Modified: incubator/singa/site/trunk/en/docs/installation.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/installation.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/installation.html (original)
+++ incubator/singa/site/trunk/en/docs/installation.html Sun Sep 10 05:05:19 
2017
@@ -95,10 +95,9 @@
 <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-wheel">From 
wheel</a><ul>
-<li class="toctree-l4"><a class="reference internal" 
href="#pre-requisite">Pre-requisite</a></li>
-<li class="toctree-l4"><a class="reference internal" 
href="#virtual-environment">Virtual environment</a></li>
-<li class="toctree-l4"><a class="reference internal" 
href="#instructions">Instructions</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#from-conda">From 
Conda</a><ul>
+<li class="toctree-l4"><a class="reference internal" 
href="#linux">Linux</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#mac-osx">Mac 
OSX</a></li>
 </ul>
 </li>
 <li class="toctree-l3"><a class="reference internal" 
href="#from-debian-package">From Debian Package</a></li>
@@ -189,101 +188,40 @@
             
   <div class="section" id="installation">
 <span id="installation"></span><h1>Installation<a class="headerlink" 
href="#installation" title="Permalink to this headline">¶</a></h1>
-<div class="section" id="from-wheel">
-<span id="from-wheel"></span><h2>From wheel<a class="headerlink" 
href="#from-wheel" title="Permalink to this headline">¶</a></h2>
-<p>Users can download the pre-compiled wheel files to install PySINGA.
-PySINGA has been tested on Linux (Ubunu 14.04 and 16.04) and Mac OS (10.11 and 
10.12).</p>
-<div class="section" id="pre-requisite">
-<span id="pre-requisite"></span><h3>Pre-requisite<a class="headerlink" 
href="#pre-requisite" title="Permalink to this headline">¶</a></h3>
-<p>Python 2.7 and pip are required</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span># For 
Ubuntu
-$ sudo apt-get install python2.7-dev python-pip
-
-# For Mac
-$ brew tap homebrew/python
-$ brew install python
+<div class="section" id="from-conda">
+<span id="from-conda"></span><h2>From Conda<a class="headerlink" 
href="#from-conda" title="Permalink to this headline">¶</a></h2>
+<p>Conda is a package manager provided by <a class="reference external" 
href="https://www.continuum.io/downloads";>Anaconda</a> or <a class="reference 
external" href="https://conda.io/miniconda.html";>Miniconda</a>.
+Currently, SINGA has conda packages (Python 2.7 and Python 3.6) for Linux and 
MacOSX.</p>
+<div class="section" id="linux">
+<span id="linux"></span><h3>Linux<a class="headerlink" href="#linux" 
title="Permalink to this headline">¶</a></h3>
+<ol>
+<li><p class="first">CPU only</p>
+<div class="highlight-default"><div class="highlight"><pre><span></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>
 </pre></div>
 </div>
-<p>Note for Mac OS, you need to configure the (python) paths correctly if 
multiple python versions are installed.
-Refer to FAQ for the errors and solutions.</p>
-</div>
-<div class="section" id="virtual-environment">
-<span id="virtual-environment"></span><h3>Virtual environment<a 
class="headerlink" href="#virtual-environment" title="Permalink to this 
headline">¶</a></h3>
-<p>Users are recommended to use PySINGA in python virtual environment.</p>
-<p>To use pip with virtual environment,</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span># 
install virtualenv
-$ pip install virtualenv
-$ virtualenv pysinga
-$ source pysinga/bin/activate
-</pre></div>
-</div>
-<p>To use anaconda with virtual environment,</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>$ 
conda create --name pysinga python=2
-$ source activate pysinga
+</li>
+<li><p class="first">GPU via CUDA+cuDNN</p>
+<div class="highlight-default"><div class="highlight"><pre><span></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="n">cudax</span><span class="o">.</span><span class="n">y</span><span 
class="o">-</span><span class="n">cudnnz</span>
 </pre></div>
 </div>
-<p>Note that in python virtual environment, you may need to reset the <code 
class="docutils literal"><span class="pre">PYTHONPATH</span></code> to empty
-to avoid the conflicts of system path and virtual environment path.</p>
+<p>where <code class="docutils literal"><span class="pre">x.y,z</span></code> 
is one of &lt;8.0, 5&gt;, &lt;7.5, 5&gt; and &lt;7.5, 4&gt;.
+Users need to install CUDA and cuDNN before installing SINGA.
+If cuDNN is not in system folders (e.g., /usr/local), export the folder of 
libcudnn.so to LD_LIBRARY_PATH</p>
+</li>
+</ol>
 </div>
-<div class="section" id="instructions">
-<span id="instructions"></span><h3>Instructions<a class="headerlink" 
href="#instructions" title="Permalink to this headline">¶</a></h3>
-<p>Currently, the following wheel files are available,</p>
-<table border="1">
-  <tr>
-    <th>OS</th>
-    <th>Device</th>
-    <th>CUDA/cuDNN</th>
-    <th>Link</th>
-  </tr>
-  <tr>
-    <td>Ubuntu14.04</td>
-    <td>CPU</td>
-    <td>-</td>
-    <td><a 
href="http://comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux/latest/ubuntu14.04-cpp/";>latest</a>,
 <a 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux";>history</a></td>
-  </tr>
-  <tr>
-    <td>Ubuntu14.04</td>
-    <td>GPU</td>
-    <td>CUDA7.5+cuDNN4</td>
-    <td><a 
href="http://comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux/latest/ubuntu14.04-cuda7.5-cudnn4/";>latest</a>,
 <a 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux";>history</a></td>
-  </tr>
-  <tr>
-    <td>Ubuntu14.04</td>
-    <td>GPU</td>
-    <td>CUDA7.5+cuDNN5</td>
-    <td><a 
href="http://comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux/latest/ubuntu14.04-cuda7.5-cudnn5/";>latest</a>,
 <a 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux";>history</a></td>
-  </tr>
-  <tr>
-    <td>Ubuntu16.04</td>
-    <td>CPU</td>
-    <td>-</td>
-    <td><a 
href="http://comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux/latest/ubuntu16.04-cpp/";>latest</a>,
 <a 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux";>history</a></td>
-  </tr>
-  <tr>
-    <td>Ubuntu16.04</td>
-    <td>GPU</td>
-    <td>CUDA8.0+cuDNN5</td>
-    <td><a 
href="http://comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux/latest/ubuntu16.04-cuda8.0-cudnn5/";>latest</a>,
 <a 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/linux";>history</a></td>
-  </tr>
-  <tr>
-    <td>MacOSX10.11</td>
-    <td>CPU</td>
-    <td>-</td>
-    <td><a 
