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From wang...@apache.org
Subject svn commit: r1833193 [2/17] - in /incubator/singa/site/trunk: en/ en/_sources/ en/_sources/develop/ en/_sources/docs/ en/_sources/docs/model_zoo/examples/imagenet/densenet/ en/_sources/docs/model_zoo/examples/imagenet/vgg/ en/_sources/releases/ en/comm...
Date Fri, 08 Jun 2018 15:29:02 GMT
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=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/install_macos1013.html (original)
+++ incubator/singa/site/trunk/en/docs/install_macos1013.html Fri Jun  8 15:29:00 2018
@@ -31,6 +31,16 @@
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.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">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -88,8 +98,8 @@
             
             
               <ul>
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" href="index.html">Documentation</a></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>
@@ -368,6 +378,15 @@ jupyter notebook
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <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://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>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

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=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/install_win.html (original)
+++ incubator/singa/site/trunk/en/docs/install_win.html Fri Jun  8 15:29:00 2018
@@ -31,6 +31,16 @@
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.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">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -88,8 +98,8 @@
             
             
               <ul>
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" href="index.html">Documentation</a></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>
@@ -354,7 +364,7 @@ SingaEnv<span class="se">\S</span>cripts
 <col width="100%" />
 </colgroup>
 <tbody valign="top">
-<tr class="row-odd"><td><a class="reference external" href="https://www.youtube.com/watch?v=YasKVjRtuDs"><img alt="video" class="align-middle" src="https://img.youtube.com/vi/YasKVjRtuDs/0.jpg" /></a></td>
+<tr class="row-odd"><td><a class="reference external" href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img alt="video" class="align-middle" src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" /></a></td>
 </tr>
 </tbody>
 </table>
@@ -417,7 +427,7 @@ SingaEnv<span class="se">\S</span>cripts
 <col width="100%" />
 </colgroup>
 <tbody valign="top">
-<tr class="row-odd"><td><a class="reference external" href="https://www.youtube.com/watch?v=YasKVjRtuDs"><img alt="video" class="align-middle" src="https://img.youtube.com/vi/YasKVjRtuDs/0.jpg" /></a></td>
+<tr class="row-odd"><td><a class="reference external" href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img alt="video" class="align-middle" src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" /></a></td>
 </tr>
 </tbody>
 </table>
@@ -589,7 +599,70 @@ SingaEnv<span class="se">\S</span>cripts
 <col width="100%" />
 </colgroup>
 <tbody valign="top">
-<tr class="row-odd"><td><a class="reference external" href="https://www.youtube.com/watch?v=YasKVjRtuDs"><img alt="video" class="align-middle" src="https://img.youtube.com/vi/YasKVjRtuDs/0.jpg" /></a></td>
+<tr class="row-odd"><td><a class="reference external" href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img alt="video" class="align-middle" src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" /></a></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="section" id="id4">
+<h2>5.4. Run Unit Tests<a class="headerlink" href="#id4" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li>In the test folder, generate the Visual Studio solution:</li>
+</ul>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>cmake -G <span class="s2">&quot;Visual Studio 15 2017 Win64&quot;</span>
+</pre></div>
+</div>
+<ul>
+<li><p class="first">Open the generated solution in Visual Studio, or add the project to the singa solution that was created in step 5.2</p>
+</li>
+<li><p class="first">Change the build settings to Release and x64.</p>
+</li>
+<li><p class="first">Build glog project.</p>
+</li>
+<li><p class="first">In test_singa project:</p>
+<blockquote>
+<div><ul class="simple">
+<li>Add USE_GLOG; USE_CUDA; USE_CUDNN to the Preprocessor Definitions.</li>
+<li>In Additional Include Directories, add path of GLOG_INCLUDE_DIR, CBLAS_INCLUDE_DIR and Protobuf_INCLUDE_DIR which were used in step 5.2 above. Add also build, build/include, CUDA and cuDNN include folders.</li>
+<li>Goto Additional Library Directories and add the path to openblas, protobuf and glog libraries. Add also build/src/singa_objects.dir/Release, singa-kernel, cnmem, CUDA and cuDNN library paths.</li>
+<li>Goto Additional Dependencies and add libopenblas.lib; libglog.lib; libprotobuf.lib; cnmem.lib; cudnn.lib; cuda.lib; cublas.lib; curand.lib; cudart.lib; singa-kernel.lib. Fix the names of the two libraries: gtest.lib and singa_objects.lib.</li>
+</ul>
+</div></blockquote>
+</li>
+<li><p class="first">Build test_singa project.</p>
+</li>
+<li><p class="first">Make libglog.dll, libopenblas.dll, cnmem.dll, cudart64_91.dll and cudnn64_7.dll available by adding them to the path or by copying them to test/release folder</p>
+</li>
+<li><p class="first">The unit tests can be executed</p>
+<blockquote>
+<div><ul>
+<li><p class="first">From the command line:</p>
+<blockquote>
+<div><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>test_singa.exe
+</pre></div>
+</div>
+</div></blockquote>
+</li>
+<li><dl class="first docutils">
+<dt>From Visual Studio:</dt>
+<dd><ul class="first last simple">
+<li>right click on the test_singa project and choose ‘Set as StartUp Project’.</li>
+<li>from the Debug menu, choose ‘Start Without Debugging’</li>
+</ul>
+</dd>
+</dl>
+</li>
+</ul>
+</div></blockquote>
+</li>
+</ul>
+<p>A video tutorial for running the unit tests can be found here:</p>
+<table border="1" class="docutils">
+<colgroup>
+<col width="100%" />
+</colgroup>
+<tbody valign="top">
+<tr class="row-odd"><td><a class="reference external" href="https://www.youtube.com/watch?v=YOjwtrvTPn4"><img alt="video" class="align-middle" src="https://img.youtube.com/vi/YOjwtrvTPn4/0.jpg" /></a></td>
 </tr>
 </tbody>
 </table>
@@ -674,6 +747,15 @@ SingaEnv<span class="se">\S</span>cripts
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <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://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>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/installation.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/installation.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/installation.html (original)
+++ incubator/singa/site/trunk/en/docs/installation.html Fri Jun  8 15:29:00 2018
@@ -33,6 +33,16 @@
     <link rel="next" title="Software Stack" href="software_stack.html" />
     <link rel="prev" title="Documentation" href="index.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">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -90,7 +100,6 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <li class="toctree-l1 current"><a class="reference internal" href="index.html">Documentation</a><ul class="current">
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Installation</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="#from-conda">From Conda</a></li>
@@ -122,6 +131,7 @@
 <li class="toctree-l2"><a class="reference internal" href="model_zoo/index.html">Model Zoo</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>
@@ -221,15 +231,15 @@ SINGA.</p>
 </div>
 </li>
 </ol>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">It</span> <span class="ow">is</span> <span class="n">equivalent</span> <span class="n">to</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  <span class="n">It</span> <span class="ow">is</span> <span class="n">equivalent</span> <span class="n">to</span>
 
