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Posted to commits@singa.apache.org by wa...@apache.org on 2018/06/08 15:29:02 UTC

svn commit: r1833193 [3/17] - 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...

Modified: incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/alexnet/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/alexnet/README.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/alexnet/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/alexnet/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>
 
 
-      
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+        
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+        
           
 
- 
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+
 
 
 
 <div role="navigation" aria-label="breadcrumbs navigation">
+
   <ul class="wy-breadcrumbs">
-    <li><a href="../../../../../index.html">Docs</a> &raquo;</li>
-      
-    <li>Train AlexNet over ImageNet</li>
+    
+      <li><a href="../../../../../index.html">Docs</a> &raquo;</li>
+        
+      <li>Train AlexNet over ImageNet</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
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+    
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+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -158,7 +187,7 @@ to do image classification against the I
 <div class="section" id="compile-singa">
 <span id="compile-singa"></span><h3>Compile SINGA<a class="headerlink" href="#compile-singa" title="Permalink to this headline">¶</a></h3>
 <p>Please compile SINGA with CUDA, CUDNN and OpenCV. You can manually turn on the
-options in CMakeLists.txt or run <code class="docutils literal"><span class="pre">ccmake</span> <span class="pre">..</span></code> in build/ folder.</p>
+options in CMakeLists.txt or run <code class="docutils literal notranslate"><span class="pre">ccmake</span> <span class="pre">..</span></code> in build/ folder.</p>
 <p>We have tested CUDNN V4 and V5 (V5 requires CUDA 7.5)</p>
 </div>
 <div class="section" id="data-download">
@@ -176,21 +205,21 @@ or from <a class="reference external" hr
 <ul>
 <li><p class="first">Assuming you have downloaded the data and the list.
 Now we should transform the data into binary files. You can run:</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>    <span class="n">sh</span> <span class="n">create_data</span><span class="o">.</span><span class="n">sh</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>    <span class="n">sh</span> <span class="n">create_data</span><span class="o">.</span><span class="n">sh</span>
 </pre></div>
 </div>
-<p>The script will generate a test file(<code class="docutils literal"><span class="pre">test.bin</span></code>), a mean file(<code class="docutils literal"><span class="pre">mean.bin</span></code>) and
-several training files(<code class="docutils literal"><span class="pre">trainX.bin</span></code>) in the specified output folder.</p>
+<p>The script will generate a test file(<code class="docutils literal notranslate"><span class="pre">test.bin</span></code>), a mean file(<code class="docutils literal notranslate"><span class="pre">mean.bin</span></code>) and
+several training files(<code class="docutils literal notranslate"><span class="pre">trainX.bin</span></code>) in the specified output folder.</p>
 </li>
-<li><p class="first">You can also change the parameters in <code class="docutils literal"><span class="pre">create_data.sh</span></code>.</p>
+<li><p class="first">You can also change the parameters in <code class="docutils literal notranslate"><span class="pre">create_data.sh</span></code>.</p>