href="http://comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/macosx/latest/macosx10.11-cpp/";>latest</a>,
 <a 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/macosx";>history</a></td>
-  </tr>
-  <tr>
-    <td>MacOSX10.12</td>
-    <td>CPU</td>
-    <td>-</td>
-    <td><a 
href="http://comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/macosx/latest/macosx10.12-cpp/";>latest</a>,
 <a 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/wheel/macosx";>history</a></td>
-  </tr>
-</table><p>Download the whl file and execute the following command to install 
PySINGA,</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>$ pip 
install --upgrade &lt;path to the whel file&gt;
+<div class="section" id="mac-osx">
+<span id="mac-osx"></span><h3>Mac OSX<a class="headerlink" href="#mac-osx" 
title="Permalink to this headline">¶</a></h3>
+<p>Only the CPU version is available,</p>
+<div class="highlight-default"><div class="highlight"><pre><span></span><span 
class="n">conda</span> <span class="n">config</span> <span 
class="o">--</span><span class="n">add</span> <span class="n">channels</span> 
<span class="n">conda</span><span class="o">-</span><span class="n">forge</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>
+</pre></div>
+</div>
+<p>If there is no error message from</p>
+<div class="highlight-default"><div class="highlight"><pre><span></span><span 
class="n">python</span> <span class="o">-</span><span class="n">c</span> <span 
class="s2">&quot;from singa import tensor&quot;</span>
 </pre></div>
 </div>
-<p>To install the wheel file compiled with CUDA, you need to install CUDA and 
export the <code class="docutils literal"><span 
class="pre">LD_LIBRARY_PATH</span></code> to cuDNN before running the above 
instruction.</p>
-<p>If you have sudo right, you can run the above commands using <code 
class="docutils literal"><span class="pre">sudo</span> <span 
class="pre">pip</span> <span class="pre">install</span></code> without python 
virtual environment.
-The option <code class="docutils literal"><span 
class="pre">--upgrade</span></code> may cause errors sometimes, in which case 
you can ignore it.</p>
+<p>then SINGA is installed successfully.</p>
 </div>
 </div>
 <div class="section" id="from-debian-package">
@@ -306,25 +244,19 @@ The option <code class="docutils literal
     <td>Ubuntu14.04</td>
     <td>GPU</td>
     <td>CUDA7.5+cuDNN4</td>
-    <td>coming soon</td>
+    <td>-</td>
   </tr>
   <tr>
     <td>Ubuntu14.04</td>
     <td>GPU</td>
     <td>CUDA7.5+cuDNN5</td>
-    <td>coming soon</td>
-  </tr>
-  <tr>
-    <td>Ubuntu16.04</td>
-    <td>CPU</td>
     <td>-</td>
-    <td><a 
href="http://comp.nus.edu.sg/~dbsystem/singa/assets/file/debian/latest/ubuntu16.04-cpp/python-singa.deb";>latest</a>,
 <a 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/debian";>history</a></td>
   </tr>
   <tr>
-    <td>Ubuntu16.04</td>
+    <td>Ubuntu14.04</td>
     <td>GPU</td>
     <td>CUDA8.0+cuDNN5</td>
-    <td>coming soon</td>
+    <td>-</td>
   </tr>
 </table><p>Download the deb file and install it via</p>
 <div class="highlight-default"><div class="highlight"><pre><span></span><span 
class="n">apt</span><span class="o">-</span><span class="n">get</span> <span 
class="n">install</span> <span class="o">&lt;</span><span class="n">path</span> 
<span class="n">to</span> <span class="n">the</span> <span class="n">deb</span> 
<span class="n">file</span><span class="p">,</span> <span 
class="n">e</span><span class="o">.</span><span class="n">g</span><span 
class="o">.</span><span class="p">,</span> <span class="o">./</span><span 
class="n">python</span><span class="o">-</span><span 
class="n">singa</span><span class="o">.</span><span class="n">deb</span><span 
class="o">&gt;</span>
@@ -340,12 +272,12 @@ $ cd incubator-singa/
 </pre></div>
 </div>
 <div class="section" id="pre-requisite">
-<span id="id1"></span><h3>Pre-requisite<a class="headerlink" 
href="#pre-requisite" title="Permalink to this headline">¶</a></h3>
+<span id="pre-requisite"></span><h3>Pre-requisite<a class="headerlink" 
href="#pre-requisite" title="Permalink to this headline">¶</a></h3>
 <p>The following libraries are required</p>
 <ul class="simple">
 <li>cmake (&gt;=2.8)</li>
 <li>gcc (&gt;=4.8.1) or Clang</li>
-<li>google protobuf (&gt;=2.5,&lt;3)</li>
+<li>google protobuf (&gt;=2.5)</li>
 <li>blas (tested with openblas &gt;=0.2.10)</li>
 <li>swig(&gt;=3.0.10) for compiling PySINGA</li>
 <li>numpy(&gt;=1.11.0) for compiling PySINGA</li>
@@ -358,15 +290,17 @@ $ cd incubator-singa/
 </ul>
 </div>
 <div class="section" id="instructions">
-<span id="id2"></span><h3>Instructions<a class="headerlink" 
href="#instructions" title="Permalink to this headline">¶</a></h3>
+<span id="instructions"></span><h3>Instructions<a class="headerlink" 
href="#instructions" title="Permalink to this headline">¶</a></h3>
 <ol class="simple">
 <li>create a <code class="docutils literal"><span 
class="pre">build</span></code> folder inside incubator-singa and go into that 
folder</li>
 <li>run <code class="docutils literal"><span class="pre">cmake</span> <span 
class="pre">[options]</span> <span class="pre">..</span></code>
 by default all options are OFF except <code class="docutils literal"><span 
class="pre">USE_PYTHON</span></code><ul>
-<li><code class="docutils literal"><span 
class="pre">USE_MODUELS=ON</span></code>, used if protobuf and blas are not 
installed a prior</li>
+<li><code class="docutils literal"><span 
class="pre">USE_MODULES=ON</span></code>, used if protobuf and blas are not 
installed a prior</li>
 <li><code class="docutils literal"><span 
class="pre">USE_CUDA=ON</span></code>, used if CUDA and cuDNN is available</li>
 <li><code class="docutils literal"><span 
class="pre">USE_PYTHON=ON</span></code>, used for compiling PySINGA</li>
 <li><code class="docutils literal"><span 
class="pre">USE_OPENCL=ON</span></code>, used for compiling with OpenCL 
support</li>
+<li><code class="docutils literal"><span class="pre">PYTHON3=ON</span></code>, 
used for compiling with Python 3 support. (The default is Python 2)</li>
+<li><code class="docutils literal"><span class="pre">PACKAGE=ON</span></code>, 
used for building the Debian package</li>
 </ul>
 </li>
 <li>compile the code, e.g., <code class="docutils literal"><span 
class="pre">make</span></code></li>
@@ -385,8 +319,10 @@ apt-get, yum, and homebrew. Please refer
 <div class="highlight-default"><div class="highlight"><pre><span></span># 
required libraries
 $ sudo apt-get install libprotobuf-dev libopenblas-dev protobuf-compiler
 