-    <span class="n">conda</span> <span class="n">install</span> <span class="o">-</span><span class="n">c</span> <span class="n">nusdbsystem</span> <span class="n">singa</span><span class="o">=</span><span class="mf">1.1</span><span class="o">.</span><span class="mi">1</span><span class="o">=</span><span class="n">py36_cuda9</span><span class="o">.</span><span class="mi">0</span><span class="o">-</span><span class="n">cudnn7</span><span class="o">.</span><span class="mf">1.2</span>
+      <span class="n">conda</span> <span class="n">install</span> <span class="o">-</span><span class="n">c</span> <span class="n">nusdbsystem</span> <span class="n">singa</span><span class="o">=</span><span class="mf">1.1</span><span class="o">.</span><span class="mi">1</span><span class="o">=</span><span class="n">py36_cuda9</span><span class="o">.</span><span class="mi">0</span><span class="o">-</span><span class="n">cudnn7</span><span class="o">.</span><span class="mf">1.2</span>
 
-<span class="n">CUDA</span> <span class="mf">9.0</span> <span class="n">must</span> <span class="n">be</span> <span class="n">installed</span> <span class="n">before</span> <span class="n">executing</span> <span class="n">the</span> <span class="n">above</span> <span class="n">command</span><span class="o">.</span> <span class="n">Singa</span>
-<span class="n">packages</span> <span class="k">for</span> <span class="n">other</span> <span class="n">CUDA</span> <span class="n">versions</span> <span class="n">are</span> <span class="n">also</span> <span class="n">available</span><span class="o">.</span> <span class="n">The</span> <span class="n">following</span> <span class="n">instruction</span>
-<span class="n">lists</span> <span class="nb">all</span> <span class="n">the</span> <span class="n">available</span> <span class="n">Singa</span> <span class="n">packages</span><span class="o">.</span>
+  <span class="n">CUDA</span> <span class="mf">9.0</span> <span class="n">must</span> <span class="n">be</span> <span class="n">installed</span> <span class="n">before</span> <span class="n">executing</span> <span class="n">the</span> <span class="n">above</span> <span class="n">command</span><span class="o">.</span> <span class="n">Singa</span>
+  <span class="n">packages</span> <span class="k">for</span> <span class="n">other</span> <span class="n">CUDA</span> <span class="n">versions</span> <span class="n">are</span> <span class="n">also</span> <span class="n">available</span><span class="o">.</span> <span class="n">The</span> <span class="n">following</span> <span class="n">instruction</span>
+  <span class="n">lists</span> <span class="nb">all</span> <span class="n">the</span> <span class="n">available</span> <span class="n">Singa</span> <span class="n">packages</span><span class="o">.</span>
 