 <ul class="simple">
-<li><code class="docutils literal"><span class="pre">-trainlist</span> <span class="pre">&lt;file&gt;</span></code>: the file of training list;</li>
-<li><code class="docutils literal"><span class="pre">-trainfolder</span> <span class="pre">&lt;folder&gt;</span></code>: the folder of training images;</li>
-<li><code class="docutils literal"><span class="pre">-testlist</span> <span class="pre">&lt;file&gt;</span></code>: the file of test list;</li>
-<li><code class="docutils literal"><span class="pre">-testfolder</span> <span class="pre">&lt;floder&gt;</span></code>: the folder of test images;</li>
-<li><code class="docutils literal"><span class="pre">-outdata</span> <span class="pre">&lt;folder&gt;</span></code>: the folder to save output files, including mean, training and test files.
+<li><code class="docutils literal notranslate"><span class="pre">-trainlist</span> <span class="pre">&lt;file&gt;</span></code>: the file of training list;</li>
+<li><code class="docutils literal notranslate"><span class="pre">-trainfolder</span> <span class="pre">&lt;folder&gt;</span></code>: the folder of training images;</li>
+<li><code class="docutils literal notranslate"><span class="pre">-testlist</span> <span class="pre">&lt;file&gt;</span></code>: the file of test list;</li>
+<li><code class="docutils literal notranslate"><span class="pre">-testfolder</span> <span class="pre">&lt;floder&gt;</span></code>: the folder of test images;</li>
+<li><code class="docutils literal notranslate"><span class="pre">-outdata</span> <span class="pre">&lt;folder&gt;</span></code>: the folder to save output files, including mean, training and test files.
 The script will generate these files in the specified folder;</li>
-<li><code class="docutils literal"><span class="pre">-filesize</span> <span class="pre">&lt;int&gt;</span></code>: number of training images that stores in each binary file.</li>
+<li><code class="docutils literal notranslate"><span class="pre">-filesize</span> <span class="pre">&lt;int&gt;</span></code>: number of training images that stores in each binary file.</li>
 </ul>
 </li>
 </ul>
@@ -199,24 +228,24 @@ The script will generate these files in
 <span id="training"></span><h3>Training<a class="headerlink" href="#training" title="Permalink to this headline">¶</a></h3>
 <ul>
 <li><p class="first">After preparing data, you can run the following command to train the Alexnet model.</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>    <span class="n">sh</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="n">sh</span> <span class="n">run</span><span class="o">.</span><span class="n">sh</span>
 </pre></div>
 </div>
 </li>
-<li><p class="first">You may change the parameters in <code class="docutils literal"><span class="pre">run.sh</span></code>.</p>
+<li><p class="first">You may change the parameters in <code class="docutils literal notranslate"><span class="pre">run.sh</span></code>.</p>
 <ul class="simple">
-<li><code class="docutils literal"><span class="pre">-epoch</span> <span class="pre">&lt;int&gt;</span></code>: number of epoch to be trained, default is 90;</li>
-<li><code class="docutils literal"><span class="pre">-lr</span> <span class="pre">&lt;float&gt;</span></code>: base learning rate, the learning rate will decrease each 20 epochs,
-more specifically, <code class="docutils literal"><span class="pre">lr</span> <span class="pre">=</span> <span class="pre">lr</span> <span class="pre">*</span> <span class="pre">exp(0.1</span> <span class="pre">*</span> <span class="pre">(epoch</span> <span class="pre">/</span> <span class="pre">20))</span></code>;</li>
