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Subject svn commit: r985457 [20/35] - in /websites/staging/singa/trunk/content: ./ community/ develop/ docs/ docs/jp/ docs/kr/ docs/zh/ releases/ v0.1.0/ v0.2.0/ v0.2.0/jp/ v0.2.0/kr/ v0.2.0/zh/
Date Tue, 12 Apr 2016 06:24:54 GMT
Added: websites/staging/singa/trunk/content/v0.2.0/kr/data.html
==============================================================================
--- websites/staging/singa/trunk/content/v0.2.0/kr/data.html (added)
+++ websites/staging/singa/trunk/content/v0.2.0/kr/data.html Tue Apr 12 06:24:50 2016
@@ -0,0 +1,426 @@
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+            </li>
+                
+      <li>
+  
+                          <a href="http://www.comp.nus.edu.sg/~dbsystem/singa/" class="externalLink" title="NUS Site">
+          <span class="none"></span>
+        NUS Site</a>
+            </li>
+            </ul>
+                
+                    
+                
+          <hr />
+
+           <div id="poweredBy">
+                            <div class="clear"></div>
+                            <div class="clear"></div>
+                            <div class="clear"></div>
+                            <div class="clear"></div>
+                                                                                                                   <a href="http://incubator.apache.org" title="apache-incubator" class="builtBy">
+        <img class="builtBy"  alt="Apache Incubator" src="http://incubator.apache.org/images/egg-logo.png"    />
+      </a>
+                      </div>
+          </div>
+        </div>
+        
+                        
+        <div id="bodyColumn"  class="span10" >
+                                  
+            <h1>&#xb370;&#xc774;&#xd130; &#xc900;&#xbe44;</h1>
+<hr />
+<p>SINGA &#xb294; &#xb370;&#xc774;&#xd130;&#xb97c; &#xb85c;&#xb529;&#xd558;&#xae30; &#xc704;&#xd558;&#xc5ec; input layers &#xb97c; &#xc774;&#xc6a9;&#xd569;&#xb2c8;&#xb2e4;. Users can store their data in any format (e.g., CSV or binary) and at any places (e.g., disk file or HDFS) as long as there are corresponding input layers that can read the data records and parse them.</p>
+<p>To make it easy for users, SINGA provides a [StoreInputLayer] to read data in the format of (string:key, string:value) tuples from a couple of sources. These sources are abstracted using a <a href="">Store</a> class which is a simple version of the DB abstraction in Caffe. The base Store class provides the following operations for reading and writing tuples,</p>
+
+<div class="source">
+<div class="source"><pre class="prettyprint">Open(string path, Mode mode); // open the store for kRead or kCreate or kAppend
+Close();
+
+Read(string* key, string* val); // read a tuple; return false if fail
+Write(string key, string val);  // write a tuple
+Flush();
+</pre></div></div>
+<p>Currently, two implementations are provided, namely</p>
+
+<ol style="list-style-type: decimal">
+  
+<li>
+<p>[KVFileStore] for storing tuples in <a href="">KVFile</a> (a binary file). The <i>create_data.cc</i> files in <i>examples/cifar10</i> and <i>examples/mnist</i> provide examples of storing records using KVFileStore.</p></li>
+  
+<li>
+<p>[TextFileStore] for storing tuples in plain text file (one line per tuple).</p></li>
+</ol>
+<p>The (key, value) tuple are parsed by subclasses of StoreInputLayer depending on the format of the tuple,</p>
+
+<ul>
+  
+<li>
+<p>[ProtoRecordInputLayer] parses the value field from one tuple into a [SingleLabelImageRecord], which is generated by Google Protobuf according to [common.proto]. It can be used to store features for images (e.g., using the pixel field) or other objects (using the data field). The key field is not used.</p></li>
+  
+<li>
+<p>[CSVRecordInputLayer] parses one tuple as a CSV line (separated by comma).</p></li>
+</ul>
+<div class="section">
+<h2><a name="Using_built-in_record_format"></a>Using built-in record format</h2>
+<p>SingleLabelImageRecord is a built-in record in SINGA for storing image features. It is used in the cifar10 and mnist examples.</p>
+
+<div class="source">
+<div class="source"><pre class="prettyprint">message SingleLabelImageRecord {
+  repeated int32 shape = 1;                // it obtains 3 (rgb channels), 32 (row), 32 (col)
+  optional int32 label = 2;                // label
+  optional bytes pixel = 3;                // pixels
+  repeated float data = 4 [packed = true]; // it is used for normalization
+</pre></div></div>
+<p>}</p>
+<p>The data preparation instructions for the <a class="externalLink" href="http://www.cs.toronto.edu/~kriz/cifar.html">CIFAR-10 image dataset</a> will be elaborated here. This dataset consists of 60,000 32x32 color images in 10 classes, with 6,000 images per class. There are 50,000 training images and 10,000 test images. Each image has a single label. This dataset is stored in binary files with specific format. SINGA comes with the <a class="externalLink" href="https://github.com/apache/incubator-singa/blob/master/examples/cifar10/create_data.cc">create_data.cc</a> to convert images in the binary files into <tt>SingleLabelImageRecord</tt>s and insert them into training and test stores.</p>
+
+<ol style="list-style-type: decimal">
+  
+<li>
+<p>Download raw data. The following command will download the dataset into <i>cifar-10-batches-bin</i> folder.</p>
+  
+<div class="source">
+<div class="source"><pre class="prettyprint"># in SINGA_ROOT/examples/cifar10
+$ cp Makefile.example Makefile   // an example makefile is provided
+$ make download
+</pre></div></div></li>
+  
+<li>
+<p>Fill one record for each image, and insert it to store.</p>
+  
+<div class="source">
+<div class="source"><pre class="prettyprint">KVFileStore store;