-# optional libraries
+# optional libraries.
 $ sudo apt-get install python2.7-dev python-pip python-numpy
+# for Python 3
+$ sudo apt-get install python3-dev python3-numpy, python3-pip
 $ sudo apt-get install libopencv-dev libgoogle-glog-dev liblmdb-dev
 </pre></div>
 </div>
@@ -512,6 +448,18 @@ Remember to add its directory to <code c
 </pre></div>
 </div>
 </div>
+<div class="section" id="compile-singa-with-python2-on">
+<span id="compile-singa-with-python2-on"></span><h4>Compile SINGA with 
PYTHON2=ON<a class="headerlink" href="#compile-singa-with-python2-on" 
title="Permalink to this headline">¶</a></h4>
+<p>The default Python version for SINGA is 3. SINGA can be built for Python 2 
by setting PYTHON2=ON.</p>
+</div>
+<div class="section" id="compile-singa-with-package-on">
+<span id="compile-singa-with-package-on"></span><h4>Compile SINGA with 
PACKAGE=ON<a class="headerlink" href="#compile-singa-with-package-on" 
title="Permalink to this headline">¶</a></h4>
+<p>This setting is used to build the Debian package. Set PACKAGE=ON and build 
the package with make command like this:</p>
+<div class="highlight-default"><div class="highlight"><pre><span></span>$ 
cmake -DPACKAGE=ON
+$ make package
+</pre></div>
+</div>
+</div>
 </div>
 <div class="section" id="compile-singa-on-windows">
 <span id="compile-singa-on-windows"></span><h3>Compile SINGA on Windows<a 
class="headerlink" href="#compile-singa-on-windows" title="Permalink to this 
headline">¶</a></h3>
@@ -555,7 +503,7 @@ just copy the dll files into the same fo
 <ul>
 <li><p class="first">Q: Error from &#8216;import singa&#8217; using PySINGA 
installed from wheel.</p>
 <p>A: Please check the detailed error from <code class="docutils 
literal"><span class="pre">python</span> <span class="pre">-c</span> <span 
class="pre">&quot;from</span> <span class="pre">singa</span> <span 
class="pre">import</span> <span class="pre">_singa_wrap&quot;</span></code>. 
Sometimes it is
-caused by the dependent libraries, e.g. there are multiple versions of 
protobuf or missing of cudnn. Following
+caused by the dependent libraries, e.g. there are multiple versions of 
protobuf, missing of cudnn, numpy version mismatch. Following
 steps show the solutions for different cases</p>
 <ol>
 <li><p class="first">Check the cudnn and cuda and gcc versions, cudnn5 and 
cuda7.5 and gcc4.8/4.9 are preferred. if gcc is 5.0, then downgrade it.
@@ -574,13 +522,23 @@ Decompress the tar file, and then</p>
 </pre></div>
 </div>
 </li>
-<li><p class="first">If it cannot find other libs including python, then 
create virtual env using pip or conda;
-and then install SINGA via</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span> $ pip 
install --upgrade &lt;url of singa wheel&gt;
+<li><p class="first">If it cannot find other libs including python, then 
create virtual env using pip or conda;</p>
+</li>
+<li><p class="first">If it is not caused by the above reasons, go to the 
folder of <code class="docutils literal"><span 
class="pre">_singa_wrap.so</span></code>,</p>
+<div class="highlight-default"><div class="highlight"><pre><span></span> $ 
python
+ &gt;&gt; import importlib
+ &gt;&gt; importlib.import_module(&#39;_singa_wrap&#39;)
 </pre></div>
 </div>
 </li>
 </ol>
+<div class="highlight-default"><div class="highlight"><pre><span></span><span 
class="n">Check</span> <span class="n">the</span> <span class="n">error</span> 
<span class="n">message</span><span class="o">.</span> <span 
class="n">For</span> <span class="n">example</span><span class="p">,</span> 
<span class="k">if</span> <span class="n">the</span> <span 
class="n">numpy</span> <span class="n">version</span> <span 
class="n">mismatches</span><span class="p">,</span> <span class="n">the</span> 
<span class="n">error</span> <span class="n">message</span> <span 
class="n">would</span> <span class="n">be</span><span class="p">,</span>
+
+      <span class="ne">RuntimeError</span><span class="p">:</span> <span 
class="n">module</span> <span class="n">compiled</span> <span 
class="n">against</span> <span class="n">API</span> <span 
class="n">version</span> <span class="mh">0xb</span> <span class="n">but</span> 
<span class="n">this</span> <span class="n">version</span> <span 
class="n">of</span> <span class="n">numpy</span> <span class="ow">is</span> 
<span class="mh">0xa</span>
+
+<span class="n">Then</span> <span class="n">you</span> <span 
class="n">need</span> <span class="n">to</span> <span class="n">upgrade</span> 
<span class="n">the</span> <span class="n">numpy</span><span class="o">.</span>
+</pre></div>
+</div>
 </li>
 </ul>
 <ul>
@@ -679,7 +637,7 @@ the virtual environment.</p>
 </div>
 </li>
 <li><p class="first">Q: When I run PySINGA in Mac OS X, I got the error 
&#8220;Fatal Python error: PyThreadState_Get: no current thread  Abort trap: 
6&#8221;</p>
-<p>A: This error happens typically when you have multiple version of Python on 
your system,
+<p>A: This error happens typically when you have multiple version of Python on 
your system and you installed SINGA via pip (this problem is resolved for 
installation via conda),
 e.g, the one comes with the OS and the one installed by Homebrew. The Python 
linked by PySINGA must be the same as the Python interpreter.
 You can check your interpreter by <code class="docutils literal"><span 
class="pre">which</span> <span class="pre">python</span></code> and check the 
Python linked by PySINGA via <code class="docutils literal"><span 
class="pre">otool</span> <span class="pre">-L</span> <span 
class="pre">&lt;path</span> <span class="pre">to</span> <span 
class="pre">_singa_wrap.so&gt;</span></code>.
 To fix this error, compile SINGA with the correct version of Python.
@@ -712,7 +670,7 @@ In particular, if you build PySINGA from
 