-<li><code class="docutils literal"><span class="pre">-batchsize</span> <span class="pre">&lt;int&gt;</span></code>: batchsize, it should be changed regarding to your memory;</li>
-<li><code class="docutils literal"><span class="pre">-filesize</span> <span class="pre">&lt;int&gt;</span></code>: number of training images that stores in each binary file, it is the
-same as the <code class="docutils literal"><span class="pre">filesize</span></code> in data preprocessing;</li>
-<li><code class="docutils literal"><span class="pre">-ntrain</span> <span class="pre">&lt;int&gt;</span></code>: number of training images;</li>
-<li><code class="docutils literal"><span class="pre">-ntest</span> <span class="pre">&lt;int&gt;</span></code>: number of test images;</li>
-<li><code class="docutils literal"><span class="pre">-data</span> <span class="pre">&lt;folder&gt;</span></code>: the folder which stores the binary files, it is exactly the output
+<li><code class="docutils literal notranslate"><span class="pre">-epoch</span> <span class="pre">&lt;int&gt;</span></code>: number of epoch to be trained, default is 90;</li>
+<li><code class="docutils literal notranslate"><span class="pre">-lr</span> <span class="pre">&lt;float&gt;</span></code>: base learning rate, the learning rate will decrease each 20 epochs,
+more specifically, <code class="docutils literal notranslate"><span class="pre">lr</span> <span class="pre">=</span> <span class="pre">lr</span> <span class="pre">*</span> <span class="pre">exp(0.1</span> <span class="pre">*</span> <span class="pre">(epoch</span> <span class="pre">/</span> <span class="pre">20))</span></code>;</li>
+<li><code class="docutils literal notranslate"><span class="pre">-batchsize</span> <span class="pre">&lt;int&gt;</span></code>: batchsize, it should be changed regarding to your memory;</li>
+<li><code class="docutils literal notranslate"><span class="pre">-filesize</span> <span class="pre">&lt;int&gt;</span></code>: number of training images that stores in each binary file, it is the
+same as the <code class="docutils literal notranslate"><span class="pre">filesize</span></code> in data preprocessing;</li>
+<li><code class="docutils literal notranslate"><span class="pre">-ntrain</span> <span class="pre">&lt;int&gt;</span></code>: number of training images;</li>
+<li><code class="docutils literal notranslate"><span class="pre">-ntest</span> <span class="pre">&lt;int&gt;</span></code>: number of test images;</li>
+<li><code class="docutils literal notranslate"><span class="pre">-data</span> <span class="pre">&lt;folder&gt;</span></code>: the folder which stores the binary files, it is exactly the output
 folder in data preprocessing step;</li>
-<li><code class="docutils literal"><span class="pre">-pfreq</span> <span class="pre">&lt;int&gt;</span></code>: the frequency(in batch) of printing current model status(loss and accuracy);</li>
-<li><code class="docutils literal"><span class="pre">-nthreads</span> <span class="pre">&lt;int&gt;</span></code>: the number of threads to load data which feed to the model.</li>
+<li><code class="docutils literal notranslate"><span class="pre">-pfreq</span> <span class="pre">&lt;int&gt;</span></code>: the frequency(in batch) of printing current model status(loss and accuracy);</li>
+<li><code class="docutils literal notranslate"><span class="pre">-nthreads</span> <span class="pre">&lt;int&gt;</span></code>: the number of threads to load data which feed to the model.</li>
 </ul>
 </li>
 </ul>
@@ -226,6 +255,7 @@ folder in data preprocessing step;</li>
 