-    <span class="n">conda</span> <span class="n">search</span> <span class="o">-</span><span class="n">c</span> <span class="n">nusdbsystem</span> <span class="n">singa</span>
+      <span class="n">conda</span> <span class="n">search</span> <span class="o">-</span><span class="n">c</span> <span class="n">nusdbsystem</span> <span class="n">singa</span>
 </pre></div>
 </div>
 <p>If there is no error message from</p>
@@ -647,6 +657,15 @@ In particular, if you build PySINGA from
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <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://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>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/layer.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/layer.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/layer.html (original)
+++ incubator/singa/site/trunk/en/docs/layer.html Fri Jun  8 15:29:00 2018
@@ -33,6 +33,16 @@
     <link rel="next" title="FeedForward Net" href="net.html" />
     <link rel="prev" title="Tensor" href="tensor.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">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -90,7 +100,6 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <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>
@@ -114,6 +123,7 @@
 <li class="toctree-l2"><a class="reference internal" href="model_zoo/index.html">Model Zoo</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>
@@ -1397,6 +1407,15 @@ supported layers</p>
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <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://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>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/loss.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/loss.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/loss.html (original)
+++ incubator/singa/site/trunk/en/docs/loss.html Fri Jun  8 15:29:00 2018
@@ -33,6 +33,16 @@
     <link rel="next" title="Metric" href="metric.html" />
     <link rel="prev" title="Initializer" href="initializer.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">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -90,7 +100,6 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <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>
@@ -110,6 +119,7 @@
 <li class="toctree-l2"><a class="reference internal" href="model_zoo/index.html">Model Zoo</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>
@@ -495,6 +505,15 @@ value is [0, x.shape[1])</li>
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <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://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>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/metric.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/metric.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/metric.html (original)
+++ incubator/singa/site/trunk/en/docs/metric.html Fri Jun  8 15:29:00 2018
@@ -33,6 +33,16 @@
     <link rel="next" title="Optimizer" href="optimizer.html" />
     <link rel="prev" title="Loss" href="loss.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">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -90,7 +100,6 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
 <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>
@@ -110,6 +119,7 @@
 <li class="toctree-l2"><a class="reference internal" href="model_zoo/index.html">Model Zoo</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>
@@ -458,6 +468,15 @@ ground truth to get the metric values.</
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <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://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>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/model_zoo/caffe/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/caffe/README.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/caffe/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/caffe/README.html Fri Jun  8 15:29:00 2018
@@ -31,6 +31,16 @@
     <link rel="index" title="Index" href="../../../genindex.html" />
     <link rel="search" title="Search" href="../../../search.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">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -88,8 +98,8 @@
             
             
               <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../../downloads.html">Download SINGA</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../index.html">Documentation</a></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>
@@ -283,6 +293,15 @@ You can start the prediction program by
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../../../_static/apache.png" style="background-color:white;"> </a>
+
+  <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://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>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/model_zoo/char-rnn/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/char-rnn/README.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/char-rnn/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/char-rnn/README.html Fri Jun  8 15:29:00 2018
@@ -33,6 +33,16 @@
     <link rel="next" title="Train AlexNet over ImageNet" href="../imagenet/alexnet/README.html" />
     <link rel="prev" title="Train CNN over Cifar-10" href="../cifar10/README.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">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -90,7 +100,6 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="../../../downloads.html">Download SINGA</a></li>
 <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>
@@ -119,6 +128,7 @@
 </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>
@@ -323,6 +333,15 @@ Other plain text files can also be used.
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../../../_static/apache.png" style="background-color:white;"> </a>
+
+  <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://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>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/model_zoo/cifar10/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/cifar10/README.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/cifar10/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/cifar10/README.html Fri Jun  8 15:29:00 2018
@@ -33,6 +33,16 @@
     <link rel="next" title="Train Char-RNN over plain text" href="../char-rnn/README.html" />
     <link rel="prev" title="Model Zoo" href="../index.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">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -90,7 +100,6 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="../../../downloads.html">Download SINGA</a></li>
 <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>
@@ -119,6 +128,7 @@
 </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>
@@ -368,6 +378,15 @@ The ‘model.bin’ file generated
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../../../_static/apache.png" style="background-color:white;"> </a>
+
+  <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://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>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/model_zoo/examples/caffe/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/examples/caffe/README.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/examples/caffe/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/examples/caffe/README.html Fri Jun  8 15:29:00 2018
@@ -14,28 +14,33 @@
 