   <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 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..
 
     </p>
   </div>
@@ -779,7 +737,7 @@ In particular, if you build PySINGA from
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.jpg"> 
</a>
+  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.png" 
style="background-color:white;"> </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=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/layer.html (original)
+++ incubator/singa/site/trunk/en/docs/layer.html Sun Sep 10 05:05:19 2017
@@ -1098,7 +1098,7 @@ supported layers</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 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..
 
     </p>
   </div>
@@ -1165,7 +1165,7 @@ supported layers</p>
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.jpg"> 
</a>
+  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.png" 
style="background-color:white;"> </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=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/loss.html (original)
+++ incubator/singa/site/trunk/en/docs/loss.html Sun Sep 10 05:05:19 2017
@@ -351,7 +351,7 @@ value is [0, x.shape[1])</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 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..
 
     </p>
   </div>
@@ -418,7 +418,7 @@ value is [0, x.shape[1])</li>
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.jpg"> 
</a>
+  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.png" 
style="background-color:white;"> </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=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/metric.html (original)
+++ incubator/singa/site/trunk/en/docs/metric.html Sun Sep 10 05:05:19 2017
@@ -270,7 +270,7 @@ ground truth to get the metric values.</
 
   <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 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..
 
     </p>
   </div>
@@ -337,7 +337,7 @@ ground truth to get the metric values.</
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.jpg"> 
</a>
+  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.png" 
style="background-color:white;"> </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=1807939&r1=1807938&r2=1807939&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 Sun Sep 10 
05:05:19 2017
@@ -196,7 +196,7 @@ 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 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..
 
     </p>
   </div>
@@ -263,7 +263,7 @@ You can start the prediction program by
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= 
"../../../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/";> <img src= 
"../../../_static/apache.png" style="background-color:white;"> </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=1807939&r1=1807938&r2=1807939&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 Sun Sep 
10 05:05:19 2017
@@ -237,7 +237,7 @@ 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 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..
 
     </p>
   </div>
@@ -304,7 +304,7 @@ Other plain text files can also be used.
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= 
"../../../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/";> <img src= 
"../../../_static/apache.png" style="background-color:white;"> </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=1807939&r1=1807938&r2=1807939&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 Sun Sep 10 
05:05:19 2017
@@ -282,7 +282,7 @@ The &#8216;model.bin&#8217; file generat
 
   <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 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..
 
     </p>
   </div>
@@ -349,7 +349,7 @@ The &#8216;model.bin&#8217; file generat
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= 
"../../../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/";> <img src= 
"../../../_static/apache.png" style="background-color:white;"> </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=1807939&r1=1807938&r2=1807939&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 Sun 
Sep 10 05:05:19 2017
@@ -196,7 +196,7 @@ 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 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..
 
     </p>
   </div>
@@ -263,7 +263,7 @@ You can start the prediction program by
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= 
"../../../../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/";> <img src= 
"../../../../_static/apache.png" style="background-color:white;"> </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=1807939&r1=1807938&r2=1807939&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 
Sun Sep 10 05:05:19 2017
@@ -194,7 +194,7 @@ 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 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..
 
     </p>
   </div>
@@ -261,7 +261,7 @@ Other plain text files can also be used.
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= 
"../../../../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/";> <img src= 
"../../../../_static/apache.png" style="background-color:white;"> </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=1807939&r1=1807938&r2=1807939&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 
Sun Sep 10 05:05:19 2017
@@ -239,7 +239,7 @@ The &#8216;model.bin&#8217; file generat
 
   <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 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..
 
     </p>
   </div>
@@ -306,7 +306,7 @@ The &#8216;model.bin&#8217; file generat
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= 
"../../../../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/";> <img src= 
"../../../../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

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=1807939&r1=1807938&r2=1807939&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
 Sun Sep 10 05:05:19 2017
@@ -234,7 +234,7 @@ 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 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..
 
     </p>
   </div>
@@ -301,7 +301,7 @@ folder in data preprocessing step;</li>
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= 
"../../../../../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/";> <img src= 
"../../../../../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

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=1807939&r1=1807938&r2=1807939&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
 Sun Sep 10 05:05:19 2017
@@ -228,7 +228,7 @@ 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 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..
 
     </p>
   </div>
@@ -295,7 +295,7 @@ Refer to <a class="reference external" h
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= 
"../../../../../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/";> <img src= 
"../../../../../_static/apache.png" style="background-color:white;"> </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=1807939&r1=1807938&r2=1807939&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
 Sun Sep 10 05:05:19 2017
@@ -181,7 +181,7 @@ license: Apache V2, https://github.com/f
 </div>
 <p>The parameter files for the following model and depth configuration pairs 
are provided:</p>
 <ul class="simple">
-<li>resnet (original resnet), <a class="reference external" 
href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-101.tar.gz";>18</a>|<a
 class="reference external" 
href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-34.tar.gz";>34</a>|<a
 class="reference external" 
href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-101.tar.gz";>101</a>|<a
 class="reference external" 
href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-152.tar.gz";>152</a></li>
+<li>resnet (original resnet), <a class="reference external" 
href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz";>18</a>|<a
 class="reference external" 
href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-34.tar.gz";>34</a>|<a
 class="reference external" 
href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-101.tar.gz";>101</a>|<a
 class="reference external" 
href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-152.tar.gz";>152</a></li>
 <li>addbn (resnet with a batch normalization layer after the addition), <a 
class="reference external" 
href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-50.tar.gz";>50</a></li>
 <li>wrn (wide resnet), <a class="reference external" 
href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/wrn-50-2.tar.gz";>50</a></li>
 <li>preact (resnet with pre-activation) <a class="reference external" 
href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-200.tar.gz";>200</a></li>
@@ -218,7 +218,7 @@ 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 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..
 