+store.Open(output_file_path, singa::io::kCreate);
+
+singa::SingleLabelImageRecord image;
+for (int image_id = 0; image_id &lt; 50000; image_id ++) {
+  // fill the record with image feature and label from downloaded binay files
+  string str;
+  image.SerializeToString(&amp;str);
+  store.Write(to_string(image_id), str);
+}
+store.Flush();
+store.Close();
+</pre></div></div>
+<p>The data store for testing data is created similarly. In addition, it computes average values (not shown here) of image pixels and insert the mean values into a SingleLabelImageRecord, which is then written into a another store.</p></li>
+  
+<li>
+<p>Compile and run the program. SINGA provides an example Makefile that contains instructions for compiling the source code and linking it with <i>libsinga.so</i>. Users just execute the following command.</p>
+  
+<div class="source">
+<div class="source"><pre class="prettyprint">$ make create
+</pre></div></div></li>
+</ol></div>
+<div class="section">
+<h2><a name="using_user-defined_record_format"></a>using user-defined record format</h2>
+<p>If users cannot use the SingleLabelImageRecord or CSV record for their data. They can define their own record format e.g., using Google Protobuf. A record can be written into a data store as long as it can be converted into byte string. Correspondingly, subclasses of StoreInputLayer are required to parse user-defined records.</p></div>
+                  </div>
+            </div>
+          </div>
+
+    <hr/>
+
+    <footer>
+            <div class="container-fluid">
+                      <div class="row-fluid">
+                                                                          
+<p>Copyright © 2015 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>
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Added: websites/staging/singa/trunk/content/v0.2.0/kr/debug.html
==============================================================================
--- websites/staging/singa/trunk/content/v0.2.0/kr/debug.html (added)
+++ websites/staging/singa/trunk/content/v0.2.0/kr/debug.html Tue Apr 12 06:24:50 2016
@@ -0,0 +1,366 @@
+<!DOCTYPE html>
+<!--
+ | Generated by Apache Maven Doxia at 2016-04-12 
+ | Rendered using Apache Maven Fluido Skin 1.4
+-->
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+    <title>Apache SINGA &#x2013; How to Debug</title>
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+        <ul class="dropdown-menu">
+        
+                      <li>      <a href="http://www.apache.org/"  title="Apache Software Foundation">Apache Software Foundation</a>
+</li>
+                  
+                      <li>      <a href="http://www.comp.nus.edu.sg/~dbsystem/singa/"  title="NUS Site">NUS Site</a>
+</li>
+                          </ul>
+      </li>
+                  </ul>
+          
+          
+          
+                   
+                      </div>
+          
+        </div>
+      </div>
+    </div>
+    
+        <div class="container-fluid">
+          <div id="banner">
+        <div class="pull-left">
+                                                  <a href="../../index.html" id="bannerLeft" title="Apache SINGA">
+                                                                                                <img src="../../images/singa-logo.png"  alt="Apache SINGA"/>
+                </a>
+                      </div>
+        <div class="pull-right">              <div id="bannerRight">
+                                                                                                <img src="../../images/singa-title.png"  alt="Apache SINGA"/>
+                </div>
+      </div>
+        <div class="clear"><hr/></div>
+      </div>
+
+      <div id="breadcrumbs">
+        <ul class="breadcrumb">
+                
+                    
+                              <li class="">
+                    <a href="../../index.html" title="Apache SINGA">
+        Apache SINGA</a>
+                    <span class="divider">/</span>
+      </li>
+        <li class="active ">How to Debug</li>
+        
+                
+                    
+      
+                            </ul>
+      </div>
+
+                  
+      <div class="row-fluid">
+        <div id="leftColumn" class="span2">
+          <div class="well sidebar-nav">
+                
+                    
+                <ul class="nav nav-list">
+                    <li class="nav-header">Apache SINGA</li>
+                              
+      <li>
+  
+                          <a href="../../docs/overview.html" title="Introduction">
+          <span class="none"></span>
+        Introduction</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../../docs/quick-start.html" title="Quick Start">
+          <span class="none"></span>
+        Quick Start</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../../downloads.html" title="Downloads">
+          <span class="none"></span>
+        Downloads</a>
+            </li>
+                              <li class="nav-header">Documentaion</li>
+                                                                                                                                      
+      <li>
+  
+                          <a href="../../docs/index.html" title="v0.3.0">
+          <span class="icon-chevron-right"></span>
+        v0.3.0</a>
+                  </li>
+                
+      <li>
+  
+                          <a href="../../v0.2.0/index.html" title="v0.2.0">
+          <span class="none"></span>
+        v0.2.0</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../../v0.1.0/index.html" title="v0.1.0">
+          <span class="none"></span>
+        v0.1.0</a>
+            </li>
+                              <li class="nav-header">Development</li>
