerlink" href="#download-singa" title="Permalink to this headline">¶</a></h1>
 <ul>
-<li><p class="first">To verify the downloaded tar.gz file, download the KEY and ASC files and then execute the following commands</p>
+<li><p>To verify the downloaded tar.gz file, download the KEY and ASC files and then execute the following commands</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  <span class="o">%</span> <span class="n">gpg</span> <span class="o">--</span><span class="kn">import</span> <span class="nn">KEYS</span>
   <span class="o">%</span> <span class="n">gpg</span> <span class="o">--</span><span class="n">verify</span> <span class="n">downloaded_file</span><span class="o">.</span><span class="n">asc</span> <span class="n">downloaded_file</span>
 </pre></div>
 </div>
 <p>You can also check the SHA512 or MD5 values to see if the download is completed.</p>
 </li>
-</ul>
+<li><p>v2.0.0 (20 April 2019):</p>
 <ul class="simple">
-<li>v2.0.0 (20 April 2019):<ul>
-<li><a class="reference external" href="http://www.apache.org/dyn/closer.cgi/incubator/singa/2.0.0/apache-singa-incubating-2.0.0.tar.gz">Apache SINGA 2.0.0</a>
+<li><p><a class="reference external" href="http://www.apache.org/dyn/closer.cgi/incubator/singa/2.0.0/apache-singa-incubating-2.0.0.tar.gz">Apache SINGA 2.0.0</a>
 <a class="reference external" href="https://www.apache.org/dist/incubator/singa/2.0.0/apache-singa-incubating-2.0.0.tar.gz.sha512">[SHA512]</a>
 <a class="reference external" href="https://www.apache.org/dist/incubator/singa/2.0.0/KEYS">[KEYS]</a>
-<a class="reference external" href="https://www.apache.org/dist/incubator/singa/2.0.0/apache-singa-incubating-2.0.0.tar.gz.asc">[ASC]</a></li>
-<li><a class="reference external" href="releases/RELEASE_NOTES_2.0.0.html">Release Notes 2.0.0</a></li>
-<li>New features and major updates,<ul>
-<li>Enhance autograd (for Convolution networks and recurrent networks)</li>
-<li>Support ONNX</li>
-<li>Improve the CPP operations via Intel MKL DNN lib</li>
-<li>Implement tensor broadcasting</li>
-<li>Move Docker images under Apache user name</li>
-<li>Update depdent lib versions in conda-build config</li>
+<a class="reference external" href="https://www.apache.org/dist/incubator/singa/2.0.0/apache-singa-incubating-2.0.0.tar.gz.asc">[ASC]</a></p></li>
+<li><p><a class="reference external" href="releases/RELEASE_NOTES_2.0.0.html">Release Notes 2.0.0</a></p></li>
+<li><p>New features and major updates,</p>
+<ul>
+<li><p>Enhance autograd (for Convolution networks and recurrent networks)</p></li>
+<li><p>Support ONNX</p></li>
+<li><p>Improve the CPP operations via Intel MKL DNN lib</p></li>
+<li><p>Implement tensor broadcasting</p></li>
+<li><p>Move Docker images under Apache user name</p></li>
+<li><p>Update depdent lib versions in conda-build config</p></li>
 </ul>
 </li>
 </ul>
 </li>
-</ul>
+<li><p>v1.2.0 (6 June 2018):</p>
 <ul class="simple">
-<li>v1.2.0 (6 June 2018):<ul>
-<li><a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz">Apache SINGA 1.2.0</a>
+<li><p><a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz">Apache SINGA 1.2.0</a>
 <a class="reference external" href="https://www.apache.org/dist/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz.sha512">[SHA512]</a>
 <a class="reference external" href="https://www.apache.org/dist/incubator/singa/1.2.0/KEYS">[KEYS]</a>
-<a class="reference external" href="https://www.apache.org/dist/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz.asc">[ASC]</a></li>
-<li><a class="reference external" href="releases/RELEASE_NOTES_1.2.0.html">Release Notes 1.2.0</a></li>
-<li>New features and major updates,<ul>
-<li>Implement autograd (currently support MLP model)</li>
-<li>Upgrade PySinga to support Python 3</li>
-<li>Improve the Tensor class with the stride field</li>
-<li>Upgrade cuDNN from V5 to V7</li>
-<li>Add VGG, Inception V4, ResNet, and DenseNet for ImageNet classification</li>
-<li>Create alias for conda packages</li>
-<li>Complete documentation in Chinese</li>
-<li>Add instructions for running Singa on Windows</li>
-<li>Update the compilation, CI</li>
-<li>Fix some bugs</li>
+<a class="reference external" href="https://www.apache.org/dist/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz.asc">[ASC]</a></p></li>
+<li><p><a class="reference external" href="releases/RELEASE_NOTES_1.2.0.html">Release Notes 1.2.0</a></p></li>
+<li><p>New features and major updates,</p>
+<ul>
+<li><p>Implement autograd (currently support MLP model)</p></li>
+<li><p>Upgrade PySinga to support Python 3</p></li>
+<li><p>Improve the Tensor class with the stride field</p></li>
+<li><p>Upgrade cuDNN from V5 to V7</p></li>
+<li><p>Add VGG, Inception V4, ResNet, and DenseNet for ImageNet classification</p></li>
+<li><p>Create alias for conda packages</p></li>
+<li><p>Complete documentation in Chinese</p></li>
+<li><p>Add instructions for running Singa on Windows</p></li>
+<li><p>Update the compilation, CI</p></li>
+<li><p>Fix some bugs</p></li>
 </ul>
 </li>
 </ul>
 </li>
-</ul>
+<li><p>v1.1.0 (12 February 2017):</p>
 <ul class="simple">
-<li>v1.1.0 (12 February 2017):<ul>
-<li><a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz">Apache SINGA 1.1.0</a>
+<li><p><a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz">Apache SINGA 1.1.0</a>
 <a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz.md5">[MD5]</a>
 <a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.1.0/KEYS">[KEYS]</a>
-<a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz.asc">[ASC]</a></li>
-<li><a class="reference external" href="releases/RELEASE_NOTES_1.1.0.html">Release Notes 1.1.0</a></li>
-<li>New features and major updates,<ul>
-<li>Create Docker images (CPU and GPU versions)</li>
-<li>Create Amazon AMI for SINGA (CPU version)</li>
-<li>Integrate with Jenkins for automatically generating Wheel and Debian packages (for installation), and updating the website.</li>
-<li>Enhance the FeedFowardNet, e.g., multiple inputs and verbose mode for debugging</li>
-<li>Add Concat and Slice layers</li>
-<li>Extend CrossEntropyLoss to accept instance with multiple labels</li>
-<li>Add image_tool.py with image augmentation methods</li>
-<li>Support model loading and saving via the Snapshot API</li>
-<li>Compile SINGA source on Windows</li>
-<li>Compile mandatory dependent libraries together with SINGA code</li>
-<li>Enable Java binding (basic) for SINGA</li>
-<li>Add version ID in checkpointing files</li>
-<li>Add Rafiki toolkit for providing RESTFul APIs</li>
-<li>Add examples pretrained from Caffe, including GoogleNet</li>
+<a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz.asc">[ASC]</a></p></li>