 
            </div>
+           
           </div>
           <footer>
   
@@ -234,11 +264,11 @@ folder in data preprocessing step;</li>
 
   <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>
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+  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>
 
@@ -257,9 +287,11 @@ folder in data preprocessing step;</li>
         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>
@@ -273,16 +305,13 @@ folder in data preprocessing step;</li>
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   <span class="rst-current-version" data-toggle="rst-current-version">
     <span class="fa fa-book"> incubator-singa </span>
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@@ -302,6 +331,15 @@ folder in data preprocessing step;</li>
 
   </div>
   <a href="http://incubator.apache.org/"> <img src= "../../../../../_static/apache.png" style="background-color:white;"> </a>
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+
 </div>
 
  <a href="https://github.com/apache/incubator-singa">

Added: incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/densenet/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/densenet/README.html?rev=1833193&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/densenet/README.html (added)
+++ incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/densenet/README.html Fri Jun  8 15:29:00 2018
@@ -0,0 +1,333 @@
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+  
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+<ul>
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+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+            
+  <hr class="docutils" />
+<p>name: DenseNet models on ImageNet
+SINGA version: 1.1.1
+SINGA commit:
+license: https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py</p>
+<hr class="docutils" />
+<div class="section" id="image-classification-using-densenet">
+<span id="image-classification-using-densenet"></span><h1>Image Classification using DenseNet<a class="headerlink" href="#image-classification-using-densenet" title="Permalink to this headline">¶</a></h1>
+<p>In this example, we convert DenseNet on <a class="reference external" href="https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py">PyTorch</a>
+to SINGA for image classification.</p>
+<div class="section" id="instructions">
+<span id="instructions"></span><h2>Instructions<a class="headerlink" href="#instructions" title="Permalink to this headline">¶</a></h2>
+<ul>
+<li><p class="first">Download one parameter checkpoint file (see below) and the synset word file of ImageNet into this folder, e.g.,</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  $ wget https://s3-ap-southeast-1.amazonaws.com/dlfile/densenet/densenet-121.tar.gz
+  $ wget https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/synset_words.txt
+  $ tar xvf densenet-121.tar.gz
+</pre></div>
+</div>
+</li>
+<li><p class="first">Usage</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  $ python serve.py -h
+</pre></div>
+</div>
+</li>
+<li><p class="first">Example</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  # use cpu
+  $ python serve.py --use_cpu --parameter_file densenet-121.pickle --depth 121 &amp;
+  # use gpu
+  $ python serve.py --parameter_file densenet-121.pickle --depth 121 &amp;
+</pre></div>
+</div>
+<p>The parameter files for the following model and depth configuration pairs are provided:
+<a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/densenet/densenet-121.tar.gz">121</a>, <a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/densenet/densenet-169.tar.gz">169</a>, <a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/densenet/densenet-201.tar.gz">201</a>, <a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/densenet/densenet-161.tar.gz">161</a></p>
+</li>
+<li><p class="first">Submit images for classification</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  $ curl -i -F image=@image1.jpg http://localhost:9999/api
+  $ curl -i -F image=@image2.jpg http://localhost:9999/api
+  $ curl -i -F image=@image3.jpg http://localhost:9999/api
+</pre></div>
+</div>
+</li>
+</ul>
+<p>image1.jpg, image2.jpg and image3.jpg should be downloaded before executing the above commands.</p>
+</div>
+<div class="section" id="details">
+<span id="details"></span><h2>Details<a class="headerlink" href="#details" title="Permalink to this headline">¶</a></h2>
+<p>The parameter files were converted from the pytorch via the convert.py program.</p>
+<p>Usage:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>$ python convert.py -h
+</pre></div>
+</div>
+</div>
+</div>
+
+
+           </div>
+           
+          </div>
+          <footer>
+  
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>
+        &copy; Copyright 2018 The Apache Software Foundation. All rights reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+
+    </p>
+  </div>
+  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>. 
+
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+            FILE_SUFFIX:'.html',
+            HAS_SOURCE:  true,
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+        };
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+    <span class="fa fa-book"> incubator-singa </span>
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+      <dl>
+          <dt>Languages</dt>
+          <dd><a href="../../../../../../en/index.html">English</a></dd>
+          <dd><a href="../../../../../../zh/index.html">中文</a></dd>
+      </dl>
+      <dl>
+          <dt>Versions</dt>
+          <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
+          <dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
+      </dl>
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+  <a href="http://incubator.apache.org/"> <img src= "../../../../../_static/apache.png" style="background-color:white;"> </a>
+
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+  <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> 
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+  <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">
+    <img style="position: absolute; top: 0; right: 0; border: 0; z-index: 10000;"
+        src="https://s3.amazonaws.com/github/ribbons/forkme_right_orange_ff7600.png"
+        alt="Fork me on GitHub">
+</a>
+
+ 
+
+
+</body>
+</html>
\ No newline at end of file

Modified: incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/googlenet/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/googlenet/README.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/googlenet/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/googlenet/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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+        
           
 
- 
+
+
+
+
+
+
+
+
+
+
+
 
 
 