+                              
+      <li>
+  
+                          <a href="../../develop/schedule.html" title="Schedule">
+          <span class="none"></span>
+        Schedule</a>
+            </li>
+                                                                                    
+      <li>
+  
+                          <a href="../../develop/how-contribute.html" title="How to Contribute">
+          <span class="icon-chevron-right"></span>
+        How to Contribute</a>
+                  </li>
+                              <li class="nav-header">Community</li>
+                              
+      <li>
+  
+                          <a href="../../community/source-repository.html" title="Source Repository">
+          <span class="none"></span>
+        Source Repository</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../../community/mail-lists.html" title="Mailing Lists">
+          <span class="none"></span>
+        Mailing Lists</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../../community/issue-tracking.html" title="Issue Tracking">
+          <span class="none"></span>
+        Issue Tracking</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../../community/team-list.html" title="SINGA Team">
+          <span class="none"></span>
+        SINGA Team</a>
+            </li>
+                              <li class="nav-header">External Links</li>
+                              
+      <li>
+  
+                          <a href="http://www.apache.org/" class="externalLink" title="Apache Software Foundation">
+          <span class="none"></span>
+        Apache Software Foundation</a>
+            </li>
+                
+      <li>
+  
+                          <a href="http://www.comp.nus.edu.sg/~dbsystem/singa/" class="externalLink" title="NUS Site">
+          <span class="none"></span>
+        NUS Site</a>
+            </li>
+            </ul>
+                
+                    
+                
+          <hr />
+
+           <div id="poweredBy">
+                            <div class="clear"></div>
+                            <div class="clear"></div>
+                            <div class="clear"></div>
+                            <div class="clear"></div>
+                                                                                                                   <a href="http://incubator.apache.org" title="apache-incubator" class="builtBy">
+        <img class="builtBy"  alt="Apache Incubator" src="http://incubator.apache.org/images/egg-logo.png"    />
+      </a>
+                      </div>
+          </div>
+        </div>
+        
+                        
+        <div id="bodyColumn"  class="span10" >
+                                  
+            <h1>How to Debug</h1>
+<hr />
+<p>Since SINGA is developed on Linux using C++, GDB is the preferred debugging tool. To use GDB, the code must be compiled with <tt>-g</tt> flag. This is enabled by</p>
+
+<div class="source">
+<div class="source"><pre class="prettyprint">./configure --enable-debug
+make
+</pre></div></div>
+<div class="section">
+<h2><a name="Debugging_for_single_process_job"></a>Debugging for single process job</h2>
+<p>If your job launches only one process, then use the default <i>conf/singa.conf</i> for debugging. The process will be launched locally.</p>
+<p>To debug, first start zookeeper if it is not started yet, and launch GDB</p>
+
+<div class="source">
+<div class="source"><pre class="prettyprint"># do this for only once
+./bin/zk-service.sh start
+# do this every time
+gdb .libs/singa
+</pre></div></div>
+<p>Then set the command line arguments</p>
+
+<div class="source">
+<div class="source"><pre class="prettyprint">set args -conf JOBCONF
+</pre></div></div>
+<p>Now you can set your breakpoints and start running.</p></div>
+<div class="section">
+<h2><a name="Debugging_for_jobs_with_multiple_processes"></a>Debugging for jobs with multiple processes</h2></div>
+                  </div>
+            </div>
+          </div>
+
+    <hr/>
+
+    <footer>
+            <div class="container-fluid">
+                      <div class="row-fluid">
+                                                                          
+<p>Copyright © 2015 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>
+
+        
+                </div>
+    </footer>
+        </body>
+</html>

Added: websites/staging/singa/trunk/content/v0.2.0/kr/distributed-training.html
==============================================================================
--- websites/staging/singa/trunk/content/v0.2.0/kr/distributed-training.html (added)
+++ websites/staging/singa/trunk/content/v0.2.0/kr/distributed-training.html Tue Apr 12 06:24:50 2016
@@ -0,0 +1,374 @@
+<!DOCTYPE html>
+<!--
+ | Generated by Apache Maven Doxia at 2016-04-12 
+ | Rendered using Apache Maven Fluido Skin 1.4
+-->
+<html xmlns="http://www.w3.org/1999/xhtml" xml:lang="en" lang="en">
+  <head>
+    <meta charset="UTF-8" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+    <meta name="Date-Revision-yyyymmdd" content="20160412" />
+    <meta http-equiv="Content-Language" content="en" />
+    <title>Apache SINGA &#x2013; 분산 트레이닝</title>
+    <link rel="stylesheet" href="../../css/apache-maven-fluido-1.4.min.css" />
+    <link rel="stylesheet" href="../../css/site.css" />
+    <link rel="stylesheet" href="../../css/print.css" media="print" />
+
+      
+    
+    
+  
+    <script type="text/javascript" src="../../js/apache-maven-fluido-1.4.min.js"></script>
+
+                          
+        
+<script src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML" type="text/javascript"></script>
+                      
+        
+<script type="text/x-mathjax-config">MathJax.Hub.Config({tex2jax: {inlineMath: [['$','$'], ['\\(','\\)']]}});</script>