+<li><p><a class="reference external" href="releases/RELEASE_NOTES_1.1.0.html">Release Notes 1.1.0</a></p></li>
+<li><p>New features and major updates,</p>
+<ul>
+<li><p>Create Docker images (CPU and GPU versions)</p></li>
+<li><p>Create Amazon AMI for SINGA (CPU version)</p></li>
+<li><p>Integrate with Jenkins for automatically generating Wheel and Debian packages (for installation), and updating the website.</p></li>
+<li><p>Enhance the FeedFowardNet, e.g., multiple inputs and verbose mode for debugging</p></li>
+<li><p>Add Concat and Slice layers</p></li>
+<li><p>Extend CrossEntropyLoss to accept instance with multiple labels</p></li>
+<li><p>Add image_tool.py with image augmentation methods</p></li>
+<li><p>Support model loading and saving via the Snapshot API</p></li>
+<li><p>Compile SINGA source on Windows</p></li>
+<li><p>Compile mandatory dependent libraries together with SINGA code</p></li>
+<li><p>Enable Java binding (basic) for SINGA</p></li>
+<li><p>Add version ID in checkpointing files</p></li>
+<li><p>Add Rafiki toolkit for providing RESTFul APIs</p></li>
+<li><p>Add examples pretrained from Caffe, including GoogleNet</p></li>
 </ul>
 </li>
 </ul>
 </li>
-</ul>
+<li><p>v1.0.0 (8 September 2016):</p>
 <ul class="simple">
-<li>v1.0.0 (8 September 2016):<ul>
-<li><a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz">Apache SINGA 1.0.0</a>
+<li><p><a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz">Apache SINGA 1.0.0</a>
 <a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz.md5">[MD5]</a>
 <a class="reference external" href="https://archive.apache.org/dist/incubator/singa//1.0.0/KEYS">[KEYS]</a>
-<a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz.asc">[ASC]</a></li>
-<li><a class="reference external" href="releases/RELEASE_NOTES_1.0.0.html">Release Notes 1.0.0</a></li>
-<li>New features and major updates,<ul>
-<li>Tensor abstraction for supporting more machine learning models.</li>
-<li>Device abstraction for running on different hardware devices, including CPU, (Nvidia/AMD) GPU and FPGA (to be tested in later versions).</li>
-<li>Replace GNU autotool with cmake for compilation.</li>
-<li>Support Mac OS</li>
-<li>Improve Python binding, including installation and programming</li>
-<li>More deep learning models, including VGG and ResNet</li>
-<li>More IO classes for reading/writing files and encoding/decoding data</li>
-<li>New network communication components directly based on Socket.</li>
-<li>Cudnn V5 with Dropout and RNN layers.</li>
-<li>Replace website building tool from maven to Sphinx</li>
-<li>Integrate Travis-CI</li>
+<a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz.asc">[ASC]</a></p></li>
+<li><p><a class="reference external" href="releases/RELEASE_NOTES_1.0.0.html">Release Notes 1.0.0</a></p></li>
+<li><p>New features and major updates,</p>
+<ul>
+<li><p>Tensor abstraction for supporting more machine learning models.</p></li>
+<li><p>Device abstraction for running on different hardware devices, including CPU, (Nvidia/AMD) GPU and FPGA (to be tested in later versions).</p></li>
+<li><p>Replace GNU autotool with cmake for compilation.</p></li>
+<li><p>Support Mac OS</p></li>
+<li><p>Improve Python binding, including installation and programming</p></li>
+<li><p>More deep learning models, including VGG and ResNet</p></li>
+<li><p>More IO classes for reading/writing files and encoding/decoding data</p></li>
+<li><p>New network communication components directly based on Socket.</p></li>
+<li><p>Cudnn V5 with Dropout and RNN layers.</p></li>
+<li><p>Replace website building tool from maven to Sphinx</p></li>
+<li><p>Integrate Travis-CI</p></li>
 </ul>
 </li>
 </ul>
 </li>
-</ul>
+<li><p>v0.3.0 (20 April 2016):</p>
 <ul class="simple">
-<li>v0.3.0 (20 April 2016):<ul>
-<li><a class="reference external" href="https://archive.apache.org/dist/incubator/singa/0.3.0/apache-singa-incubating-0.3.0.tar.gz">Apache SINGA 0.3.0</a>
+<li><p><a class="reference external" href="https://archive.apache.org/dist/incubator/singa/0.3.0/apache-singa-incubating-0.3.0.tar.gz">Apache SINGA 0.3.0</a>
 <a class="reference external" href="https://archive.apache.org/dist/incubator/singa/0.3.0/apache-singa-incubating-0.3.0.tar.gz.md5">[MD5]</a>
 <a class="reference external" href="https://archive.apache.org/dist/incubator/singa/0.3.0/KEYS">[KEYS]</a>
-<a class="reference external" href="https://archive.apache.org/dist/incubator/singa/0.3.0/apache-singa-incubating-0.3.0.tar.gz.asc">[ASC]</a></li>
-<li><a class="reference external" href="releases/RELEASE_NOTES_0.3.0.html">Release Notes 0.3.0</a></li>
-<li>New features and major updates,<ul>
-<li><a class="reference external" href="v0.3.0/gpu.html">Training on GPU cluster</a> enables training of deep learning models over a GPU cluster.</li>
-<li><a class="reference external" href="v0.3.0/python.html">Python wrapper improvement</a> makes it easy to configure the job, including neural net and SGD algorithm.</li>
-<li><a class="reference external" href="v0.3.0/updater.html">New SGD updaters</a> are added, including Adam, AdaDelta and AdaMax.</li>
-<li><a class="reference external" href="v0.3.0/installation.html">Installation</a> has fewer dependent libraries for single node training.</li>
-<li>Heterogeneous training with CPU and GPU.</li>
-<li>Support cuDNN V4.</li>
-<li>Data prefetching.</li>
-<li>Fix some bugs.</li>
+<a class="reference external" href="https://archive.apache.org/dist/incubator/singa/0.3.0/apache-singa-incubating-0.3.0.tar.gz.asc">[ASC]</a></p></li>
+<li><p><a class="reference external" href="releases/RELEASE_NOTES_0.3.0.html">Release Notes 0.3.0</a></p></li>
+<li><p>New features and major updates,</p>
+<ul>
+<li><p><a class="reference external" href="v0.3.0/gpu.html">Training on GPU cluster</a> enables training of deep learning models over a GPU cluster.</p></li>
+<li><p><a class="reference external" href="v0.3.0/python.html">Python wrapper improvement</a> makes it easy to configure the job, including neural net and SGD algorithm.</p></li>
+<li><p><a class="reference external" href="v0.3.0/updater.html">New SGD updaters</a> are added, including Adam, AdaDelta and AdaMax.</p></li>
+<li><p><a class="reference external" href="v0.3.0/installation.html">Installation</a> has fewer dependent libraries for single node training.</p></li>
+<li><p>Heterogeneous training with CPU and GPU.</p></li>
+<li><p>Support cuDNN V4.</p></li>
+<li><p>Data prefetching.</p></li>
+<li><p>Fix some bugs.</p></li>
 </ul>
 </li>
 </ul>
 </li>
-</ul>
+<li><p>v0.2.0 (14 January 2016):</p>
 <ul class="simple">
-<li>v0.2.0 (14 January 2016):<ul>
-<li><a class="reference external" href="https://archive.apache.org/dist/incubator/singa/0.2.0/apache-singa-incubating-0.2.0.tar.gz">Apache SINGA 0.2.0</a>