   
   
-
-  
-
   
   
-    
 
   
 
   
   
-    <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
-  
+    
 
   
 
   
-        <link rel="index" title="Index"
-              href="../../../../genindex.html"/>
-        <link rel="search" title="Search" href="../../../../search.html"/>
-    <link rel="top" title="incubator-singa 1.1.0 documentation" href="../../../../index.html"/>
+    <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" />
     <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">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -43,8 +48,9 @@
 
 </head>
 
-<body class="wy-body-for-nav" role="document">
+<body class="wy-body-for-nav">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -59,7 +65,7 @@
 
           
             
-            <img src="../../../../_static/singa.png" class="logo" />
+            <img src="../../../../_static/singa.png" class="logo" alt="Logo"/>
           
           </a>
 
@@ -88,9 +94,12 @@
           
             
             
-                <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../../../downloads.html">Download SINGA</a></li>
+              
+            
+            
+              <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../index.html">Documentation</a></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>
@@ -116,32 +125,52 @@
     <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
 
       
-      <nav class="wy-nav-top" role="navigation" aria-label="top navigation">
-        <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
-        <a href="../../../../index.html">incubator-singa</a>
+      <nav class="wy-nav-top" aria-label="top navigation">
+        
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="../../../../index.html">incubator-singa</a>
+        
       </nav>
 
 
-      
       <div class="wy-nav-content">
+        
         <div class="rst-content">
+        
           
 
- 
+
+
+
+
+
+
+
+
+
+
+
 
 
 
 <div role="navigation" aria-label="breadcrumbs navigation">
+
   <ul class="wy-breadcrumbs">
-    <li><a href="../../../../index.html">Docs</a> &raquo;</li>
-      
-    <li>Use parameters pre-trained from Caffe in SINGA</li>
+    
+      <li><a href="../../../../index.html">Docs</a> &raquo;</li>
+        
+      <li>Use parameters pre-trained from Caffe in SINGA</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -152,7 +181,7 @@
 <p>In this example, we use SINGA to load the VGG parameters trained by Caffe to do image classification.</p>
 <div class="section" id="run-this-example">
 <span id="run-this-example"></span><h2>Run this example<a class="headerlink" href="#run-this-example" title="Permalink to this headline">¶</a></h2>
-<p>You can run this example by simply executing <code class="docutils literal"><span class="pre">run.sh</span> <span class="pre">vgg16</span></code> or <code class="docutils literal"><span class="pre">run.sh</span> <span class="pre">vgg19</span></code>
+<p>You can run this example by simply executing <code class="docutils literal notranslate"><span class="pre">run.sh</span> <span class="pre">vgg16</span></code> or <code class="docutils literal notranslate"><span class="pre">run.sh</span> <span class="pre">vgg19</span></code>
 The script does the following work.</p>
 <div class="section" id="obtain-the-caffe-model">
 <span id="obtain-the-caffe-model"></span><h3>Obtain the Caffe model<a class="headerlink" href="#obtain-the-caffe-model" title="Permalink to this headline">¶</a></h3>
@@ -167,17 +196,17 @@ binary file.</li>
 </div>
 <div class="section" id="prepare-test-images">
 <span id="prepare-test-images"></span><h3>Prepare test images<a class="headerlink" href="#prepare-test-images" title="Permalink to this headline">¶</a></h3>
-<p>A few sample images are downloaded into the <code class="docutils literal"><span class="pre">test</span></code> folder.</p>
+<p>A few sample images are downloaded into the <code class="docutils literal notranslate"><span class="pre">test</span></code> folder.</p>
 </div>
 <div class="section" id="predict">
 <span id="predict"></span><h3>Predict<a class="headerlink" href="#predict" title="Permalink to this headline">¶</a></h3>
-<p>The <code class="docutils literal"><span class="pre">predict.py</span></code> script creates the VGG model and read the parameters,</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">usage</span><span class="p">:</span> <span class="n">predict</span><span class="o">.</span><span class="n">py</span> <span class="p">[</span><span class="o">-</span><span class="n">h</span><span class="p">]</span> <span class="n">model_txt</span> <span class="n">model_bin</span> <span class="n">imgclass</span>
+<p>The <code class="docutils literal notranslate"><span class="pre">predict.py</span></code> script creates the VGG model and read the parameters,</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">usage</span><span class="p">:</span> <span class="n">predict</span><span class="o">.</span><span class="n">py</span> <span class="p">[</span><span class="o">-</span><span class="n">h</span><span class="p">]</span> <span class="n">model_txt</span> <span class="n">model_bin</span> <span class="n">imgclass</span>
 </pre></div>
 </div>
-<p>where <code class="docutils literal"><span class="pre">imgclass</span></code> refers to the synsets of imagenet dataset for vgg models.
+<p>where <code class="docutils literal notranslate"><span class="pre">imgclass</span></code> refers to the synsets of imagenet dataset for vgg models.
 You can start the prediction program by executing the following command:</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">python</span> <span class="n">predict</span><span class="o">.</span><span class="n">py</span> <span class="n">vgg16</span><span class="o">.</span><span class="n">prototxt</span> <span class="n">vgg16</span><span class="o">.</span><span class="n">caffemodel</span> <span class="n">synset_words</span><span class="o">.</span><span class="n">txt</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">python</span> <span class="n">predict</span><span class="o">.</span><span class="n">py</span> <span class="n">vgg16</span><span class="o">.</span><span class="n">prototxt</span> <span class="n">vgg16</span><span class="o">.</span><span class="n">caffemodel</span> <span class="n">synset_words</span><span class="o">.</span><span class="n">txt</span>
 </pre></div>
 </div>
 <p>Then you type in the image path, and the program would output the top-5 labels.</p>
@@ -188,6 +217,7 @@ You can start the prediction program by
 