+                      
+        
+<meta content="Apache SINGA" name="author"/>
+                      
+        
+<meta content="SINGA, Deep Learning, Distributed training" name="keywords"/>
+          
+                  </head>
+        <body class="topBarEnabled">
+          
+    
+    
+            
+    
+        
+    <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>
+  
+                
+                    
+                
+
+    <div id="topbar" class="navbar navbar-fixed-top navbar-inverse">
+      <div class="navbar-inner">
+                <div class="container-fluid">
+        <a data-target=".nav-collapse" data-toggle="collapse" class="btn btn-navbar">
+          <span class="icon-bar"></span>
+          <span class="icon-bar"></span>
+          <span class="icon-bar"></span>
+        </a>
+                
+                                <ul class="nav">
+                          <li class="dropdown">
+        <a href="#" class="dropdown-toggle" data-toggle="dropdown">Apache SINGA <b class="caret"></b></a>
+        <ul class="dropdown-menu">
+        
+                      <li>      <a href="../../docs/overview.html"  title="Introduction">Introduction</a>
+</li>
+                  
+                      <li>      <a href="../../docs/quick-start.html"  title="Quick Start">Quick Start</a>
+</li>
+                  
+                      <li>      <a href="../../downloads.html"  title="Downloads">Downloads</a>
+</li>
+                          </ul>
+      </li>
+                <li class="dropdown">
+        <a href="#" class="dropdown-toggle" data-toggle="dropdown">Documentaion <b class="caret"></b></a>
+        <ul class="dropdown-menu">
+        
+                      <li class="dropdown-submenu">
+                                      <a href="../../docs/index.html"  title="v0.3.0">v0.3.0</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../../docs/index.html"  title="English">English</a>
+</li>
+                                  <li>      <a href="../../docs/zh/index.html"  title="中文">中文</a>
+</li>
+                                  <li>      <a href="../../docs/jp/index.html"  title="日本語">日本語</a>
+</li>
+                                  <li>      <a href="../../docs/kr/index.html"  title="한국어">한국어</a>
+</li>
+                              </ul>
+            </li>
+                  
+                      <li>      <a href="../../v0.2.0/index.html"  title="v0.2.0">v0.2.0</a>
+</li>
+                  
+                      <li>      <a href="../../v0.1.0/index.html"  title="v0.1.0">v0.1.0</a>
+</li>
+                          </ul>
+      </li>
+                <li class="dropdown">
+        <a href="#" class="dropdown-toggle" data-toggle="dropdown">Development <b class="caret"></b></a>
+        <ul class="dropdown-menu">
+        
+                      <li>      <a href="../../develop/schedule.html"  title="Schedule">Schedule</a>
+</li>
+                  
+                      <li class="dropdown-submenu">
+                                      <a href="../../develop/how-contribute.html"  title="How to Contribute">How to Contribute</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../../develop/contribute-code.html"  title="Code">Code</a>
+</li>
+                                  <li>      <a href="../../develop/contribute-docs.html"  title="Documentation">Documentation</a>
+</li>
+                              </ul>
+            </li>
+                          </ul>
+      </li>
+                <li class="dropdown">
+        <a href="#" class="dropdown-toggle" data-toggle="dropdown">Community <b class="caret"></b></a>
+        <ul class="dropdown-menu">
+        
+                      <li>      <a href="../../community/source-repository.html"  title="Source Repository">Source Repository</a>
+</li>
+                  
+                      <li>      <a href="../../community/mail-lists.html"  title="Mailing Lists">Mailing Lists</a>
+</li>
+                  
+                      <li>      <a href="../../community/issue-tracking.html"  title="Issue Tracking">Issue Tracking</a>
+</li>
+                  
+                      <li>      <a href="../../community/team-list.html"  title="SINGA Team">SINGA Team</a>
+</li>
+                          </ul>
+      </li>
+                <li class="dropdown">
+        <a href="#" class="dropdown-toggle" data-toggle="dropdown">External Links <b class="caret"></b></a>
+        <ul class="dropdown-menu">
+        
+                      <li>      <a href="http://www.apache.org/"  title="Apache Software Foundation">Apache Software Foundation</a>
+</li>
+                  
+                      <li>      <a href="http://www.comp.nus.edu.sg/~dbsystem/singa/"  title="NUS Site">NUS Site</a>
+</li>
+                          </ul>
+      </li>
+                  </ul>
+          
+          
+          
+                   
+                      </div>
+          
+        </div>
+      </div>
+    </div>
+    
+        <div class="container-fluid">
+          <div id="banner">
+        <div class="pull-left">
+                                                  <a href="../../index.html" id="bannerLeft" title="Apache SINGA">
+                                                                                                <img src="../../images/singa-logo.png"  alt="Apache SINGA"/>
+                </a>
+                      </div>
+        <div class="pull-right">              <div id="bannerRight">
+                                                                                                <img src="../../images/singa-title.png"  alt="Apache SINGA"/>
+                </div>
+      </div>
+        <div class="clear"><hr/></div>
+      </div>
+
+      <div id="breadcrumbs">