+<li><p><a class="reference external" href="https://archive.apache.org/dist/incubator/singa/0.2.0/apache-singa-incubating-0.2.0.tar.gz">Apache SINGA 0.2.0</a>
 <a class="reference external" href="https://archive.apache.org/dist/incubator/singa/0.2.0/apache-singa-incubating-0.2.0.tar.gz.md5">[MD5]</a>
 <a class="reference external" href="https://archive.apache.org/dist/incubator/singa/0.2.0/KEYS">[KEYS]</a>
-<a class="reference external" href="https://archive.apache.org/dist/incubator/singa/0.2.0/apache-singa-incubating-0.2.0.tar.gz.asc">[ASC]</a></li>
-<li><a class="reference external" href="releases/RELEASE_NOTES_0.2.0.html">Release Notes 0.2.0</a></li>
-<li>New features and major updates,<ul>
-<li><a class="reference external" href="v0.2.0/gpu.html">Training on GPU</a> enables training of complex models on a single node with multiple GPU cards.</li>
-<li><a class="reference external" href="v0.2.0/hybrid.html">Hybrid neural net partitioning</a> supports data and model parallelism at the same time.</li>
-<li><a class="reference external" href="v0.2.0/python.html">Python wrapper</a> makes it easy to configure the job, including neural net and SGD algorithm.</li>
-<li><a class="reference external" href="v0.2.0/general-rnn.html">RNN model and BPTT algorithm</a> are implemented to support applications based on RNN models, e.g., GRU.</li>
-<li><a class="reference external" href="v0.2.0/distributed-training.html">Cloud software integration</a> includes Mesos, Docker and HDFS.</li>
-<li>Visualization of neural net structure and layer information, which is helpful for debugging.</li>
-<li>Linear algebra functions and random functions against Blobs and raw data pointers.</li>
-<li>New layers, including SoftmaxLayer, ArgSortLayer, DummyLayer, RNN layers and cuDNN layers.</li>
-<li>Update Layer class to carry multiple data/grad Blobs.</li>
-<li>Extract features and test performance for new data by loading previously trained model parameters.</li>
-<li>Add Store class for IO operations.</li>
+<a class="reference external" href="https://archive.apache.org/dist/incubator/singa/0.2.0/apache-singa-incubating-0.2.0.tar.gz.asc">[ASC]</a></p></li>
+<li><p><a class="reference external" href="releases/RELEASE_NOTES_0.2.0.html">Release Notes 0.2.0</a></p></li>
+<li><p>New features and major updates,</p>
+<ul>
+<li><p><a class="reference external" href="v0.2.0/gpu.html">Training on GPU</a> enables training of complex models on a single node with multiple GPU cards.</p></li>
+<li><p><a class="reference external" href="v0.2.0/hybrid.html">Hybrid neural net partitioning</a> supports data and model parallelism at the same time.</p></li>
+<li><p><a class="reference external" href="v0.2.0/python.html">Python wrapper</a> makes it easy to configure the job, including neural net and SGD algorithm.</p></li>
+<li><p><a class="reference external" href="v0.2.0/general-rnn.html">RNN model and BPTT algorithm</a> are implemented to support applications based on RNN models, e.g., GRU.</p></li>
+<li><p><a class="reference external" href="v0.2.0/distributed-training.html">Cloud software integration</a> includes Mesos, Docker and HDFS.</p></li>
+<li><p>Visualization of neural net structure and layer information, which is helpful for debugging.</p></li>
+<li><p>Linear algebra functions and random functions against Blobs and raw data pointers.</p></li>
+<li><p>New layers, including SoftmaxLayer, ArgSortLayer, DummyLayer, RNN layers and cuDNN layers.</p></li>
+<li><p>Update Layer class to carry multiple data/grad Blobs.</p></li>
+<li><p>Extract features and test performance for new data by loading previously trained model parameters.</p></li>
+<li><p>Add Store class for IO operations.</p></li>
 </ul>
 </li>
 </ul>
 </li>
-</ul>
+<li><p>v0.1.0 (8 October 2015):</p>
 <ul class="simple">
-<li>v0.1.0 (8 October 2015):<ul>
-<li><a class="reference external" href="https://archive.apache.org/dist/incubator/singa/apache-singa-incubating-0.1.0.tar.gz">Apache SINGA 0.1.0</a>
+<li><p><a class="reference external" href="https://archive.apache.org/dist/incubator/singa/apache-singa-incubating-0.1.0.tar.gz">Apache SINGA 0.1.0</a>
 <a class="reference external" href="https://archive.apache.org/dist/incubator/singa/apache-singa-incubating-0.1.0.tar.gz.md5">[MD5]</a>
 <a class="reference external" href="https://archive.apache.org/dist/incubator/singa/KEYS">[KEYS]</a>
-<a class="reference external" href="https://archive.apache.org/dist/incubator/singa/apache-singa-incubating-0.1.0.tar.gz.asc">[ASC]</a></li>
-<li><a class="reference external" href="https://console.aws.amazon.com/ec2/v2/home?region=ap-southeast-1#LaunchInstanceWizard:ami=ami-b41001e6">Amazon EC2 image</a></li>
-<li><a class="reference external" href="releases/RELEASE_NOTES_0.1.0.html">Release Notes 0.1.0</a></li>
-<li>Major features include,<ul>
-<li>Installation using GNU build utility</li>
-<li>Scripts for job management with zookeeper</li>
-<li>Programming model based on NeuralNet and Layer abstractions.</li>
-<li>System architecture based on Worker, Server and Stub.</li>
-<li>Training models from three different model categories, namely, feed-forward models, energy models and RNN models.</li>
-<li>Synchronous and asynchronous distributed training frameworks using CPU</li>
-<li>Checkpoint and restore</li>
-<li>Unit test using gtest</li>
+<a class="reference external" href="https://archive.apache.org/dist/incubator/singa/apache-singa-incubating-0.1.0.tar.gz.asc">[ASC]</a></p></li>
+<li><p><a class="reference external" href="https://console.aws.amazon.com/ec2/v2/home?region=ap-southeast-1#LaunchInstanceWizard:ami=ami-b41001e6">Amazon EC2 image</a></p></li>
+<li><p><a class="reference external" href="releases/RELEASE_NOTES_0.1.0.html">Release Notes 0.1.0</a></p></li>
+<li><p>Major features include,</p>
+<ul>
+<li><p>Installation using GNU build utility</p></li>
+<li><p>Scripts for job management with zookeeper</p></li>
+<li><p>Programming model based on NeuralNet and Layer abstractions.</p></li>
+<li><p>System architecture based on Worker, Server and Stub.</p></li>
+<li><p>Training models from three different model categories, namely, feed-forward models, energy models and RNN models.</p></li>
+<li><p>Synchronous and asynchronous distributed training frameworks using CPU</p></li>
+<li><p>Checkpoint and restore</p></li>
+<li><p>Unit test using gtest</p></li>
 </ul>
 </li>
 </ul>
@@ -391,7 +391,7 @@ ASF.</p>
         <a href="develop/schedule.html" class="btn btn-neutral float-right" title="Development Schedule" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a>
       