 
            </div>
+           
           </div>
           <footer>
   
@@ -196,11 +226,11 @@ You can start the prediction program by
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2017 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 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..
 
     </p>
   </div>
-  Built with <a href="http://sphinx-doc.org/">Sphinx</a> using a <a href="https://github.com/snide/sphinx_rtd_theme">theme</a> provided by <a href="https://readthedocs.org">Read the Docs</a>. 
+  Built with <a href="http://sphinx-doc.org/">Sphinx</a> using a <a href="https://github.com/rtfd/sphinx_rtd_theme">theme</a> provided by <a href="https://readthedocs.org">Read the Docs</a>. 
 
 </footer>
 
@@ -219,9 +249,11 @@ You can start the prediction program by
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'../../../../',
             VERSION:'1.1.0',
+            LANGUAGE:'None',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
-            HAS_SOURCE:  true
+            HAS_SOURCE:  true,
+            SOURCELINK_SUFFIX: '.txt'
         };
     </script>
       <script type="text/javascript" src="../../../../_static/jquery.js"></script>
@@ -235,16 +267,13 @@ You can start the prediction program by
     <script type="text/javascript" src="../../../../_static/js/theme.js"></script>
   
 
-  
-  
   <script type="text/javascript">
       jQuery(function () {
-          SphinxRtdTheme.StickyNav.enable();
+          SphinxRtdTheme.Navigation.enable(true);
       });
   </script>
-  
 
-<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
+<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>
     v: latest
@@ -264,6 +293,15 @@ You can start the prediction program by
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../../../../_static/apache.png" style="background-color:white;"> </a>
+
+  <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://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>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/model_zoo/examples/char-rnn/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/examples/char-rnn/README.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/examples/char-rnn/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/examples/char-rnn/README.html Fri Jun  8 15:29:00 2018
@@ -14,28 +14,33 @@
 
   
   
-
-  
-
   
   
-    
 
   
 
   
   
-    <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
-  
+    
 
   
 
   
-        <link rel="index" title="Index"
-              href="../../../../genindex.html"/>
-        <link rel="search" title="Search" href="../../../../search.html"/>
-    <link rel="top" title="incubator-singa 1.1.0 documentation" href="../../../../index.html"/>
+    <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" />
     <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">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -43,8 +48,9 @@
 