+        <ul class="breadcrumb">
+                
+                    
+                              <li class="">
+                    <a href="../../index.html" title="Apache SINGA">
+        Apache SINGA</a>
+                    <span class="divider">/</span>
+      </li>
+        <li class="active ">분산 트레이닝</li>
+        
+                
+                    
+      
+                            </ul>
+      </div>
+
+                  
+      <div class="row-fluid">
+        <div id="leftColumn" class="span2">
+          <div class="well sidebar-nav">
+                
+                    
+                <ul class="nav nav-list">
+                    <li class="nav-header">Apache SINGA</li>
+                              
+      <li>
+  
+                          <a href="../../docs/overview.html" title="Introduction">
+          <span class="none"></span>
+        Introduction</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../../docs/quick-start.html" title="Quick Start">
+          <span class="none"></span>
+        Quick Start</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../../downloads.html" title="Downloads">
+          <span class="none"></span>
+        Downloads</a>
+            </li>
+                              <li class="nav-header">Documentaion</li>
+                                                                                                                                      
+      <li>
+  
+                          <a href="../../docs/index.html" title="v0.3.0">
+          <span class="icon-chevron-right"></span>
+        v0.3.0</a>
+                  </li>
+                
+      <li>
+  
+                          <a href="../../v0.2.0/index.html" title="v0.2.0">
+          <span class="none"></span>
+        v0.2.0</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../../v0.1.0/index.html" title="v0.1.0">
+          <span class="none"></span>
+        v0.1.0</a>
+            </li>
+                              <li class="nav-header">Development</li>
+                              
+      <li>
+  
+                          <a href="../../develop/schedule.html" title="Schedule">
+          <span class="none"></span>
+        Schedule</a>
+            </li>
+                                                                                    
+      <li>
+  
+                          <a href="../../develop/how-contribute.html" title="How to Contribute">
+          <span class="icon-chevron-right"></span>
+        How to Contribute</a>
+                  </li>
+                              <li class="nav-header">Community</li>
+                              
+      <li>
+  
+                          <a href="../../community/source-repository.html" title="Source Repository">
+          <span class="none"></span>
+        Source Repository</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../../community/mail-lists.html" title="Mailing Lists">
+          <span class="none"></span>
+        Mailing Lists</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../../community/issue-tracking.html" title="Issue Tracking">
+          <span class="none"></span>
+        Issue Tracking</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../../community/team-list.html" title="SINGA Team">
+          <span class="none"></span>
+        SINGA Team</a>
+            </li>
+                              <li class="nav-header">External Links</li>
+                              
+      <li>
+  
+                          <a href="http://www.apache.org/" class="externalLink" title="Apache Software Foundation">
+          <span class="none"></span>
+        Apache Software Foundation</a>
+            </li>
+                
+      <li>
+  
+                          <a href="http://www.comp.nus.edu.sg/~dbsystem/singa/" class="externalLink" title="NUS Site">
+          <span class="none"></span>
+        NUS Site</a>
+            </li>
+            </ul>
+                
+                    
+                
+          <hr />
+
+           <div id="poweredBy">
+                            <div class="clear"></div>
+                            <div class="clear"></div>
+                            <div class="clear"></div>
+                            <div class="clear"></div>
+                                                                                                                   <a href="http://incubator.apache.org" title="apache-incubator" class="builtBy">
+        <img class="builtBy"  alt="Apache Incubator" src="http://incubator.apache.org/images/egg-logo.png"    />
+      </a>
+                      </div>
+          </div>
+        </div>
+        
+                        
+        <div id="bodyColumn"  class="span10" >
+                                  
+            <h1>&#xbd84;&#xc0b0; &#xd2b8;&#xb808;&#xc774;&#xb2dd;</h1>
+<hr />
+<p>SINGA&#xb294; &#xb300;&#xaddc;&#xbaa8; &#xb370;&#xc774;&#xd130; &#xbd84;&#xc11d;&#xc744; &#xc704;&#xd55c; &#xac70;&#xb300;&#xd55c; &#xb525;&#xb7ec;&#xb2dd; &#xbaa8;&#xb378;&#xc758; &#xbd84;&#xc0b0; &#xd2b8;&#xb808;&#xc774;&#xb2dd;&#xc744; &#xbaa9;&#xc801;&#xc73c;&#xb85c; &#xb514;&#xc790;&#xc778;&#xb418;&#xc5b4; &#xc788;&#xc2b5;&#xb2c8;&#xb2e4;.</p>
+<p>&#xbd84;&#xc0b0; &#xd2b8;&#xb808;&#xc774;&#xb2dd;&#xc744; &#xac00;&#xb2a5;&#xd558;&#xac8c;&#xd558;&#xb294; SINGA&#xc758; &#xc544;&#xd0a4;&#xd14d;&#xcc98;&#xc5d0; &#xb300;&#xd55c; &#xc790;&#xc138;&#xd55c; &#xb0b4;&#xc6a9;&#xc740; &#xc544;&#xb798; &#xb9c1;&#xd06c;&#xb97c; &#xcc38;&#xc870;&#xd558;&#xc2ed;&#xc2dc;&#xc624;.</p>
+
+<ul>
+  
+<li>
+<p><a href="architecture.html">&#xc2dc;&#xc2a4;&#xd15c; &#xc544;&#xd0a4;&#xd14d;&#xcc98;</a></p></li>
+  
+<li>
+<p><a href="frameworks.html">&#xd2b8;&#xb808;&#xc774;&#xb2dd; &#xd504;&#xb808;&#xc784;&#xc6cc;&#xd06c;</a></p></li>