       
-        <a href="docs/security.html" class="btn btn-neutral" title="Security" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> Previous</a>
+        <a href="docs/security.html" class="btn btn-neutral float-left" title="Security" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> Previous</a>
       
     </div>
   
@@ -400,7 +400,7 @@ ASF.</p>
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2019 The Apache Software Foundation. All rights reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -417,36 +417,17 @@ ASF.</p>
   
 
 
-  
-
-    <script type="text/javascript">
-        var DOCUMENTATION_OPTIONS = {
-            URL_ROOT:'./',
-            VERSION:'1.1.0',
-            LANGUAGE:'None',
-            COLLAPSE_INDEX:false,
-            FILE_SUFFIX:'.html',
-            HAS_SOURCE:  true,
-            SOURCELINK_SUFFIX: '.txt'
-        };
-    </script>
-      <script type="text/javascript" src="_static/jquery.js"></script>
-      <script type="text/javascript" src="_static/underscore.js"></script>
-      <script type="text/javascript" src="_static/doctools.js"></script>
-
-  
-
-  
-  
-    <script type="text/javascript" src="_static/js/theme.js"></script>
-  
-
   <script type="text/javascript">
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
   </script>
 
+  
+  
+    
+  
+
 <div class="rst-versions" data-toggle="rst-versions" role="note" aria-label="versions">
   <span class="rst-current-version" data-toggle="rst-current-version">
     <span class="fa fa-book"> incubator-singa </span>

Modified: incubator/singa/site/trunk/en/genindex.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/genindex.html?rev=1857911&r1=1857910&r2=1857911&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/genindex.html (original)
+++ incubator/singa/site/trunk/en/genindex.html Sun Apr 21 13:56:42 2019
@@ -19,15 +19,21 @@
   
 
   
-
-  
+  <script type="text/javascript" src="_static/js/modernizr.min.js"></script>
   
     
+      <script type="text/javascript" id="documentation_options" data-url_root="./" src="_static/documentation_options.js"></script>
+        <script type="text/javascript" src="_static/jquery.js"></script>
+        <script type="text/javascript" src="_static/underscore.js"></script>
+        <script type="text/javascript" src="_static/doctools.js"></script>
+        <script type="text/javascript" src="_static/language_data.js"></script>
+    
+    <script type="text/javascript" src="_static/js/theme.js"></script>
 
-  
+    
 
   
-    <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <link rel="index" title="Index" href="#" />
     <link rel="search" title="Search" href="search.html" />
@@ -43,21 +49,16 @@
 	}
     </style>
 
-
-  
-  <script src="_static/js/modernizr.min.js"></script>
-
 </head>
 
 <body class="wy-body-for-nav">
 
    
   <div class="wy-grid-for-nav">
-
     
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
-        <div class="wy-side-nav-search">
+        <div class="wy-side-nav-search" >
           
 
           
@@ -913,7 +914,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2019 The Apache Software Foundation. All rights reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -930,36 +931,17 @@
   
 
 
-  
-
-    <script type="text/javascript">
-        var DOCUMENTATION_OPTIONS = {
-            URL_ROOT:'./',
-            VERSION:'1.1.0',
-            LANGUAGE:'None',
-            COLLAPSE_INDEX:false,
-            FILE_SUFFIX:'.html',
-            HAS_SOURCE:  true,
-            SOURCELINK_SUFFIX: '.txt'
-        };
-    </script>
-      <script type="text/javascript" src="_static/jquery.js"></script>
-      <script type="text/javascript" src="_static/underscore.js"></script>
-      <script type="text/javascript" src="_static/doctools.js"></script>
-
-  
-
-  
-  
-    <script type="text/javascript" src="_static/js/theme.js"></script>
-  
-
   <script type="text/javascript">
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
   </script>
 
+  
+  
+    
+  
+
 <div class="rst-versions" data-toggle="rst-versions" role="note" aria-label="versions">
   <span class="rst-current-version" data-toggle="rst-current-version">
     <span class="fa fa-book"> incubator-singa </span>

Modified: incubator/singa/site/trunk/en/index.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/index.html?rev=1857911&r1=1857910&r2=1857911&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/index.html (original)
+++ incubator/singa/site/trunk/en/index.html Sun Apr 21 13:56:42 2019
@@ -18,15 +18,21 @@
   
 
   
-
-  
+  <script type="text/javascript" src="_static/js/modernizr.min.js"></script>
   
     
+      <script type="text/javascript" id="documentation_options" data-url_root="./" src="_static/documentation_options.js"></script>
+        <script type="text/javascript" src="_static/jquery.js"></script>
+        <script type="text/javascript" src="_static/underscore.js"></script>
+        <script type="text/javascript" src="_static/doctools.js"></script>
+        <script type="text/javascript" src="_static/language_data.js"></script>
+    
+    <script type="text/javascript" src="_static/js/theme.js"></script>
 
-  
+    
 
   
-    <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
@@ -43,21 +49,16 @@
 	}
     </style>
 
-
-  
-  <script src="_static/js/modernizr.min.js"></script>
-
 </head>
 
 <body class="wy-body-for-nav">
 
    
   <div class="wy-grid-for-nav">
-
     
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
-        <div class="wy-side-nav-search">
+        <div class="wy-side-nav-search" >
           
 
           