 </head>
 
-<body class="wy-body-for-nav" role="document">
+<body class="wy-body-for-nav">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -59,7 +65,7 @@
 
           
             
-            <img src="../../../../_static/singa.png" class="logo" />
+            <img src="../../../../_static/singa.png" class="logo" alt="Logo"/>
           
           </a>
 
@@ -88,9 +94,12 @@
           
             
             
-                <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../../../downloads.html">Download SINGA</a></li>
+              
+            
+            
+              <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../index.html">Documentation</a></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>
@@ -116,32 +125,52 @@
     <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
 
       
-      <nav class="wy-nav-top" role="navigation" aria-label="top navigation">
-        <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
-        <a href="../../../../index.html">incubator-singa</a>
+      <nav class="wy-nav-top" aria-label="top navigation">
+        
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="../../../../index.html">incubator-singa</a>
+        
       </nav>
 
 
-      
       <div class="wy-nav-content">
+        
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+        
           
 
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+
+
 
 
 
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+
   <ul class="wy-breadcrumbs">
-    <li><a href="../../../../index.html">Docs</a> &raquo;</li>
-      
-    <li>Train Char-RNN over plain text</li>
+    
+      <li><a href="../../../../index.html">Docs</a> &raquo;</li>
+        
+      <li>Train Char-RNN over plain text</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -151,7 +180,7 @@
 <span id="train-char-rnn-over-plain-text"></span><h1>Train Char-RNN over plain text<a class="headerlink" href="#train-char-rnn-over-plain-text" title="Permalink to this headline">¶</a></h1>
 <p>Recurrent neural networks (RNN) are widely used for modelling sequential data,
 e.g., natural language sentences. This example describes how to implement a RNN
-application (or model) using SINGA&#8217;s RNN layers.
+application (or model) using SINGA’s RNN layers.
 We will use the <a class="reference external" href="https://github.com/karpathy/char-rnn">char-rnn</a> model as an
 example, which trains over sentences or
 source code, with each character as an input unit. Particularly, we will train
@@ -166,19 +195,19 @@ generate meaningful code from the model.
 Other plain text files can also be used.</p>
 </li>
 <li><p class="first">Start the training,</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>  <span class="n">python</span> <span class="n">train</span><span class="o">.</span><span class="n">py</span> <span class="n">linux_input</span><span class="o">.</span><span class="n">txt</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  <span class="n">python</span> <span class="n">train</span><span class="o">.</span><span class="n">py</span> <span class="n">linux_input</span><span class="o">.</span><span class="n">txt</span>
 </pre></div>
 </div>
 <p>Some hyper-parameters could be set through command line,</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>  <span class="n">python</span> <span class="n">train</span><span class="o">.</span><span class="n">py</span> <span class="o">-</span><span class="n">h</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  <span class="n">python</span> <span class="n">train</span><span class="o">.</span><span class="n">py</span> <span class="o">-</span><span class="n">h</span>
 </pre></div>
 </div>
 </li>
 <li><p class="first">Sample characters from the model by providing the number of characters to sample and the seed string.</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>  <span class="n">python</span> <span class="n">sample</span><span class="o">.</span><span class="n">py</span> <span class="s1">&#39;model.bin&#39;</span> <span class="mi">100</span> <span class="o">--</span><span class="n">seed</span> <span class="s1">&#39;#include &lt;std&#39;</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  <span class="n">python</span> <span class="n">sample</span><span class="o">.</span><span class="n">py</span> <span class="s1">&#39;model.bin&#39;</span> <span class="mi">100</span> <span class="o">--</span><span class="n">seed</span> <span class="s1">&#39;#include &lt;std&#39;</span>
 </pre></div>
 </div>
-<p>Please replace &#8216;model.bin&#8217; with the path to one of the checkpoint paths.</p>
+<p>Please replace ‘model.bin’ with the path to one of the checkpoint paths.</p>
 </li>
 </ul>
 </div>
@@ -186,6 +215,7 @@ Other plain text files can also be used.
 
 
            </div>
+           
           </div>
           <footer>
   
@@ -194,11 +224,11 @@ Other plain text files can also be used.
 
   <div role="contentinfo">
     <p>
-        &copy; Copyright 2017 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 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..
 
     </p>
   </div>
-  Built with <a href="http://sphinx-doc.org/">Sphinx</a> using a <a href="https://github.com/snide/sphinx_rtd_theme">theme</a> provided by <a href="https://readthedocs.org">Read the Docs</a>. 
+  Built with <a href="http://sphinx-doc.org/">Sphinx</a> using a <a href="https://github.com/rtfd/sphinx_rtd_theme">theme</a> provided by <a href="https://readthedocs.org">Read the Docs</a>. 
 