 <div role="navigation" aria-label="breadcrumbs navigation">
+
   <ul class="wy-breadcrumbs">
-    <li><a href="../../../../../index.html">Docs</a> &raquo;</li>
-      
-    <li>Image Classification using GoogleNet</li>
+    
+      <li><a href="../../../../../index.html">Docs</a> &raquo;</li>
+        
+      <li>Image Classification using GoogleNet</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -162,13 +191,13 @@ license: unrestricted https://github.com
 <span id="instructions"></span><h2>Instructions<a class="headerlink" href="#instructions" title="Permalink to this headline">¶</a></h2>
 <ul>
 <li><p class="first">Download the parameter checkpoint file into this folder</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>  $ wget https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  $ wget https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz
   $ tar xvf bvlc_googlenet.tar.gz
 </pre></div>
 </div>
 </li>
 <li><p class="first">Run the program</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>  # use cpu
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  # use cpu
   $ python serve.py -C &amp;
   # use gpu
   $ python serve.py &amp;
@@ -176,7 +205,7 @@ license: unrestricted https://github.com
 </div>
 </li>
 <li><p class="first">Submit images for classification</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>  $ curl -i -F image=@image1.jpg http://localhost:9999/api
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  $ curl -i -F image=@image1.jpg http://localhost:9999/api
   $ curl -i -F image=@image2.jpg http://localhost:9999/api
   $ curl -i -F image=@image3.jpg http://localhost:9999/api
 </pre></div>
@@ -187,9 +216,9 @@ license: unrestricted https://github.com
 </div>
 <div class="section" id="details">
 <span id="details"></span><h2>Details<a class="headerlink" href="#details" title="Permalink to this headline">¶</a></h2>
-<p>We first extract the parameter values from <a class="reference external" href="http://dl.caffe.berkeleyvision.org/bvlc_googlenet.caffemodel">Caffe&#8217;s checkpoint file</a> into a pickle version
-After downloading the checkpoint file into <code class="docutils literal"><span class="pre">caffe_root/python</span></code> folder, run the following script</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span><span class="c1"># to be executed within caffe_root/python folder</span>
+<p>We first extract the parameter values from <a class="reference external" href="http://dl.caffe.berkeleyvision.org/bvlc_googlenet.caffemodel">Caffe’s checkpoint file</a> into a pickle version
+After downloading the checkpoint file into <code class="docutils literal notranslate"><span class="pre">caffe_root/python</span></code> folder, run the following script</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="c1"># to be executed within caffe_root/python folder</span>
 <span class="kn">import</span> <span class="nn">caffe</span>
 <span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
 <span class="kn">import</span> <span class="nn">cPickle</span> <span class="k">as</span> <span class="nn">pickle</span>
@@ -210,7 +239,7 @@ After downloading the checkpoint file in
     <span class="n">pickle</span><span class="o">.</span><span class="n">dump</span><span class="p">(</span><span class="n">params</span><span class="p">,</span> <span class="n">fd</span><span class="p">)</span>
 </pre></div>
 </div>
-<p>Then we construct the GoogleNet using SINGA&#8217;s FeedForwardNet structure.
+<p>Then we construct the GoogleNet using SINGA’s FeedForwardNet structure.
 Note that we added a EndPadding layer to resolve the issue from discrepancy
 of the rounding strategy of the pooling layer between Caffe (ceil) and cuDNN (floor).
 Only the MaxPooling layers outside inception blocks have this problem.
@@ -220,6 +249,7 @@ Refer to <a class="reference external" h
 
 
            </div>
+           
           </div>
           <footer>
   
@@ -228,11 +258,11 @@ Refer to <a class="reference external" h
 
   <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>
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-  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>
 
@@ -251,9 +281,11 @@ Refer to <a class="reference external" h
         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>
@@ -267,16 +299,13 @@ Refer to <a class="reference external" h
     <script type="text/javascript" src="../../../../../_static/js/theme.js"></script>
   
 
-  
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       jQuery(function () {
-          SphinxRtdTheme.StickyNav.enable();
+          SphinxRtdTheme.Navigation.enable(true);
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-  
 
-<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
@@ -296,6 +325,15 @@ Refer to <a class="reference external" h
 
   </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/imagenet/inception/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/inception/README.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/inception/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/inception/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">
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+    <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">
 