@@ -184,42 +185,42 @@
 <div class="section" id="recent-news">
 <h2>Recent News<a class="headerlink" href="#recent-news" title="Permalink to this headline">¶</a></h2>
 <ul class="simple">
-<li><strong>Version 2.0.0</strong> is now available, 20 April, 2019. <a class="reference external" href="downloads.html">Download SINGA v2.0.0</a></li>
-<li>SINGA was presented at <a class="reference external" href="https://www.disi.unitn.it/">DISI, University of Trento, Italy</a> on 14 December 2018.</li>
-<li>SINGA was presented at <a class="reference external" href="https://www.dibris.unige.it/">DIBRIS, University of Genoa, Italy</a> on 16 July 2018.</li>
-<li><strong>Version 1.2.0</strong> is now available, 6 June, 2018. <a class="reference external" href="downloads.html">Download SINGA v1.2.0</a></li>
-<li><strong>Version 1.1.0</strong> is now available, 12 Feb, 2017. <a class="reference external" href="downloads.html">Download SINGA v1.1.0</a></li>
-<li>A tutorial on SINGA V1 will be given at <a class="reference external" href="https://www.eventbrite.sg/e/ai-eveningssginnovate-apache-singa-tickets-31505061487">SGInnovate</a>, on 23 March, 2017</li>
-<li><strong>Version 1.0.0</strong> is now available, 9 Sep, 2016. <a class="reference external" href="downloads.html">Download SINGA v1.0.0</a></li>
-<li>SINGA will be presented at <a class="reference external" href="https://www.re-work.co/events/deep-learning-singapore/schedule">REWORK</a>, 21 Oct, 2016.</li>
-<li>SINGA was presented at <a class="reference external" href="http://www.meetup.com/PyData-SG/events/229691286/">PyDataSG</a>, 16 Aug, 2016.</li>
-<li><strong>Version 0.3.0</strong> is now available, 20 April, 2016. <a class="reference external" href="downloads.html">Download SINGA v0.3.0</a></li>
-<li><strong>Version 0.2.0</strong> is now available, 14 Jan, 2016. <a class="reference external" href="downloads.html">Download SINGA v0.2.0</a>.</li>
-<li>SINGA will be presented at <a class="reference external" href="http://strataconf.com/big-data-conference-sg-2015/public/schedule/detail/45123">Strata+Hadoop</a> on 2 Dec, 2015</li>
-<li>SINGA was presented at <a class="reference external" href="http://www.acmmm.org/2015/at-a-glance/">ACM Multimedia</a> Best Paper session and Open Source Software Competition session, 26-30 Oct, 2015 (<a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa//assets/file/mm2015.ppt">Slides</a>)</li>
-<li><strong>Version 0.1.0</strong> is now available, 8 Oct, 2015. <a class="reference external" href="downloads.html">Download SINGA v0.1.0</a>.</li>
-<li>SINGA was presented at <a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa/workshop">workshop on deep learning</a>  held on 16 Sep, 2015</li>
-<li>SINGA was presented at <a class="reference external" href="http://boss.dima.tu-berlin.de/">BOSS</a> of <a class="reference external" href="http://www.vldb.org/2015/">VLDB 2015</a> at Hawaii, 4 Sep, 2015. (slides: <a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/singa-vldb-boss.pptx">overview</a>, <a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/basic-user-guide.pptx">basic</a>, <a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/advanced-user-guide.pptx">advanced</a>)</li>
-<li>SINGA was presented at <a class="reference external" href="http://adsc.illinois.edu/contact-us">ADSC/I2R Deep Learning Workshop</a>, 25 Aug, 2015.</li>
-<li>A tutorial on SINGA was given at VLDB summer school at Tsinghua University,  25-31 July, 2015.</li>
-<li>A half day tutorial on SINGA was given at I2R, 29 June, 2015.</li>
-<li>SINGA was presented at <a class="reference external" href="http://danac.org/">DanaC</a> of <a class="reference external" href="http://www.sigmod2015.org/index.shtml">SIGMOD 2015</a> at Melbourne, 31 May - 4 June, 2015.</li>
-<li>SINGA has been accepted by <a class="reference external" href="http://incubator.apache.org/">Apache Incubator</a>, 17 March, 2015.</li>
+<li><p><strong>Version 2.0.0</strong> is now available, 20 April, 2019. <a class="reference external" href="downloads.html">Download SINGA v2.0.0</a></p></li>
+<li><p>SINGA was presented at <a class="reference external" href="https://www.disi.unitn.it/">DISI, University of Trento, Italy</a> on 14 December 2018.</p></li>
+<li><p>SINGA was presented at <a class="reference external" href="https://www.dibris.unige.it/">DIBRIS, University of Genoa, Italy</a> on 16 July 2018.</p></li>
+<li><p><strong>Version 1.2.0</strong> is now available, 6 June, 2018. <a class="reference external" href="downloads.html">Download SINGA v1.2.0</a></p></li>
+<li><p><strong>Version 1.1.0</strong> is now available, 12 Feb, 2017. <a class="reference external" href="downloads.html">Download SINGA v1.1.0</a></p></li>
+<li><p>A tutorial on SINGA V1 will be given at <a class="reference external" href="https://www.eventbrite.sg/e/ai-eveningssginnovate-apache-singa-tickets-31505061487">SGInnovate</a>, on 23 March, 2017</p></li>
+<li><p><strong>Version 1.0.0</strong> is now available, 9 Sep, 2016. <a class="reference external" href="downloads.html">Download SINGA v1.0.0</a></p></li>
+<li><p>SINGA will be presented at <a class="reference external" href="https://www.re-work.co/events/deep-learning-singapore/schedule">REWORK</a>, 21 Oct, 2016.</p></li>
+<li><p>SINGA was presented at <a class="reference external" href="http://www.meetup.com/PyData-SG/events/229691286/">PyDataSG</a>, 16 Aug, 2016.</p></li>
+<li><p><strong>Version 0.3.0</strong> is now available, 20 April, 2016. <a class="reference external" href="downloads.html">Download SINGA v0.3.0</a></p></li>
+<li><p><strong>Version 0.2.0</strong> is now available, 14 Jan, 2016. <a class="reference external" href="downloads.html">Download SINGA v0.2.0</a>.</p></li>
+<li><p>SINGA will be presented at <a class="reference external" href="http://strataconf.com/big-data-conference-sg-2015/public/schedule/detail/45123">Strata+Hadoop</a> on 2 Dec, 2015</p></li>
+<li><p>SINGA was presented at <a class="reference external" href="http://www.acmmm.org/2015/at-a-glance/">ACM Multimedia</a> Best Paper session and Open Source Software Competition session, 26-30 Oct, 2015 (<a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa//assets/file/mm2015.ppt">Slides</a>)</p></li>
+<li><p><strong>Version 0.1.0</strong> is now available, 8 Oct, 2015. <a class="reference external" href="downloads.html">Download SINGA v0.1.0</a>.</p></li>
+<li><p>SINGA was presented at <a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa/workshop">workshop on deep learning</a>  held on 16 Sep, 2015</p></li>
+<li><p>SINGA was presented at <a class="reference external" href="http://boss.dima.tu-berlin.de/">BOSS</a> of <a class="reference external" href="http://www.vldb.org/2015/">VLDB 2015</a> at Hawaii, 4 Sep, 2015. (slides: <a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/singa-vldb-boss.pptx">overview</a>, <a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/basic-user-guide.pptx">basic</a>, <a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/advanced-user-guide.pptx">advanced</a>)</p></li>
+<li><p>SINGA was presented at <a class="reference external" href="http://adsc.illinois.edu/contact-us">ADSC/I2R Deep Learning Workshop</a>, 25 Aug, 2015.</p></li>
+<li><p>A tutorial on SINGA was given at VLDB summer school at Tsinghua University,  25-31 July, 2015.</p></li>
+<li><p>A half day tutorial on SINGA was given at I2R, 29 June, 2015.</p></li>
+<li><p>SINGA was presented at <a class="reference external" href="http://danac.org/">DanaC</a> of <a class="reference external" href="http://www.sigmod2015.org/index.shtml">SIGMOD 2015</a> at Melbourne, 31 May - 4 June, 2015.</p></li>
+<li><p>SINGA has been accepted by <a class="reference external" href="http://incubator.apache.org/">Apache Incubator</a>, 17 March, 2015.</p></li>
 </ul>
 </div>
 <div class="section" id="getting-started">
 <h2>Getting Started<a class="headerlink" href="#getting-started" title="Permalink to this headline">¶</a></h2>
 <ul class="simple">
-<li><a class="reference external" href="docs/installation.html">Install SINGA</a> via conda, apt-get, or from source.</li>
-<li>Try SINGA on <a class="reference external" href="https://aws.amazon.com/marketplace/pp/B01NAUAWZW">AWS</a> or via <a class="reference external" href="https://hub.docker.com/r/apache/singa/">Docker</a>.</li>