 </footer>
 
@@ -217,9 +247,11 @@ Other plain text files can also be used.
         var DOCUMENTATION_OPTIONS = {
             URL_ROOT:'../../../../',
             VERSION:'1.1.0',
+            LANGUAGE:'None',
             COLLAPSE_INDEX:false,
             FILE_SUFFIX:'.html',
-            HAS_SOURCE:  true
+            HAS_SOURCE:  true,
+            SOURCELINK_SUFFIX: '.txt'
         };
     </script>
       <script type="text/javascript" src="../../../../_static/jquery.js"></script>
@@ -233,16 +265,13 @@ Other plain text files can also be used.
     <script type="text/javascript" src="../../../../_static/js/theme.js"></script>
   
 
-  
-  
   <script type="text/javascript">
       jQuery(function () {
-          SphinxRtdTheme.StickyNav.enable();
+          SphinxRtdTheme.Navigation.enable(true);
       });
   </script>
-  
 
-<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
+<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>
     v: latest
@@ -262,6 +291,15 @@ Other plain text files can also be used.
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../../../../_static/apache.png" style="background-color:white;"> </a>
+
+  <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://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>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Modified: incubator/singa/site/trunk/en/docs/model_zoo/examples/cifar10/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/examples/cifar10/README.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/examples/cifar10/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/examples/cifar10/README.html Fri Jun  8 15:29:00 2018
@@ -14,28 +14,33 @@
 
   
   
-
-  
-
   
   
-    
 
   
 
   
   
-    <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
-  
+    
 
   
 
   
-        <link rel="index" title="Index"
-              href="../../../../genindex.html"/>
-        <link rel="search" title="Search" href="../../../../search.html"/>
-    <link rel="top" title="incubator-singa 1.1.0 documentation" href="../../../../index.html"/>
+    <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" />
     <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">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
 
 
   
@@ -43,8 +48,9 @@
 
 </head>
 
-<body class="wy-body-for-nav" role="document">
+<body class="wy-body-for-nav">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -59,7 +65,7 @@
 
           
             
-            <img src="../../../../_static/singa.png" class="logo" />
+            <img src="../../../../_static/singa.png" class="logo" alt="Logo"/>
           
           </a>
 
@@ -88,9 +94,12 @@
           
             
             
-                <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../../../downloads.html">Download SINGA</a></li>
+              
+            
+            
+              <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../index.html">Documentation</a></li>
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 <p class="caption"><span class="caption-text">Development</span></p>
 <ul>
@@ -116,32 +125,52 @@
     <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
 