     </p>
   </div>
@@ -285,7 +285,7 @@ the convert.py program.</p>
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= 
"../../../../../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/";> <img src= 
"../../../../../_static/apache.png" style="background-color:white;"> </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=1807939&r1=1807938&r2=1807939&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 Sun Sep 10 
05:05:19 2017
@@ -194,7 +194,7 @@
 
   <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 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..
 
     </p>
   </div>
@@ -261,7 +261,7 @@
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= 
"../../../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/";> <img src= 
"../../../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

Modified: 
incubator/singa/site/trunk/en/docs/model_zoo/examples/mnist/README.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/examples/mnist/README.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/examples/mnist/README.html 
(original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/examples/mnist/README.html Sun 
Sep 10 05:05:19 2017
@@ -181,7 +181,7 @@ the program with an additional argument<
 
   <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 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..
 
     </p>
   </div>
@@ -248,7 +248,7 @@ the program with an additional argument<
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= 
"../../../../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/";> <img src= 
"../../../../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

Modified: 
incubator/singa/site/trunk/en/docs/model_zoo/imagenet/alexnet/README.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/imagenet/alexnet/README.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/imagenet/alexnet/README.html 
(original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/imagenet/alexnet/README.html 
Sun Sep 10 05:05:19 2017
@@ -277,7 +277,7 @@ 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 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..
 
     </p>
   </div>
@@ -344,7 +344,7 @@ folder in data preprocessing step;</li>
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= 
"../../../../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/";> <img src= 
"../../../../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

Modified: 
incubator/singa/site/trunk/en/docs/model_zoo/imagenet/googlenet/README.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/imagenet/googlenet/README.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/imagenet/googlenet/README.html 
(original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/imagenet/googlenet/README.html 
Sun Sep 10 05:05:19 2017
@@ -272,7 +272,7 @@ 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 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..
 
     </p>
   </div>
@@ -339,7 +339,7 @@ Refer to <a class="reference external" h
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= 
"../../../../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/";> <img src= 
"../../../../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

Modified: 
incubator/singa/site/trunk/en/docs/model_zoo/imagenet/resnet/README.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/imagenet/resnet/README.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/imagenet/resnet/README.html 
(original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/imagenet/resnet/README.html 
Sun Sep 10 05:05:19 2017
@@ -218,7 +218,7 @@ 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 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..
 
     </p>
   </div>
@@ -285,7 +285,7 @@ the convert.py program.</p>
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= 
"../../../../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/";> <img src= 
"../../../../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

Modified: incubator/singa/site/trunk/en/docs/model_zoo/index.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/index.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/index.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/index.html Sun Sep 10 05:05:19 
2017
@@ -232,7 +232,7 @@
 
   <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 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..
 
     </p>
   </div>
@@ -299,7 +299,7 @@
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= 
"../../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/";> <img src= "../../_static/apache.png" 
style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

Modified: incubator/singa/site/trunk/en/docs/model_zoo/mnist/README.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/mnist/README.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/mnist/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/mnist/README.html Sun Sep 10 
05:05:19 2017
@@ -181,7 +181,7 @@ the program with an additional argument<
 
   <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 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..
 
     </p>
   </div>
@@ -248,7 +248,7 @@ the program with an additional argument<
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= 
"../../../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/";> <img src= 
"../../../_static/apache.png" style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

Modified: incubator/singa/site/trunk/en/docs/net.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/net.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/net.html (original)
+++ incubator/singa/site/trunk/en/docs/net.html Sun Sep 10 05:05:19 2017
@@ -444,7 +444,7 @@ less space.</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 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..
 
     </p>
   </div>
@@ -511,7 +511,7 @@ less space.</li>
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.jpg"> 
</a>
+  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.png" 
style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

Modified: incubator/singa/site/trunk/en/docs/neural-net.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/neural-net.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/neural-net.html (original)
+++ incubator/singa/site/trunk/en/docs/neural-net.html Sun Sep 10 05:05:19 2017
@@ -481,7 +481,7 @@ lower layers and <code class="docutils l
 
   <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 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..
 
     </p>
   </div>
@@ -548,7 +548,7 @@ lower layers and <code class="docutils l
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.jpg"> 
</a>
+  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.png" 
style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

Modified: incubator/singa/site/trunk/en/docs/notebook/README.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/notebook/README.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/notebook/README.html (original)
+++ incubator/singa/site/trunk/en/docs/notebook/README.html Sun Sep 10 05:05:19 
2017
@@ -160,7 +160,7 @@
 
   <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 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..
 
     </p>
   </div>
@@ -227,7 +227,7 @@
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= 
"../../_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/";> <img src= "../../_static/apache.png" 
style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

Modified: incubator/singa/site/trunk/en/docs/optimizer.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/optimizer.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/optimizer.html (original)
+++ incubator/singa/site/trunk/en/docs/optimizer.html Sun Sep 10 05:05:19 2017
@@ -551,7 +551,7 @@ updating rules (including regularizer an
 
   <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 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..
 
     </p>
   </div>
@@ -618,7 +618,7 @@ updating rules (including regularizer an
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.jpg"> 
</a>
+  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.png" 
style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

Modified: incubator/singa/site/trunk/en/docs/snapshot.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/snapshot.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/snapshot.html (original)
+++ incubator/singa/site/trunk/en/docs/snapshot.html Sun Sep 10 05:05:19 2017
@@ -243,7 +243,7 @@
 
   <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 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..
 
     </p>
   </div>
@@ -310,7 +310,7 @@
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.jpg"> 
</a>
+  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.png" 
style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

Modified: incubator/singa/site/trunk/en/docs/software_stack.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/software_stack.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/software_stack.html (original)
+++ incubator/singa/site/trunk/en/docs/software_stack.html Sun Sep 10 05:05:19 
2017
@@ -284,7 +284,7 @@ model parameter values using parameter g
 
   <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 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..
 