+  
+<li>
+<p><a href="communication.html">&#xc2dc;&#xc2a4;&#xd15c; &#xcee4;&#xbba4;&#xb2c8;&#xcf00;&#xc774;&#xc158;</a></p></li>
+</ul>
+<p>&#xbaa8;&#xb378; &#xd2b8;&#xb808;&#xc774;&#xb2dd;&#xc744; &#xbcd1;&#xb82c;&#xd654;&#xd558;&#xae30; &#xc704;&#xd574; &#xb2e4;&#xc591;&#xd55c; &#xbcd1;&#xb82c;&#xbc29;&#xc2dd; (&#xb370;&#xc774;&#xd130; &#xbcd1;&#xb82c;, &#xbaa8;&#xb378; &#xbcd1;&#xb82c;, &#xd558;&#xc774;&#xbe0c;&#xb9ac;&#xb4dc; &#xbcd1;&#xb82c; &#xb4f1;)&#xc744; &#xc9c0;&#xc6d0;&#xd569;&#xb2c8;&#xb2e4;.</p>
+
+<ul>
+  
+<li><a href="hybrid.html">&#xd558;&#xc774;&#xbe0c;&#xb9ac;&#xb4dc; &#xbcd1;&#xb82c;&#xd654;</a></li>
+</ul>
+<p>&#xd604;&#xc7ac; SINGA&#xb294; Mesos&#xacfc; &#xd1b5;&#xd569;&#xb418;&#xc5b4; &#xc788;&#xae30; &#xb54c;&#xbb38;&#xc5d0; &#xbd84;&#xc0b0; &#xd2b8;&#xb808;&#xc774;&#xb2dd;&#xc744; Mesos &#xd504;&#xb808;&#xc784;&#xc6cc;&#xd06c;&#xb85c; &#xc2e4;&#xd589;&#xd560; &#xc218; &#xc788;&#xc2b5;&#xb2c8;&#xb2e4;. Mesos &#xd074;&#xb7ec;&#xc2a4;&#xd130;&#xb294; SINGA &#xcee8;&#xd14c;&#xc774;&#xb108;&#xc5d0;&#xc11c; &#xc124;&#xc815;&#xd560; &#xc218; &#xc788;&#xc2b5;&#xb2c8;&#xb2e4;. Mesos&#xc640; SINGA&#xb97c; &#xbc88;&#xb4e4; &#xd55c; Docker &#xc774;&#xbbf8;&#xc9c0;&#xb97c; &#xc900;&#xbe44;&#xd588;&#xc2b5;&#xb2c8;&#xb2e4;.</p>
+<p>&#xd074;&#xb7ec;&#xc2a4;&#xd130;&#xc758; &#xc900;&#xbe44;&#xc640; &#xc2dc;&#xc791;&#xc5d0; &#xad00;&#xd55c; &#xc790;&#xc138;&#xd55c; &#xb0b4;&#xc6a9;&#xc740; &#xc544;&#xb798; &#xb9c1;&#xd06c;&#xb97c; &#xcc38;&#xc870;&#xd558;&#xc2ed;&#xc2dc;&#xc624;.</p>
+
+<ul>
+  
+<li><a href="mesos.html">Mesos &#xbd84;&#xc0b0; &#xd2b8;&#xb808;&#xc774;&#xb2dd;</a></li>
+</ul>
+<p>&#xbd84;&#xc0b0; &#xc2a4;&#xd1a0;&#xb9ac;&#xc9c0; &#xc2dc;&#xc2a4;&#xd15c;&#xc5d0;&#xc11c; SINGA&#xb97c; &#xc2e4;&#xd589;&#xd558;&#xc5ec; &#xd655;&#xc7a5;&#xc131;&#xc744; &#xbcf4;&#xc7a5;&#xd569;&#xb2c8;&#xb2e4;. &#xd604;&#xc7ac; SINGA&#xb294; HDFS&#xb97c; &#xc9c0;&#xc6d0;&#xd558;&#xace0; &#xc788;&#xc2b5;&#xb2c8;&#xb2e4;.</p>
+
+<ul>
+  
+<li><a href="hdfs.html">HDFS&#xc5d0;&#xc11c; SINGA&#xc744; &#xc2e4;&#xd589;</a></li>
+</ul>
+                  </div>
+            </div>
+          </div>
+
+    <hr/>
+
+    <footer>
+            <div class="container-fluid">
+                      <div class="row-fluid">
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+                          </div>
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Added: websites/staging/singa/trunk/content/v0.2.0/kr/docker.html
==============================================================================
--- websites/staging/singa/trunk/content/v0.2.0/kr/docker.html (added)
+++ websites/staging/singa/trunk/content/v0.2.0/kr/docker.html Tue Apr 12 06:24:50 2016
@@ -0,0 +1,491 @@
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+                
+      <li>
+  
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+          <span class="none"></span>
+        NUS Site</a>
+            </li>
+            </ul>
+                
+                    
+                
+          <hr />
+
+           <div id="poweredBy">
+                            <div class="clear"></div>
+                            <div class="clear"></div>
+                            <div class="clear"></div>
+                            <div class="clear"></div>
+                                                                                                                   <a href="http://incubator.apache.org" title="apache-incubator" class="builtBy">
+        <img class="builtBy"  alt="Apache Incubator" src="http://incubator.apache.org/images/egg-logo.png"    />
+      </a>
+                      </div>
+          </div>
+        </div>
+        
+                        
+        <div id="bodyColumn"  class="span10" >
+                                  
+            <h1>Building SINGA Docker container</h1>
+<p>This guide explains how to set up a development environment for SINGA using Docker. It requires only Docker to be installed. The resulting image contains the complete working environment for SINGA. The image can then be used to set up cluster environment over one or multiple physical nodes. </p>
+
+<ol style="list-style-type: decimal">
+  
+<li><a href="#build_base">Build SINGA base</a></li>
+  
+<li><a href="#build_mesos">Build SINGA with Mesos and Hadoop</a></li>
+  
+<li><a href="#pre_built">Pre-built images</a></li>
+  
+<li><a href="#launch_stand_alone">Launch and stop SINGA (stand alone mode)</a></li>
+  
+<li><a href="#launch_pseudo">Launch pseudo-distributed SINGA on one node</a></li>
+  
+<li><a href="#launch_distributed">Launch fully distributed SINGA on multiple nodes</a></li>
+</ol>
+<hr />
+<p><a name="build_base"></a></p>
+<div class="section">
+<div class="section">
+<div class="section">
+<h4><a name="Build_SINGA_base_image"></a>Build SINGA base image</h4>
+
+<div class="source">
+<div class="source"><pre class="prettyprint">$ cd tool/docker/singa
+$ sudo docker build -t singa/base . 
+$ sudo docker images
+REPOSITORY             TAG                 IMAGE ID            CREATED             VIRTUAL SIZE
+singa/base             latest              XXXX                XXX                 2.01 GB
+</pre></div></div>
+<p>The result is the image containing a built version of SINGA. </p>
+<p><img src="http://www.comp.nus.edu.sg/~dinhtta/files/images_base.png" alt="singa/base" /></p>
+<p><i>Figure 1. singa/base Docker image, containing library dependencies and SINGA built from source.</i></p>
+<hr />
+<p><a name="build_mesos"></a></p></div>
+<div class="section">
+<h4><a name="Build_SINGA_with_Mesos_and_Hadoop"></a>Build SINGA with Mesos and Hadoop</h4>
+
+<div class="source">
+<div class="source"><pre class="prettyprint">$ cd tool/docker/mesos
+$ sudo docker build -t singa/mesos .