-<li>Refer to the <a class="reference external" href="http://nbviewer.jupyter.org/github/apache/incubator-singa/blob/master/doc/en/docs/notebook/index.ipynb">Jupyter notebooks</a> for some basic examples and the <a class="reference external" href="./docs/model_zoo/index.html">model zoo page</a> for more examples.</li>
+<li><p><a class="reference external" href="docs/installation.html">Install SINGA</a> via conda, apt-get, or from source.</p></li>
+<li><p>Try SINGA on <a class="reference external" href="https://aws.amazon.com/marketplace/pp/B01NAUAWZW">AWS</a> or via <a class="reference external" href="https://hub.docker.com/r/apache/singa/">Docker</a>.</p></li>
+<li><p>Refer to the <a class="reference external" href="http://nbviewer.jupyter.org/github/apache/incubator-singa/blob/master/doc/en/docs/notebook/index.ipynb">Jupyter notebooks</a> for some basic examples and the <a class="reference external" href="./docs/model_zoo/index.html">model zoo page</a> for more examples.</p></li>
 </ul>
-<table border="1" class="docutils">
+<table class="docutils align-center">
 <colgroup>
-<col width="100%" />
+<col style="width: 100%" />
 </colgroup>
-<tbody valign="top">
-<tr class="row-odd"><td><a class="reference external" href="http://nbviewer.jupyter.org/github/apache/incubator-singa/blob/master/doc/en/docs/notebook/index.ipynb"><img alt="logo" class="align-middle" src="_static/jupyter.png" style="width: 100.0px; height: 100.0px;" /></a></td>
+<tbody>
+<tr class="row-odd"><td><p><a class="reference external" href="http://nbviewer.jupyter.org/github/apache/incubator-singa/blob/master/doc/en/docs/notebook/index.ipynb"><img alt="logo" class="align-middle" src="_static/jupyter.png" style="width: 100.0px; height: 100.0px;" /></a></p></td>
 </tr>
 </tbody>
 </table>
@@ -227,17 +228,17 @@
 <div class="section" id="documentation">
 <h2>Documentation<a class="headerlink" href="#documentation" title="Permalink to this headline">¶</a></h2>
 <ul class="simple">
-<li>Documentation and Python APIs are listed <a class="reference external" href="docs.html">here</a>.</li>
-<li><a class="reference external" href="../doxygen/html/index.html">C++ APIs</a> are generated by Doxygen.</li>
-<li>Research publication list is available <a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa/research/publication/">here</a>.</li>
+<li><p>Documentation and Python APIs are listed <a class="reference external" href="docs.html">here</a>.</p></li>
+<li><p><a class="reference external" href="../doxygen/html/index.html">C++ APIs</a> are generated by Doxygen.</p></li>
+<li><p>Research publication list is available <a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa/research/publication/">here</a>.</p></li>
 </ul>
 </div>
 <div class="section" id="how-to-contribute">
 <h2>How to contribute<a class="headerlink" href="#how-to-contribute" title="Permalink to this headline">¶</a></h2>
 <ul class="simple">
-<li>Please subscribe to our development mailing list <a class="reference external" href="mailto:dev-subscribe&#37;&#52;&#48;singa&#46;incubator&#46;apache&#46;org">dev-subscribe<span>&#64;</span>singa<span>&#46;</span>incubator<span>&#46;</span>apache<span>&#46;</span>org</a>.</li>
-<li>If you find any issues using SINGA, please report it to the <a class="reference external" href="https://issues.apache.org/jira/browse/singa">Issue Tracker</a>.</li>
-<li>You can also contact with <a class="reference external" href="community/team-list.html">SINGA committers</a> directly.</li>
+<li><p>Please subscribe to our development mailing list <a class="reference external" href="mailto:dev-subscribe&#37;&#52;&#48;singa&#46;incubator&#46;apache&#46;org">dev-subscribe<span>&#64;</span>singa<span>&#46;</span>incubator<span>&#46;</span>apache<span>&#46;</span>org</a>.</p></li>
+<li><p>If you find any issues using SINGA, please report it to the <a class="reference external" href="https://issues.apache.org/jira/browse/singa">Issue Tracker</a>.</p></li>
+<li><p>You can also contact with <a class="reference external" href="community/team-list.html">SINGA committers</a> directly.</p></li>
 </ul>
 <p>More details on contributing to SINGA is described <a class="reference external" href="develop/how-contribute.html">here</a> .</p>
 </div>
@@ -246,21 +247,21 @@
 <p>SINGA was initiated by the DB System Group at National University of Singapore in 2014, in collaboration with the database group of Zhejiang University.
 Please cite the following two papers if you use SINGA in your research:</p>
 <ul class="simple">
-<li><ol class="first upperalpha" start="2">
-<li><ol class="first upperalpha" start="3">
-<li>Ooi, K.-L. Tan, S. Wang, W. Wang, Q. Cai, G. Chen, J. Gao, Z. Luo, A. K. H. Tung, Y. Wang, Z. Xie, M. Zhang, and K. Zheng. <a class="reference external" href="http://www.comp.nus.edu.sg/~ooibc/singaopen-mm15.pdf">SINGA: A distributed deep learning platform</a>. ACM Multimedia (Open Source Software Competition) 2015 (<a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa//assets/file/bib-oss.txt">BibTex</a>).</li>
+<li><ol class="upperalpha simple" start="2">
+<li><ol class="upperalpha simple" start="3">
+<li><p>Ooi, K.-L. Tan, S. Wang, W. Wang, Q. Cai, G. Chen, J. Gao, Z. Luo, A. K. H. Tung, Y. Wang, Z. Xie, M. Zhang, and K. Zheng. <a class="reference external" href="http://www.comp.nus.edu.sg/~ooibc/singaopen-mm15.pdf">SINGA: A distributed deep learning platform</a>. ACM Multimedia (Open Source Software Competition) 2015 (<a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa//assets/file/bib-oss.txt">BibTex</a>).</p></li>
 </ol>
 </li>
 </ol>
 </li>
-<li><ol class="first upperalpha" start="23">
-<li>Wang, G. Chen, T. T. A. Dinh, B. C. Ooi, K.-L.Tan, J. Gao, and S. Wang. <a class="reference external" href="http://www.comp.nus.edu.sg/~ooibc/singa-mm15.pdf">SINGA: putting deep learning in the hands of multimedia users</a>. ACM Multimedia 2015 (<a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa//assets/file/bib-singa.txt">BibTex</a>, <a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/mm2015.ppt">Slides</a>).</li>
+<li><ol class="upperalpha simple" start="23">
+<li><p>Wang, G. Chen, T. T. A. Dinh, B. C. Ooi, K.-L.Tan, J. Gao, and S. Wang. <a class="reference external" href="http://www.comp.nus.edu.sg/~ooibc/singa-mm15.pdf">SINGA: putting deep learning in the hands of multimedia users</a>. ACM Multimedia 2015 (<a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa//assets/file/bib-singa.txt">BibTex</a>, <a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/mm2015.ppt">Slides</a>).</p></li>
 </ol>
 </li>
 </ul>
 <p>Rafiki is a sub module of SINGA. Please cite the following paper if you use Rafiki in your research:</p>
 <ul class="simple">
-<li>Wei Wang, Jinyang Gao, Meihui Zhang, Sheng Wang, Gang Chen, Teck Khim Ng, Beng Chin Ooi, Jie Shao, Moaz Reyad. <a class="reference external" href="http://www.vldb.org/pvldb/vol12/p128-wang.pdf">Rafiki: Machine Learning as an Analytics Service System</a>. <a class="reference external" href="http://vldb.org/2019/">VLDB 2019</a> (<a class="reference external" href="https://dblp.org/rec/bib2/journals/pvldb/WangWGZCNOS18.bib">BibTex</a>).</li>
+<li><p>Wei Wang, Jinyang Gao, Meihui Zhang, Sheng Wang, Gang Chen, Teck Khim Ng, Beng Chin Ooi, Jie Shao, Moaz Reyad. <a class="reference external" href="http://www.vldb.org/pvldb/vol12/p128-wang.pdf">Rafiki: Machine Learning as an Analytics Service System</a>. <a class="reference external" href="http://vldb.org/2019/">VLDB 2019</a> (<a class="reference external" href="https://dblp.org/rec/bib2/journals/pvldb/WangWGZCNOS18.bib">BibTex</a>).</p></li>
 </ul>
 <p>Companies like <a class="reference external" href="http://tech.163.com/17/0602/17/CLUL016I00098GJ5.html">NetEase</a>, <a class="reference external" href="http://www.yzbigdata.com/en/index.html">yzBigData</a> and <a class="reference external" href="https://shentilium.com/">Shentilium</a> are using SINGA for their applications.</p>
 <div class="toctree-wrapper compound">
@@ -298,7 +299,7 @@ Please cite the following two papers if
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2019 The Apache Software Foundation. All rights reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -315,36 +316,17 @@ Please cite the following two papers if
   