     </p>
   </div>
@@ -351,7 +351,7 @@ model parameter values using parameter g
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.jpg"> 
</a>
+  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.png" 
style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

Modified: incubator/singa/site/trunk/en/docs/tensor.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/tensor.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/tensor.html (original)
+++ incubator/singa/site/trunk/en/docs/tensor.html Sun Sep 10 05:05:19 2017
@@ -1351,7 +1351,7 @@ e.g. 0 &#8211; sum each column; 1 &#8211
 
   <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 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..
 
     </p>
   </div>
@@ -1418,7 +1418,7 @@ e.g. 0 &#8211; sum each column; 1 &#8211
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.jpg"> 
</a>
+  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.png" 
style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

Modified: incubator/singa/site/trunk/en/docs/utils.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/utils.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/utils.html (original)
+++ incubator/singa/site/trunk/en/docs/utils.html Sun Sep 10 05:05:19 2017
@@ -211,7 +211,7 @@
 
   <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 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..
 
     </p>
   </div>
@@ -278,7 +278,7 @@
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.jpg"> 
</a>
+  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.png" 
style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

Modified: incubator/singa/site/trunk/en/downloads.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/downloads.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/downloads.html (original)
+++ incubator/singa/site/trunk/en/downloads.html Sun Sep 10 05:05:19 2017
@@ -36,7 +36,7 @@
         <link rel="search" title="Search" href="search.html"/>
     <link rel="top" title="incubator-singa 1.1.0 documentation" 
href="index.html"/>
         <link rel="next" title="Documentation" href="docs/index.html"/>
-        <link rel="prev" title="Welcome to Apache Singa" href="index.html"/>
+        <link rel="prev" title="Welcome to Apache SINGA" href="index.html"/>
     <link href="_static/style.css" rel="stylesheet" type="text/css">
 
 
@@ -286,7 +286,7 @@ ASF.</p>
         <a href="docs/index.html" class="btn btn-neutral float-right" 
title="Documentation" accesskey="n">Next <span class="fa 
fa-arrow-circle-right"></span></a>
       
       
-        <a href="index.html" class="btn btn-neutral" title="Welcome to Apache 
Singa" accesskey="p"><span class="fa fa-arrow-circle-left"></span> Previous</a>
+        <a href="index.html" class="btn btn-neutral" title="Welcome to Apache 
SINGA" accesskey="p"><span class="fa fa-arrow-circle-left"></span> Previous</a>
       
     </div>
   
@@ -295,7 +295,7 @@ ASF.</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 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..
 
     </p>
   </div>
@@ -362,7 +362,7 @@ ASF.</p>
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= "_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/";> <img src= "_static/apache.png" 
style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

Modified: incubator/singa/site/trunk/en/genindex.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/genindex.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/genindex.html (original)
+++ incubator/singa/site/trunk/en/genindex.html Sun Sep 10 05:05:19 2017
@@ -795,7 +795,7 @@
 
   <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 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..
 
     </p>
   </div>
@@ -862,7 +862,7 @@
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= "_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/";> <img src= "_static/apache.png" 
style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

Modified: incubator/singa/site/trunk/en/index.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/index.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/index.html (original)
+++ incubator/singa/site/trunk/en/index.html Sun Sep 10 05:05:19 2017
@@ -9,7 +9,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>Welcome to Apache Singa &mdash; incubator-singa 1.1.0 
documentation</title>
+  <title>Welcome to Apache SINGA &mdash; incubator-singa 1.1.0 
documentation</title>
   
 
   
@@ -136,7 +136,7 @@
   <ul class="wy-breadcrumbs">
     <li><a href="#">Docs</a> &raquo;</li>
       
-    <li>Welcome to Apache Singa</li>
+    <li>Welcome to Apache SINGA</li>
       <li class="wy-breadcrumbs-aside">
         