+$ sudo docker images
+REPOSITORY             TAG                 IMAGE ID            CREATED             VIRTUAL SIZE
+singa/mesos             latest              XXXX                XXX                 4.935 GB
+</pre></div></div>
+<p><img src="http://www.comp.nus.edu.sg/~dinhtta/files/images_mesos.png#1" alt="singa/mesos" /></p>
+<p><i>Figure 2. singa/mesos Docker image, containing Hadoop and Mesos built on top of SINGA. The default namenode address for Hadoop is <tt>node0:9000</tt></i></p>
+<p><b>Notes</b> A common failure observed during the build process is caused by network failure occuring when downloading dependencies. Simply re-run the build command. </p>
+<hr />
+<p><a name="pre_built"></a></p></div>
+<div class="section">
+<h4><a name="Pre-built_images_on_epiC_cluster"></a>Pre-built images on epiC cluster</h4>
+<p>For users with access to the <tt>epiC</tt> cluster, there are pre-built and loaded Docker images at the following nodes:</p>
+
+<div class="source">
+<div class="source"><pre class="prettyprint">  ciidaa-c18
+  ciidaa-c19
+</pre></div></div>
+<p>The available images at those nodes are:</p>
+
+<div class="source">
+<div class="source"><pre class="prettyprint">REPOSITORY             TAG                 IMAGE ID            CREATED             VIRTUAL SIZE
+singa/base             latest              XXXX                XXX                 2.01 GB
+singa/mesos            latest              XXXX                XXX                 4.935 GB
+weaveworks/weaveexec   1.1.1               XXXX                11 days ago         57.8 MB
+weaveworks/weave       1.1.1               XXXX                11 days ago         17.56 MB
+</pre></div></div>
+<hr />
+<p><a name="launch_stand_alone"></a></p></div>
+<div class="section">
+<h4><a name="Launch_and_stop_SINGA_in_stand-alone_mode"></a>Launch and stop SINGA in stand-alone mode</h4>
+<p>To launch a test environment for a single-node SINGA training, simply start a container from <tt>singa/base</tt> image. The following starts a container called <tt>XYZ</tt>, then launches a shell in the container: </p>
+
+<div class="source">
+<div class="source"><pre class="prettyprint">$ sudo docker run -dt --name XYZ singa/base /usr/bin/supervisord
+$ sudo docker exec -it XYZ /bin/bash
+</pre></div></div>
+<p><img src="http://www.comp.nus.edu.sg/~dinhtta/files/images_standalone.png#1" alt="Nothing" /></p>
+<p><i>Figure 3. Launch SINGA in stand-alone mode: single node training</i></p>
+<p>Inside the launched container, the SINGA source directory can be found at <tt>/root/incubator-singa</tt>. </p>
+<p><b>Stopping the container</b></p>
+
+<div class="source">
+<div class="source"><pre class="prettyprint">$ sudo docker stop XYZ
+$ sudo docker rm ZYZ
+</pre></div></div>
+<hr />
+<p><a name="launch_pseudo"></a></p></div>
+<div class="section">
+<h4><a name="Launch_SINGA_on_pseudo-distributed_mode_single_node"></a>Launch SINGA on pseudo-distributed mode (single node)</h4>
+<p>To simulate a distributed environment on a single node, one can repeat the previous step multiple times, each time giving a different name to the container. Network connections between these containers are already supported, thus SINGA instances/nodes in these container can readily communicate with each other. </p>
+<p>The previous approach requires the user to start SINGA instances individually at each container. Although there&#x2019;s a bash script for that, we provide a better way. In particular, multiple containers can be started from <tt>singa/mesos</tt> image which already bundles Mesos and Hadoop with SINGA. Using Mesos makes it easy to launch, stop and monitor the distributed execution from a single container. Figure 4 shows <tt>N+1</tt> containers running concurrently at the local host. </p>
+
+<div class="source">
+<div class="source"><pre class="prettyprint">$ sudo docker run -dt --name node0 singa/mesos /usr/bin/supervisord
+$ sudo docker run -dt --name node1 singa/mesos /usr/bin/supervisord
+...