       
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-    <li><a href="../../../../index.html">Docs</a> &raquo;</li>
-      
-    <li>Train CNN over Cifar-10</li>
+    
+      <li><a href="../../../../index.html">Docs</a> &raquo;</li>
+        
+      <li>Train CNN over Cifar-10</li>
+    
+    
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@@ -170,11 +199,11 @@ are required. Please refer to the instal
 <div class="section" id="data-preparation">
 <span id="data-preparation"></span><h3>Data preparation<a class="headerlink" href="#data-preparation" title="Permalink to this headline">¶</a></h3>
 <p>The binary Cifar-10 dataset could be downloaded by</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">python</span> <span class="n">download_data</span><span class="o">.</span><span class="n">py</span> <span class="nb">bin</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">python</span> <span class="n">download_data</span><span class="o">.</span><span class="n">py</span> <span class="nb">bin</span>
 </pre></div>
 </div>
 <p>The Python version could be downloaded by</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">python</span> <span class="n">download_data</span><span class="o">.</span><span class="n">py</span> <span class="n">py</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">python</span> <span class="n">download_data</span><span class="o">.</span><span class="n">py</span> <span class="n">py</span>
 </pre></div>
 </div>
 </div>
@@ -183,27 +212,27 @@ are required. Please refer to the instal
 <p>There are four training programs</p>
 <ol>
 <li><p class="first">train.py. The following command would train the VGG model using the python
-version of the Cifar-10 dataset in &#8216;cifar-10-batches-py&#8217; folder.</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span> <span class="n">python</span> <span class="n">train</span><span class="o">.</span><span class="n">py</span> <span class="n">vgg</span> <span class="n">cifar</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="n">batches</span><span class="o">-</span><span class="n">py</span>
+version of the Cifar-10 dataset in ‘cifar-10-batches-py’ folder.</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="n">python</span> <span class="n">train</span><span class="o">.</span><span class="n">py</span> <span class="n">vgg</span> <span class="n">cifar</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="n">batches</span><span class="o">-</span><span class="n">py</span>
 </pre></div>
 </div>
-<p>To train other models, please replace &#8216;vgg&#8217; to &#8216;alexnet&#8217;, &#8216;resnet&#8217; or &#8216;caffe&#8217;,
-where &#8216;caffe&#8217; refers to the alexnet model converted from Caffe. By default
+<p>To train other models, please replace ‘vgg’ to ‘alexnet’, ‘resnet’ or ‘caffe’,
+where ‘caffe’ refers to the alexnet model converted from Caffe. By default
 the training would run on a CudaGPU device, to run it on CppCPU, add an additional
 argument</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span> <span class="n">python</span> <span class="n">train</span><span class="o">.</span><span class="n">py</span> <span class="n">vgg</span> <span class="n">cifar</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="n">batches</span><span class="o">-</span><span class="n">py</span>  <span class="o">--</span><span class="n">use_cpu</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="n">python</span> <span class="n">train</span><span class="o">.</span><span class="n">py</span> <span class="n">vgg</span> <span class="n">cifar</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="n">batches</span><span class="o">-</span><span class="n">py</span>  <span class="o">--</span><span class="n">use_cpu</span>
 </pre></div>
 </div>
 </li>
 <li><p class="first">alexnet.cc. It trains the AlexNet model using the CPP APIs on a CudaGPU,</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span> <span class="o">./</span><span class="n">run</span><span class="o">.</span><span class="n">sh</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="o">./</span><span class="n">run</span><span class="o">.</span><span class="n">sh</span>
 </pre></div>
 </div>
 </li>
 <li><p class="first">alexnet-parallel.cc. It trains the AlexNet model using the CPP APIs on two CudaGPU devices.
 The two devices run synchronously to compute the gradients of the mode parameters, which are
 averaged on the host CPU device and then be applied to update the parameters.</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span> <span class="o">./</span><span class="n">run</span><span class="o">-</span><span class="n">parallel</span><span class="o">.</span><span class="n">sh</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="o">./</span><span class="n">run</span><span class="o">-</span><span class="n">parallel</span><span class="o">.</span><span class="n">sh</span>
 </pre></div>
 </div>
 </li>
@@ -214,15 +243,15 @@ averaged on the host CPU device and then
 <div class="section" id="prediction">
 <span id="prediction"></span><h3>Prediction<a class="headerlink" href="#prediction" title="Permalink to this headline">¶</a></h3>
 <p>predict.py includes the prediction function</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>    <span class="k">def</span> <span class="nf">predict</span><span class="p">(</span><span class="n">net</span><span class="p">,</span> <span class="n">images</span><span class="p">,</span> <span class="n">dev</span><span class="p">,</span> <span class="n">topk</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>    <span class="k">def</span> <span class="nf">predict</span><span class="p">(</span><span class="n">net</span><span class="p">,</span> <span class="n">images</span><span class="p">,</span> <span class="n">dev</span><span class="p">,</span> <span class="n">topk</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span>
 </pre></div>
 </div>
 <p>The net is created by loading the previously trained model; Images consist of
 a numpy array of images (one row per image); dev is the training device, e.g.,
 a CudaGPU device or the host CppCPU device; It returns the topk labels for each instance.</p>
-<p>The predict.py file&#8217;s main function provides an example of using the pre-trained alexnet model to do prediction for new images.
-The &#8216;model.bin&#8217; file generated by the training program should be placed at the cifar10 folder to run</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>    <span class="n">python</span> <span class="n">predict</span><span class="o">.</span><span class="n">py</span>
+<p>The predict.py file’s main function provides an example of using the pre-trained alexnet model to do prediction for new images.
+The ‘model.bin’ file generated by the training program should be placed at the cifar10 folder to run</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>    <span class="n">python</span> <span class="n">predict</span><span class="o">.</span><span class="n">py</span>
 </pre></div>
 </div>
 </div>
@@ -231,6 +260,7 @@ The &#8216;model.bin&#8217; file generat
 
 
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@@ -239,11 +269,11 @@ The &#8216;model.bin&#8217; file generat
 
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-        &copy; Copyright 2017 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 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..
 
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@@ -262,9 +292,11 @@ The &#8216;model.bin&#8217; file generat
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