           
@@ -149,20 +149,20 @@
            <div itemprop="articleBody">
             
   <div class="section" id="welcome-to-apache-singa">
-<h1>Welcome to Apache Singa<a class="headerlink" 
href="#welcome-to-apache-singa" title="Permalink to this headline">¶</a></h1>
+<h1>Welcome to Apache SINGA<a class="headerlink" 
href="#welcome-to-apache-singa" title="Permalink to this headline">¶</a></h1>
 <div class="section" id="recent-news">
 <h2>Recent News<a class="headerlink" href="#recent-news" title="Permalink to 
this headline">¶</a></h2>
 <ul class="simple">
-<li><strong>Version 1.1</strong> is now available, 12 Feb, 2017. <a 
class="reference external" href="downloads.html">Download SINGA v1.1.0</a></li>
+<li><strong>Version 1.1.0</strong> is now available, 12 Feb, 2017. <a 
class="reference external" href="downloads.html">Download SINGA v1.1.0</a></li>
 <li>A tutorial on SINGA V1 will be given at <a class="reference external" 
href="https://www.eventbrite.sg/e/ai-eveningssginnovate-apache-singa-tickets-31505061487";>SGInnovate</a>,
 on 23 March, 2017</li>
-<li><strong>Version 1</strong> is now available, 9 Sep, 2016. <a 
class="reference external" href="downloads.html">Download SINGA v1.0.0</a></li>
+<li><strong>Version 1.0.0</strong> is now available, 9 Sep, 2016. <a 
class="reference external" href="downloads.html">Download SINGA v1.0.0</a></li>
 <li>SINGA will be presented at <a class="reference external" 
href="https://www.re-work.co/events/deep-learning-singapore/schedule";>REWORK</a>,
 21 Oct, 2016.</li>
 <li>SINGA was presented at <a class="reference external" 
href="http://www.meetup.com/PyData-SG/events/229691286/";>PyDataSG</a>, 16 Aug, 
2016.</li>
-<li>The <strong>third release</strong> is now available, 20 April, 2016. <a 
class="reference external" href="downloads.html">Download SINGA v0.3.0</a></li>
-<li>The <strong>second release</strong> is now available, 14 Jan, 2016. <a 
class="reference external" href="downloads.html">Download SINGA v0.2.0</a>.</li>
+<li><strong>Version 0.3.0</strong> is now available, 20 April, 2016. <a 
class="reference external" href="downloads.html">Download SINGA v0.3.0</a></li>
+<li><strong>Version 0.2.0</strong> is now available, 14 Jan, 2016. <a 
class="reference external" href="downloads.html">Download SINGA v0.2.0</a>.</li>
 <li>SINGA will be presented at <a class="reference external" 
href="http://strataconf.com/big-data-conference-sg-2015/public/schedule/detail/45123";>Strata+Hadoop</a>
 on 2 Dec, 2015</li>
 <li>SINGA was presented at <a class="reference external" 
href="http://www.acmmm.org/2015/at-a-glance/";>ACM Multimedia</a> Best Paper 
session and Open Source Software Competition session, 26-30 Oct, 2015 (<a 
class="reference external" 
href="http://www.comp.nus.edu.sg/~dbsystem/singa//assets/file/mm2015.ppt";>Slides</a>)</li>
-<li>The <strong>first release</strong> is now available, 8 Oct, 2015. <a 
class="reference external" href="downloads.html">Download SINGA v0.1.0</a>.</li>
+<li><strong>Version 0.1.0</strong> is now available, 8 Oct, 2015. <a 
class="reference external" href="downloads.html">Download SINGA v0.1.0</a>.</li>
 <li>SINGA was presented at <a class="reference external" 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/workshop";>workshop on deep 
learning</a>  held on 16 Sep, 2015</li>
 <li>SINGA was presented at <a class="reference external" 
href="http://boss.dima.tu-berlin.de/";>BOSS</a> of <a class="reference external" 
href="http://www.vldb.org/2015/";>VLDB 2015</a> at Hawaii, 4 Sep, 2015. (slides: 
<a class="reference external" 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/singa-vldb-boss.pptx";>overview</a>,
 <a class="reference external" 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/basic-user-guide.pptx";>basic</a>,
 <a class="reference external" 
href="http://www.comp.nus.edu.sg/~dbsystem/singa/assets/file/advanced-user-guide.pptx";>advanced</a>)</li>
 <li>SINGA was presented at <a class="reference external" 
href="http://adsc.illinois.edu/contact-us";>ADSC/I2R Deep Learning Workshop</a>, 
25 Aug, 2015.</li>
@@ -179,6 +179,21 @@
 <li>Install SINGA via <a class="reference external" 
href="./docs/installation.html#from-wheel">python wheel files</a>, <a 
class="reference external" 
href="./docs/installation.html#from-debian-package">Debian packages</a> or from 
<a class="reference external" 
href="./docs/installation.html#from-source">source</a>.</li>
 <li>Refer to the <a class="reference external" 
href="http://nbviewer.jupyter.org/github/apache/incubator-singa/blob/master/doc/en/docs/notebook/index.ipynb";>Jupyter
 notebooks</a> for some basic examples and the <a class="reference external" 
href="./docs/model_zoo/index.html">model zoo page</a> for more examples.</li>
 </ul>
+<table border="1" class="docutils">
+<colgroup>
+<col width="25%" />
+<col width="25%" />
+<col width="25%" />
+<col width="25%" />
+</colgroup>
+<tbody valign="top">
+<tr class="row-odd"><td><a class="reference external" 
href="https://github.com/apache/incubator-singa";><img alt="logo1" 
class="align-middle" src="_static/github.png" style="width: 64.0px; height: 
64.0px;" /></a></td>
+<td><a class="reference external" 
href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c";><img
 alt="logo2" class="align-middle" src="_static/awsmp.gif" style="width: 
120.0px; height: 60.0px;" /></a></td>
+<td><a class="reference external" 
href="https://hub.docker.com/r/nusdbsystem/singa/";><img alt="logo3" 
class="align-middle" src="_static/docker.png" style="width: 166.5px; height: 
57.5px;" /></a></td>
+<td><a class="reference external" 
href="http://nbviewer.jupyter.org/github/apache/incubator-singa/blob/master/doc/en/docs/notebook/index.ipynb";><img
 alt="logo4" class="align-middle" src="_static/jupyter.png" style="width: 
100.0px; height: 100.0px;" /></a></td>
+</tr>
+</tbody>
+</table>
 </div>
 <div class="section" id="documentation">
 <h2>Documentation<a class="headerlink" href="#documentation" title="Permalink 
to this headline">¶</a></h2>
@@ -197,9 +212,10 @@
 </ul>
 <p>More details on contributing to SINGA is described <a class="reference 
external" href="develop/how-contribute.html">here</a> .</p>
 </div>
-<div class="section" id="citing-singa">
-<h2>Citing SINGA<a class="headerlink" href="#citing-singa" title="Permalink to 
this headline">¶</a></h2>
-<p>Please cite the following two papers if you use SINGA in your research:</p>
+<div class="section" id="history">
+<h2>History<a class="headerlink" href="#history" title="Permalink to this 
headline">¶</a></h2>
+<p>SINGA was initiated by the DB System Group at National University of 
Singapore in 2014, in collaboration with the database group of Zhejiang 
University.
+Please cite the following two papers if you use SINGA in your research:</p>
 <ul class="simple">
 <li><ol class="first upperalpha" start="2">
 <li><ol class="first upperalpha" start="3">
@@ -213,6 +229,7 @@
 </ol>
 </li>
 </ul>
+<p>Companies like <a class="reference external" 
href="http://tech.163.com/17/0602/17/CLUL016I00098GJ5.html";>NetEase</a>, <a 
class="reference external" 
href="http://www.yzbigdata.com/en/index.html";>yzBigData</a> and <a 
class="reference external" href="https://shentilium.com/";>Shentilium</a> are 
using SINGA for their applications.</p>
 <div class="toctree-wrapper compound">
 </div>
 <div class="toctree-wrapper compound">
@@ -247,7 +264,7 @@
 
   <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 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..
 
     </p>
   </div>
@@ -314,7 +331,7 @@
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= "_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/";> <img src= "_static/apache.png" 
style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

Modified: incubator/singa/site/trunk/en/objects.inv
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/objects.inv?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
Binary files - no diff available.

Modified: incubator/singa/site/trunk/en/py-modindex.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/py-modindex.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/py-modindex.html (original)
+++ incubator/singa/site/trunk/en/py-modindex.html Sun Sep 10 05:05:19 2017
@@ -244,7 +244,7 @@
 
   <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 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..
 