 
 
-  
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-        var DOCUMENTATION_OPTIONS = {
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-            VERSION:'1.1.0',
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-            FILE_SUFFIX:'.html',
-            HAS_SOURCE:  true,
-            SOURCELINK_SUFFIX: '.txt'
-        };
-    </script>
-      <script type="text/javascript" src="_static/jquery.js"></script>
-      <script type="text/javascript" src="_static/underscore.js"></script>
-      <script type="text/javascript" src="_static/doctools.js"></script>
-
-  
-
-  
-  
-    <script type="text/javascript" src="_static/js/theme.js"></script>
-  
-
   <script type="text/javascript">
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
   </script>
 
+  
+  
+    
+  
+
 <div class="rst-versions" data-toggle="rst-versions" role="note" aria-label="versions">
   <span class="rst-current-version" data-toggle="rst-current-version">
     <span class="fa fa-book"> incubator-singa </span>

Modified: incubator/singa/site/trunk/en/objects.inv
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/objects.inv?rev=1857911&r1=1857910&r2=1857911&view=diff
==============================================================================
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Modified: incubator/singa/site/trunk/en/py-modindex.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/py-modindex.html?rev=1857911&r1=1857910&r2=1857911&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/py-modindex.html (original)
+++ incubator/singa/site/trunk/en/py-modindex.html Sun Apr 21 13:56:42 2019
@@ -18,15 +18,21 @@
   
 
   
-
-  
+  <script type="text/javascript" src="_static/js/modernizr.min.js"></script>
   
     
+      <script type="text/javascript" id="documentation_options" data-url_root="./" src="_static/documentation_options.js"></script>
+        <script type="text/javascript" src="_static/jquery.js"></script>
+        <script type="text/javascript" src="_static/underscore.js"></script>
+        <script type="text/javascript" src="_static/doctools.js"></script>
+        <script type="text/javascript" src="_static/language_data.js"></script>
+    
+    <script type="text/javascript" src="_static/js/theme.js"></script>
 
-  
+    
 
   
-    <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
@@ -45,21 +51,16 @@
 
 
 
-
-  
-  <script src="_static/js/modernizr.min.js"></script>
-
 </head>
 
 <body class="wy-body-for-nav">
 
    
   <div class="wy-grid-for-nav">
-
     
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
-        <div class="wy-side-nav-search">
+        <div class="wy-side-nav-search" >
           
 
           
@@ -274,7 +275,7 @@
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2019 The Apache Software Foundation. All rights reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -291,36 +292,17 @@
   
 
 
-  
-
-    <script type="text/javascript">
-        var DOCUMENTATION_OPTIONS = {
-            URL_ROOT:'./',
-            VERSION:'1.1.0',
-            LANGUAGE:'None',
-            COLLAPSE_INDEX:false,
-            FILE_SUFFIX:'.html',
-            HAS_SOURCE:  true,
-            SOURCELINK_SUFFIX: '.txt'
-        };
-    </script>
-      <script type="text/javascript" src="_static/jquery.js"></script>
-      <script type="text/javascript" src="_static/underscore.js"></script>
-      <script type="text/javascript" src="_static/doctools.js"></script>
-
-  
-
-  
-  
-    <script type="text/javascript" src="_static/js/theme.js"></script>
-  
-
   <script type="text/javascript">
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
   </script>
 
+  
+  
+    
+  
+
 <div class="rst-versions" data-toggle="rst-versions" role="note" aria-label="versions">
   <span class="rst-current-version" data-toggle="rst-current-version">
     <span class="fa fa-book"> incubator-singa </span>

Modified: incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.1.0.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.1.0.html?rev=1857911&r1=1857910&r2=1857911&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.1.0.html (original)
+++ incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.1.0.html Sun Apr 21 13:56:42 2019
@@ -18,15 +18,21 @@
   
 
   
-
-  
+  <script type="text/javascript" src="../_static/js/modernizr.min.js"></script>
   
     
+      <script type="text/javascript" id="documentation_options" data-url_root="../" src="../_static/documentation_options.js"></script>
+        <script type="text/javascript" src="../_static/jquery.js"></script>
+        <script type="text/javascript" src="../_static/underscore.js"></script>
+        <script type="text/javascript" src="../_static/doctools.js"></script>
+        <script type="text/javascript" src="../_static/language_data.js"></script>
+    
+    <script type="text/javascript" src="../_static/js/theme.js"></script>
 
-  
+    
 
   
-    <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
   <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
@@ -42,21 +48,16 @@
 	}
     </style>
 
-
-  
-  <script src="../_static/js/modernizr.min.js"></script>
-
 </head>
 
 <body class="wy-body-for-nav">
 
    
   <div class="wy-grid-for-nav">
-
     
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
-        <div class="wy-side-nav-search">
+        <div class="wy-side-nav-search" >
           
 
           
@@ -185,127 +186,120 @@
     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>
+    with the License.  You may obtain a copy of the License at
 