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@@ -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 @@
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+      <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>Image Classification using Inception V4</li>
+    
+      <li><a href="../../../../../index.html">Docs</a> &raquo;</li>
+        
+      <li>Image Classification using Inception V4</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -162,7 +191,7 @@ license: https://github.com/tensorflow/m
 <span id="instructions"></span><h2>Instructions<a class="headerlink" href="#instructions" title="Permalink to this headline">¶</a></h2>
 <ul>
 <li><p class="first">Download the parameter checkpoint file</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>  $ wget
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  $ wget
   $ tar xvf inception_v4.tar.gz
 </pre></div>
 </div>
@@ -170,7 +199,7 @@ license: https://github.com/tensorflow/m
 <li><p class="first">Download <a class="reference external" href="https://github.com/BVLC/caffe/blob/master/data/ilsvrc12/get_ilsvrc_aux.sh">synset_word.txt</a> file.</p>
 </li>
 <li><p class="first">Run the program</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>  # use cpu
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  # use cpu
   $ python serve.py -C &amp;
   # use gpu
   $ python serve.py &amp;
@@ -178,7 +207,7 @@ license: https://github.com/tensorflow/m
 </div>
 </li>
 <li><p class="first">Submit images for classification</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>  $ curl -i -F image=@image1.jpg http://localhost:9999/api
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  $ curl -i -F image=@image1.jpg http://localhost:9999/api
   $ curl -i -F image=@image2.jpg http://localhost:9999/api
   $ curl -i -F image=@image3.jpg http://localhost:9999/api
 </pre></div>
@@ -189,9 +218,9 @@ license: https://github.com/tensorflow/m
 </div>
 <div class="section" id="details">
 <span id="details"></span><h2>Details<a class="headerlink" href="#details" title="Permalink to this headline">¶</a></h2>
-<p>We first extract the parameter values from <a class="reference external" href="http://download.tensorflow.org/models/inception_v4_2016_09_09.tar.gz">Tensorflow&#8217;s checkpoint file</a> into a pickle version.
+<p>We first extract the parameter values from <a class="reference external" href="http://download.tensorflow.org/models/inception_v4_2016_09_09.tar.gz">Tensorflow’s checkpoint file</a> into a pickle version.
 After downloading and decompressing the checkpoint file, run the following script</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>$ python convert.py --file_name=inception_v4.ckpt
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>$ python convert.py --file_name=inception_v4.ckpt
 </pre></div>
 </div>
 </div>
@@ -199,6 +228,7 @@ After downloading and decompressing the
 
 
            </div>
+           
           </div>
           <footer>
   
@@ -207,11 +237,11 @@ After downloading and decompressing the
 
   <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>
 
@@ -230,9 +260,11 @@ After downloading and decompressing the
         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>
@@ -246,16 +278,13 @@ After downloading and decompressing the
     <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
@@ -275,6 +304,15 @@ After downloading and decompressing the
 
   </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/imagenet/resnet/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/resnet/README.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/resnet/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/resnet/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;
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+    </style>
 
 
   
@@ -43,8 +48,9 @@
 
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-<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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+
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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>Image Classification using Residual Networks</li>
+    
+      <li><a href="../../../../../index.html">Docs</a> &raquo;</li>
+        
+      <li>Image Classification using Residual Networks</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -161,19 +190,19 @@ license: Apache V2, https://github.com/f
 <span id="instructions"></span><h2>Instructions<a class="headerlink" href="#instructions" title="Permalink to this headline">¶</a></h2>
 <ul>
 <li><p class="first">Download one parameter checkpoint file (see below) and the synset word file of ImageNet into this folder, e.g.,</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>  $ wget https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  $ wget https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz
   $ wget https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/synset_words.txt
   $ tar xvf resnet-18.tar.gz
 </pre></div>
 </div>
 </li>
 <li><p class="first">Usage</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>  $ python serve.py -h
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  $ python serve.py -h
 </pre></div>
 </div>
 </li>
 <li><p class="first">Example</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>  # use cpu
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  # use cpu
   $ python serve.py --use_cpu --parameter_file resnet-18.pickle --model resnet --depth 18 &amp;
   # use gpu
   $ python serve.py --parameter_file resnet-18.pickle --model resnet --depth 18 &amp;
@@ -188,7 +217,7 @@ license: Apache V2, https://github.com/f
 </ul>
 </li>
 <li><p class="first">Submit images for classification</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>  $ curl -i -F image=@image1.jpg http://localhost:9999/api
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  $ curl -i -F image=@image1.jpg http://localhost:9999/api
   $ curl -i -F image=@image2.jpg http://localhost:9999/api
   $ curl -i -F image=@image3.jpg http://localhost:9999/api
 </pre></div>
@@ -202,7 +231,7 @@ license: Apache V2, https://github.com/f
 <p>The parameter files were extracted from the original <a class="reference external" href="https://github.com/facebook/fb.resnet.torch/tree/master/pretrained">torch files</a> via
 the convert.py program.</p>
 <p>Usage:</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>$ python convert.py -h
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>$ python convert.py -h
 </pre></div>
 </div>
 </div>
@@ -210,6 +239,7 @@ the convert.py program.</p>
 