     </p>
   </div>
@@ -311,7 +311,7 @@
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= "_static/apache.jpg"> </a>
+  <a href="http://incubator.apache.org/";> <img src= "_static/apache.png" 
style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

Modified: incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.1.0.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.1.0.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.1.0.html (original)
+++ incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.1.0.html Sun Sep 10 
05:05:19 2017
@@ -9,7 +9,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>&lt;no title&gt; &mdash; incubator-singa 1.1.0 documentation</title>
+  <title>singa-incubating-0.1.0 Release Notes &mdash; incubator-singa 1.1.0 
documentation</title>
   
 
   
@@ -135,7 +135,7 @@
   <ul class="wy-breadcrumbs">
     <li><a href="../index.html">Docs</a> &raquo;</li>
       
-    <li>&lt;no title&gt;</li>
+    <li>singa-incubating-0.1.0 Release Notes</li>
       <li class="wy-breadcrumbs-aside">
         
           
@@ -147,7 +147,8 @@
           <div role="main" class="document" itemscope="itemscope" 
itemtype="http://schema.org/Article";>
            <div itemprop="articleBody">
             
-  <p>#singa-incubating-0.1.0 Release Notes</p>
+  <div class="section" id="singa-incubating-0-1-0-release-notes">
+<span 
id="singa-incubating-0-1-0-release-notes"></span><h1>singa-incubating-0.1.0 
Release Notes<a class="headerlink" href="#singa-incubating-0-1-0-release-notes" 
title="Permalink to this headline">¶</a></h1>
 <hr class="docutils" />
 <p>SINGA is a general distributed deep learning platform for training big deep 
learning models over large datasets. It is
 designed with an intuitive programming model based on the layer abstraction. 
SINGA supports a wide variety of popular
@@ -257,6 +258,7 @@ deep learning models.</p>
 <li><a class="reference external" 
href="https://issues.apache.org/jira/browse/SINGA-40";>SINGA-40</a> Support 
sparse Param update</li>
 <li><a class="reference external" 
href="https://issues.apache.org/jira/browse/SINGA-41";>SINGA-41</a> Support 
single node single GPU training</li>
 </ul>
+</div>
 
 
            </div>
@@ -268,7 +270,7 @@ deep learning models.</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 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..
 
     </p>
   </div>
@@ -335,7 +337,7 @@ deep learning models.</p>
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.jpg"> 
</a>
+  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.png" 
style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

Modified: incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.2.0.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.2.0.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.2.0.html (original)
+++ incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.2.0.html Sun Sep 10 
05:05:19 2017
@@ -9,7 +9,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>&lt;no title&gt; &mdash; incubator-singa 1.1.0 documentation</title>
+  <title>singa-incubating-0.2.0 Release Notes &mdash; incubator-singa 1.1.0 
documentation</title>
   
 
   
@@ -135,7 +135,7 @@
   <ul class="wy-breadcrumbs">
     <li><a href="../index.html">Docs</a> &raquo;</li>
       
-    <li>&lt;no title&gt;</li>
+    <li>singa-incubating-0.2.0 Release Notes</li>
       <li class="wy-breadcrumbs-aside">
         
           
@@ -147,7 +147,8 @@
           <div role="main" class="document" itemscope="itemscope" 
itemtype="http://schema.org/Article";>
            <div itemprop="articleBody">
             
-  <p>#singa-incubating-0.2.0 Release Notes</p>
+  <div class="section" id="singa-incubating-0-2-0-release-notes">
+<span 
id="singa-incubating-0-2-0-release-notes"></span><h1>singa-incubating-0.2.0 
Release Notes<a class="headerlink" href="#singa-incubating-0-2-0-release-notes" 
title="Permalink to this headline">¶</a></h1>
 <hr class="docutils" />
 <p>SINGA is a general distributed deep learning platform for training big deep
 learning models over large datasets. It is designed with an intuitive
@@ -246,6 +247,7 @@ of popular deep learning models.</p>
 </ul>
 </li>
 </ul>
+</div>
 
 
            </div>
@@ -257,7 +259,7 @@ of popular deep learning models.</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 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..
 
     </p>
   </div>
@@ -324,7 +326,7 @@ of popular deep learning models.</p>
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.jpg"> 
</a>
+  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.png" 
style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>

Modified: incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.3.0.html
URL: 
http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.3.0.html?rev=1807939&r1=1807938&r2=1807939&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.3.0.html (original)
+++ incubator/singa/site/trunk/en/releases/RELEASE_NOTES_0.3.0.html Sun Sep 10 
05:05:19 2017
@@ -9,7 +9,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>&lt;no title&gt; &mdash; incubator-singa 1.1.0 documentation</title>
+  <title>singa-incubating-0.3.0 Release Notes &mdash; incubator-singa 1.1.0 
documentation</title>
   
 
   
@@ -135,7 +135,7 @@
   <ul class="wy-breadcrumbs">
     <li><a href="../index.html">Docs</a> &raquo;</li>
       
-    <li>&lt;no title&gt;</li>
+    <li>singa-incubating-0.3.0 Release Notes</li>
       <li class="wy-breadcrumbs-aside">
         
           
@@ -147,7 +147,8 @@
           <div role="main" class="document" itemscope="itemscope" 
itemtype="http://schema.org/Article";>
            <div itemprop="articleBody">
             
-  <p>#singa-incubating-0.3.0 Release Notes</p>
+  <div class="section" id="singa-incubating-0-3-0-release-notes">
+<span 
id="singa-incubating-0-3-0-release-notes"></span><h1>singa-incubating-0.3.0 
Release Notes<a class="headerlink" href="#singa-incubating-0-3-0-release-notes" 
title="Permalink to this headline">¶</a></h1>
 <hr class="docutils" />
 <p>SINGA is a general distributed deep learning platform for training big deep
 learning models over large datasets. It is designed with an intuitive
@@ -186,6 +187,7 @@ of popular deep learning models.</p>
 </ul>
 </li>
 </ul>
+</div>
 
 
            </div>
@@ -197,7 +199,7 @@ of popular deep learning models.</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 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..
 
     </p>
   </div>
@@ -264,7 +266,7 @@ of popular deep learning models.</p>
       </dl>
 
   </div>
-  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.jpg"> 
</a>
+  <a href="http://incubator.apache.org/";> <img src= "../_static/apache.png" 
style="background-color:white;"> </a>
 </div>
 
  <a href="https://github.com/apache/incubator-singa";>


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