+</pre></div></div>
+<p><img src="http://www.comp.nus.edu.sg/~dinhtta/files/images_pseudo.png#1" alt="Nothing" /></p>
+<p><i>Figure 4. Launch SINGA in pseudo-distributed mode : multiple SINGA nodes over one single machine</i></p>
+<p><b>Starting SINGA distributed training</b></p>
+<p>Refer to the <a href="mesos.html">Mesos guide</a> for details of how to start training with multiple SINGA instances. </p>
+<p><b>Important:</b> the container that assumes the role of Hadoop&#x2019;s namenode (and often Mesos&#x2019;s and Zookeeper&#x2019;s mater node as well) <b>must</b> be named <tt>node0</tt>. Otherwise, the user must log in to individual containers and change the Hadoop configuration separately. </p>
+<hr />
+<p><a name="launch_distributed"></a></p></div>
+<div class="section">
+<h4><a name="Launch_SINGA_on_fully_distributed_mode_multiple_nodes"></a>Launch SINGA on fully distributed mode (multiple nodes)</h4>
+<p>The previous section has explained how to start a distributed environment on a single node. But running many containers on one node does not scale. When there are multiple physical hosts available, it is better to distribute the containers over them. </p>
+<p>The only extra requirement for the fully distributed mode, as compared with the pseudo distributed mode, is that the containers from different hosts are able to transparently communicate with each other. In the pseudo distributed mode, the local docker engine takes care of such communication. Here, we rely on <a class="externalLink" href="http://weave.works/guides/weave-docker-ubuntu-simple.html">Weave</a> to make the communication transparent. The resulting architecture is shown below. </p>
+<p><img src="http://www.comp.nus.edu.sg/~dinhtta/files/images_full.png#1" alt="Nothing" /></p>
+<p><i>Figure 5. Launch SINGA in fully distributed mode: multiple SINGA nodes over multiple machines</i></p>
+<p><b>Install Weave at all hosts</b></p>
+
+<div class="source">
+<div class="source"><pre class="prettyprint">$ curl -L git.io/weave -o /usr/local/bin/weave
+$ chmod a+x /usr/local/bin/weave
+</pre></div></div>
+<p><b>Starting Weave</b></p>
+<p>Suppose <tt>node0</tt> will be launched at host with IP <tt>111.222.111.222</tt>.</p>
+
+<ul>
+  
+<li>
+<p>At host <tt>111.222.111.222</tt>:</p>
+  
+<div class="source">
+<div class="source"><pre class="prettyprint">  $ weave launch
+  $ eval &quot;$(weave env)&quot;  //if there's error, do `sudo -s` and try again
+</pre></div></div></li>
+  
+<li>
+<p>At other hosts:</p>
+  
+<div class="source">
+<div class="source"><pre class="prettyprint">  $ weave launch 111.222.111.222
+  $ eval &quot;$(weave env)&quot; //if there's error, do `sudo -s` and try again
+</pre></div></div></li>
+</ul>
+<p><b>Starting containers</b></p>
+<p>The user logs in to each host and starts the container (same as in <a href="#launch_pseudo">pseudo-distributed</a> mode). Note that container acting as the head node of the cluster must be named <tt>node0</tt> (and be running at the host with IP <tt>111.222.111.222</tt>, for example). </p>
+<p><b><i>Important</i>:</b> when there are other containers sharing the same host as <tt>node0</tt>, say <tt>node1</tt> and <tt>node2</tt> for example, there&#x2019;re additional changes to be made to <tt>node1</tt> and <tt>node2</tt>. Particularly, log in to each container and edit <tt>/etc/hosts</tt> file:</p>
+
+<div class="source">
+<div class="source"><pre class="prettyprint"># modified by weave
+...
+X.Y.Z	node0 node0.bridge  //&lt;- REMOVE this line
+..
+</pre></div></div>
+<p>This is to ensure that name resolutions (of <tt>node0</tt>&#x2019;s address) from <tt>node1</tt> and <tt>node2</tt> are correct. By default, containers of the same host resolves each other&#x2019;s addresses via the Docker bridge. Instead, we want they to use addressed given by Weave. </p>
+<p><b>Starting SINGA distributed training</b></p>
+<p>Refer to the <a href="mesos.html">Mesos guide</a> for details of how to start training with multiple SINGA instances. </p></div></div></div>
+                  </div>
+            </div>
+          </div>
+
+    <hr/>
+
+    <footer>
+            <div class="container-fluid">
+                      <div class="row-fluid">
+                                                                          
+<p>Copyright © 2015 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>
+
+        
+                </div>
+    </footer>
+        </body>
+</html>

Added: websites/staging/singa/trunk/content/v0.2.0/kr/examples.html
==============================================================================
--- websites/staging/singa/trunk/content/v0.2.0/kr/examples.html (added)
+++ websites/staging/singa/trunk/content/v0.2.0/kr/examples.html Tue Apr 12 06:24:50 2016
@@ -0,0 +1,371 @@
+<!DOCTYPE html>
+<!--
+ | Generated by Apache Maven Doxia at 2016-04-12 
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+    <meta http-equiv="Content-Language" content="en" />
+    <title>Apache SINGA &#x2013; Example Models</title>
+    <link rel="stylesheet" href="../../css/apache-maven-fluido-1.4.min.css" />
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+            <h1>Example Models</h1>
+<hr />
+<p>Different models are provided as examples to help users get familiar with SINGA. <a href="neural-net.html">Neural Network</a> gives details on the models that are supported by SINGA.</p>
+<div class="section">
+<div class="section">
+<h3><a name="Feed-forward_neural_networks"></a>Feed-forward neural networks</h3>
+
+<ul>
+  
+<li>
+<p><a href="mlp.html">MultiLayer Perceptron</a> trained on MNIST dataset for handwritten  digits recognition.</p></li>
+  
+<li>
+<p><a href="cnn.html">Convolutional Neural Network</a> trained on MNIST and CIFAR10 for  image classification.</p></li>
+  
+<li>
+<p><a href="rbm.html">Deep Auto-Encoders</a> trained on MNIST for dimensionality</p></li>
+</ul></div>
+<div class="section">
+<h3><a name="Recurrent_neural_networks_RNN"></a>Recurrent neural networks (RNN)</h3>
+
+<ul>
+  
+<li><a href="rnn.html">RNN language model</a> trained on plain text for language modelling.</li>
+</ul></div>
+<div class="section">
+<h3><a name="Energy_models"></a>Energy models</h3>
+
+<ul>
+  
+<li><a href="rbm.html">RBM</a> used to pre-train deep auto-encoders for dimensionality  reduction.</li>
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