 
            </div>
+           
           </div>
           <footer>
   
@@ -218,11 +248,11 @@ the convert.py program.</p>
 
   <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>
 
@@ -241,9 +271,11 @@ the convert.py program.</p>
         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>
@@ -257,16 +289,13 @@ the convert.py program.</p>
     <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
@@ -286,6 +315,15 @@ the convert.py program.</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/model_zoo/examples/imagenet/vgg/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/vgg/README.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/vgg/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/vgg/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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+
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+
+
+
+
 
 
 
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+
   <ul class="wy-breadcrumbs">
-    <li><a href="../../../../../index.html">Docs</a> &raquo;</li>
-      
-    <li>Image Classification using VGG</li>
+    
+      <li><a href="../../../../../index.html">Docs</a> &raquo;</li>
+        
+      <li>Image Classification using VGG</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -161,22 +190,22 @@ to SINGA for image classification.</p>
 <span id="instructions"></span><h2>Instructions<a class="headerlink" href="#instructions" title="Permalink to this headline">¶</a></h2>
 <ul>
 <li><p class="first">Download one parameter checkpoint file (see below) and the synset word file of ImageNet into this folder, e.g.,</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>  $ wget https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg11.tar.gz
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  $ wget https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg11.tar.gz
   $ wget https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/synset_words.txt
   $ tar xvf vgg11.tar.gz
 </pre></div>
 </div>
 </li>
 <li><p class="first">Usage</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>  $ python serve.py -h
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  $ python serve.py -h
 </pre></div>
 </div>
 </li>
 <li><p class="first">Example</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>  # use cpu
-  $ python serve.py --use_cpu --parameter_file vgg11.pickle --depth 11 --use_cpu &amp;
-  # use gpu
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  # use cpu
   $ python serve.py --use_cpu --parameter_file vgg11.pickle --depth 11 &amp;
+  # use gpu
+  $ python serve.py --parameter_file vgg11.pickle --depth 11 &amp;
 </pre></div>
 </div>
 <p>The parameter files for the following model and depth configuration pairs are provided:</p>
@@ -186,7 +215,7 @@ to SINGA for image classification.</p>
 </ul>
 </li>
 <li><p class="first">Submit images for classification</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>  $ curl -i -F image=@image1.jpg http://localhost:9999/api
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  $ curl -i -F image=@image1.jpg http://localhost:9999/api
   $ curl -i -F image=@image2.jpg http://localhost:9999/api
   $ curl -i -F image=@image3.jpg http://localhost:9999/api
 </pre></div>
@@ -199,7 +228,7 @@ to SINGA for image classification.</p>
 <span id="details"></span><h2>Details<a class="headerlink" href="#details" title="Permalink to this headline">¶</a></h2>
 <p>The parameter files were converted from the pytorch via the convert.py program.</p>
 <p>Usage:</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>$ python convert.py -h
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>$ python convert.py -h
 </pre></div>
 </div>
 </div>
@@ -207,6 +236,7 @@ to SINGA for image classification.</p>
 
 
            </div>
+           
           </div>
           <footer>
   
@@ -215,11 +245,11 @@ to SINGA for image classification.</p>
 
   <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>
 
@@ -238,9 +268,11 @@ to SINGA for image classification.</p>
         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>
@@ -254,16 +286,13 @@ to SINGA for image classification.</p>
     <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
@@ -283,6 +312,15 @@ to SINGA for image classification.</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/model_zoo/examples/index.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/examples/index.html?rev=1833193&r1=1833192&r2=1833193&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/examples/index.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/examples/index.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>Model Zoo</li>
+    
+      <li><a href="../../../index.html">Docs</a> &raquo;</li>
+        
+      <li>Model Zoo</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -186,6 +215,7 @@
 
 
            </div>
+           
           </div>
           <footer>
   
@@ -194,11 +224,11 @@
 
   <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 @@
         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 @@
     <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 @@
 
   </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">