-<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="singa-incubating-0-1-0-release-notes">
-<span id="singa-incubating-0-1-0-release-notes"></span><h1>singa-incubating-0.1.0 Release Notes<a class="headerlink" href="#singa-incubating-0-1-0-release-notes" title="Permalink to this headline">¶</a></h1>
+      http://www.apache.org/licenses/LICENSE-2.0
+
+    Unless required by applicable law or agreed to in writing,
+    software distributed under the License is distributed on an
+    "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+    KIND, either express or implied.  See the License for the
+    specific language governing permissions and limitations
+    under the License.
+--><div class="section" id="singa-incubating-0-1-0-release-notes">
+<h1>singa-incubating-0.1.0 Release Notes<a class="headerlink" href="#singa-incubating-0-1-0-release-notes" title="Permalink to this headline">¶</a></h1>
 <hr class="docutils" />
 <p>SINGA is a general distributed deep learning platform for training big deep learning models over large datasets. It is
 designed with an intuitive programming model based on the layer abstraction. SINGA supports a wide variety of popular
 deep learning models.</p>
 <p>This release includes following features:</p>
 <ul class="simple">
-<li>Job management<ul>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-3">SINGA-3</a>  Use Zookeeper to check stopping (finish) time of the system</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-16">SINGA-16</a>  Runtime Process id Management</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-25">SINGA-25</a>  Setup glog output path</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-26">SINGA-26</a>  Run distributed training in a single command</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-30">SINGA-30</a>  Enhance easy-to-use feature and support concurrent jobs</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-33">SINGA-33</a>  Automatically launch a number of processes in the cluster</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-34">SINGA-34</a>  Support external zookeeper service</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-38">SINGA-38</a>  Support concurrent jobs</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-39">SINGA-39</a>  Avoid ssh in scripts for single node environment</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-43">SINGA-43</a>  Remove Job-related output from workspace</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-56">SINGA-56</a>  No automatic launching of zookeeper service</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-73">SINGA-73</a>  Refine the selection of available hosts from host list</li>
+<li><p>Job management</p>
+<ul>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-3">SINGA-3</a>  Use Zookeeper to check stopping (finish) time of the system</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-16">SINGA-16</a>  Runtime Process id Management</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-25">SINGA-25</a>  Setup glog output path</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-26">SINGA-26</a>  Run distributed training in a single command</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-30">SINGA-30</a>  Enhance easy-to-use feature and support concurrent jobs</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-33">SINGA-33</a>  Automatically launch a number of processes in the cluster</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-34">SINGA-34</a>  Support external zookeeper service</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-38">SINGA-38</a>  Support concurrent jobs</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-39">SINGA-39</a>  Avoid ssh in scripts for single node environment</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-43">SINGA-43</a>  Remove Job-related output from workspace</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-56">SINGA-56</a>  No automatic launching of zookeeper service</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-73">SINGA-73</a>  Refine the selection of available hosts from host list</p></li>
 </ul>
 </li>
-</ul>
-<ul class="simple">
-<li>Installation with GNU Auto tool<ul>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-4">SINGA-4</a>  Refine thirdparty-dependency installation</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-13">SINGA-13</a>  Separate intermediate files of compilation from source files</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-17">SINGA-17</a>  Add root permission within thirdparty/install.</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-27">SINGA-27</a>  Generate python modules for proto objects</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-53">SINGA-53</a>  Add lmdb compiling options</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-62">SINGA-62</a>  Remove building scrips and auxiliary files</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-67">SINGA-67</a>  Add singatest into build targets</li>
+<li><p>Installation with GNU Auto tool</p>
+<ul>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-4">SINGA-4</a>  Refine thirdparty-dependency installation</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-13">SINGA-13</a>  Separate intermediate files of compilation from source files</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-17">SINGA-17</a>  Add root permission within thirdparty/install.</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-27">SINGA-27</a>  Generate python modules for proto objects</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-53">SINGA-53</a>  Add lmdb compiling options</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-62">SINGA-62</a>  Remove building scrips and auxiliary files</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-67">SINGA-67</a>  Add singatest into build targets</p></li>
 </ul>
 </li>
-</ul>
-<ul class="simple">
-<li>Distributed training<ul>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-7">SINGA-7</a>  Implement shared memory Hogwild algorithm</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-8">SINGA-8</a>  Implement distributed Hogwild</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-19">SINGA-19</a>  Slice large Param objects for load-balance</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-29">SINGA-29</a>  Update NeuralNet class to enable layer partition type customization</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-24">SINGA-24</a>  Implement Downpour training framework</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-32">SINGA-32</a>  Implement AllReduce training framework</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-57">SINGA-57</a>  Improve Distributed Hogwild</li>
+<li><p>Distributed training</p>
+<ul>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-7">SINGA-7</a>  Implement shared memory Hogwild algorithm</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-8">SINGA-8</a>  Implement distributed Hogwild</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-19">SINGA-19</a>  Slice large Param objects for load-balance</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-29">SINGA-29</a>  Update NeuralNet class to enable layer partition type customization</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-24">SINGA-24</a>  Implement Downpour training framework</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-32">SINGA-32</a>  Implement AllReduce training framework</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-57">SINGA-57</a>  Improve Distributed Hogwild</p></li>
 </ul>
 </li>
-</ul>
-<ul class="simple">
-<li>Training algorithms for different model categories<ul>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-9">SINGA-9</a>  Add Support for Restricted Boltzman Machine (RBM) model</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-10">SINGA-10</a>  Add Support for Recurrent Neural Networks (RNN)</li>
+<li><p>Training algorithms for different model categories</p>
+<ul>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-9">SINGA-9</a>  Add Support for Restricted Boltzman Machine (RBM) model</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-10">SINGA-10</a>  Add Support for Recurrent Neural Networks (RNN)</p></li>
 </ul>
 </li>
-</ul>
-<ul class="simple">
-<li>Checkpoint and restore<ul>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-12">SINGA-12</a>  Support Checkpoint and Restore</li>
+<li><p>Checkpoint and restore</p>
+<ul>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-12">SINGA-12</a>  Support Checkpoint and Restore</p></li>
 </ul>
 </li>
-</ul>
-<ul class="simple">
-<li>Unit test<ul>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-64">SINGA-64</a>  Add the test module for utils/common</li>
+<li><p>Unit test</p>
+<ul>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-64">SINGA-64</a>  Add the test module for utils/common</p></li>
 </ul>
 </li>
-</ul>
-<ul class="simple">
-<li>Programming model<ul>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-36">SINGA-36</a>  Refactor job configuration, driver program and scripts</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-37">SINGA-37</a>  Enable users to set parameter sharing in model configuration</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-54">SINGA-54</a>  Refactor job configuration to move fields in ModelProto out</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-55">SINGA-55</a>  Refactor main.cc and singa.h</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-61">SINGA-61</a>  Support user defined classes</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-65">SINGA-65</a>  Add an example of writing user-defined layers</li>
+<li><p>Programming model</p>
+<ul>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-36">SINGA-36</a>  Refactor job configuration, driver program and scripts</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-37">SINGA-37</a>  Enable users to set parameter sharing in model configuration</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-54">SINGA-54</a>  Refactor job configuration to move fields in ModelProto out</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-55">SINGA-55</a>  Refactor main.cc and singa.h</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-61">SINGA-61</a>  Support user defined classes</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-65">SINGA-65</a>  Add an example of writing user-defined layers</p></li>
 </ul>
 </li>
-</ul>
-<ul class="simple">
-<li>Other features<ul>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-6">SINGA-6</a>  Implement thread-safe singleton</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-18">SINGA-18</a>  Update API for displaying performance metric</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-77">SINGA-77</a>  Integrate with Apache RAT</li>
+<li><p>Other features</p>
+<ul>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-6">SINGA-6</a>  Implement thread-safe singleton</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-18">SINGA-18</a>  Update API for displaying performance metric</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-77">SINGA-77</a>  Integrate with Apache RAT</p></li>
 </ul>
 </li>
 </ul>
 <p>Some bugs are fixed during the development of this release</p>
 <ul class="simple">
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-2">SINGA-2</a> Check failed: zsock_connect</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-5">SINGA-5</a> Server early terminate when zookeeper singa folder is not initially empty</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-15">SINGA-15</a> Fixg a bug from ConnectStub function which gets stuck for connecting layer_dealer_</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-22">SINGA-22</a> Cannot find openblas library when it is installed in default path</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-23">SINGA-23</a> Libtool version mismatch error.</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-28">SINGA-28</a> Fix a bug from topology sort of Graph</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-42">SINGA-42</a> Issue when loading checkpoints</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-44">SINGA-44</a> A bug when reseting metric values</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-46">SINGA-46</a> Fix a bug in updater.cc to scale the gradients</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-47">SINGA-47</a> Fix a bug in data layers that leads to out-of-memory when group size is too large</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-48">SINGA-48</a> Fix a bug in trainer.cc that assigns the same NeuralNet instance to workers from diff groups</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-49">SINGA-49</a> Fix a bug in HandlePutMsg func that sets param fields to invalid values</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-66">SINGA-66</a> Fix bugs in Worker::RunOneBatch function and ClusterProto</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-79">SINGA-79</a> Fix bug in singatool that can not parse -conf flag</li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-2">SINGA-2</a> Check failed: zsock_connect</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-5">SINGA-5</a> Server early terminate when zookeeper singa folder is not initially empty</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-15">SINGA-15</a> Fixg a bug from ConnectStub function which gets stuck for connecting layer_dealer_</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-22">SINGA-22</a> Cannot find openblas library when it is installed in default path</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-23">SINGA-23</a> Libtool version mismatch error.</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-28">SINGA-28</a> Fix a bug from topology sort of Graph</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-42">SINGA-42</a> Issue when loading checkpoints</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-44">SINGA-44</a> A bug when reseting metric values</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-46">SINGA-46</a> Fix a bug in updater.cc to scale the gradients</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-47">SINGA-47</a> Fix a bug in data layers that leads to out-of-memory when group size is too large</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-48">SINGA-48</a> Fix a bug in trainer.cc that assigns the same NeuralNet instance to workers from diff groups</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-49">SINGA-49</a> Fix a bug in HandlePutMsg func that sets param fields to invalid values</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-66">SINGA-66</a> Fix bugs in Worker::RunOneBatch function and ClusterProto</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-79">SINGA-79</a> Fix bug in singatool that can not parse -conf flag</p></li>
 </ul>
 <p>Features planned for the next release</p>
 <ul class="simple">
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-11">SINGA-11</a> Start SINGA using Mesos</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-31">SINGA-31</a> Extend Blob to support xpu (cpu or gpu)</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-35">SINGA-35</a> Add random number generators</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-40">SINGA-40</a> Support sparse Param update</li>
-<li><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-41">SINGA-41</a> Support single node single GPU training</li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-11">SINGA-11</a> Start SINGA using Mesos</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-31">SINGA-31</a> Extend Blob to support xpu (cpu or gpu)</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-35">SINGA-35</a> Add random number generators</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-40">SINGA-40</a> Support sparse Param update</p></li>
+<li><p><a class="reference external" href="https://issues.apache.org/jira/browse/SINGA-41">SINGA-41</a> Support single node single GPU training</p></li>
 </ul>
 </div>
 
@@ -320,7 +314,7 @@ deep learning models.</p>
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2019 The Apache Software Foundation. All rights reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+        &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>
@@ -337,36 +331,17 @@ deep learning models.</p>
   
 
 
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