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From build...@apache.org
Subject svn commit: r961933 [2/3] - in /websites/staging/singa/trunk/content: ./ community/ develop/ docs/ images/arch/ images/distributed/
Date Sat, 15 Aug 2015 15:50:18 GMT
Added: websites/staging/singa/trunk/content/docs/distributed-training.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/distributed-training.html (added)
+++ websites/staging/singa/trunk/content/docs/distributed-training.html Sat Aug 15 15:50:17 2015
@@ -0,0 +1,460 @@
+<!DOCTYPE html>
+<!--
+ | Generated by Apache Maven Doxia at 2015-08-15 
+ | 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="20150815" />
+    <meta http-equiv="Content-Language" content="en" />
+    <title>Apache SINGA &#x2013; Distributed Training</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>
+
+    
+                  </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="../index.html"  title="Welcome">Welcome</a>
+</li>
+                  
+                      <li>      <a href="../introduction.html"  title="Introduction">Introduction</a>
+</li>
+                  
+                      <li>      <a href="../quick-start.html"  title="Quick Start">Quick Start</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>      <a href="../docs/installation.html"  title="Installation">Installation</a>
+</li>
+                  
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/programmer-guide.html"  title="Programmer Guide">Programmer Guide</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/model-config.html"  title="Model Configuration">Model Configuration</a>
+</li>
+                                  <li>      <a href="../docs/neuralnet.html"  title="Neural Network">Neural Network</a>
+</li>
+                                  <li>      <a href="../docs/layer.html"  title="Layer">Layer</a>
+</li>
+                                  <li>      <a href="../docs/param.html"  title="Param">Param</a>
+</li>
+                              </ul>
+            </li>
+                  
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/distributed-training.html"  title="Distributed Training">Distributed Training</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
+</li>
+                                  <li>      <a href="../docs/frameworks.html"  title="Frameworks">Frameworks</a>
+</li>
+                                  <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
+</li>
+                              </ul>
+            </li>
+                  
+                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
+</li>
+                  
+                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
+</li>
+                  
+                      <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
+</li>
+                  
+                      <li>      <a href="../docs/debug.html"  title="Debug">Debug</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 School of Computing">NUS School of Computing</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 ">Distributed Training</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="../index.html" title="Welcome">
+          <span class="none"></span>
+        Welcome</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../introduction.html" title="Introduction">
+          <span class="none"></span>
+        Introduction</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../quick-start.html" title="Quick Start">
+          <span class="none"></span>
+        Quick Start</a>
+            </li>
+                              <li class="nav-header">Documentaion</li>
+                              
+      <li>
+  
+                          <a href="../docs/installation.html" title="Installation">
+          <span class="none"></span>
+        Installation</a>
+            </li>
+                                                                                                                  
+      <li>
+  
+                          <a href="../docs/programmer-guide.html" title="Programmer Guide">
+          <span class="icon-chevron-down"></span>
+        Programmer Guide</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/model-config.html" title="Model Configuration">
+          <span class="none"></span>
+        Model Configuration</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/neuralnet.html" title="Neural Network">
+          <span class="none"></span>
+        Neural Network</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/layer.html" title="Layer">
+          <span class="none"></span>
+        Layer</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/param.html" title="Param">
+          <span class="none"></span>
+        Param</a>
+            </li>
+              </ul>
+        </li>
+                                                                                                    
+      <li class="active">
+  
+            <a href="#"><span class="icon-chevron-down"></span>Distributed Training</a>
+                  <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/architecture.html" title="System Architecture">
+          <span class="none"></span>
+        System Architecture</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/frameworks.html" title="Frameworks">
+          <span class="none"></span>
+        Frameworks</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/communication.html" title="Communication">
+          <span class="none"></span>
+        Communication</a>
+            </li>
+              </ul>
+        </li>
+                
+      <li>
+  
+                          <a href="../docs/data.html" title="Data Preparation">
+          <span class="none"></span>
+        Data Preparation</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../docs/checkpoint.html" title="Checkpoint">
+          <span class="none"></span>
+        Checkpoint</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../docs/examples.html" title="Examples">
+          <span class="none"></span>
+        Examples</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../docs/debug.html" title="Debug">
+          <span class="none"></span>
+        Debug</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-down"></span>
+        How to Contribute</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../develop/contribute-code.html" title="Code">
+          <span class="none"></span>
+        Code</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../develop/contribute-docs.html" title="Documentation">
+          <span class="none"></span>
+        Documentation</a>
+            </li>
+              </ul>
+        </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 School of Computing">
+          <span class="none"></span>
+        NUS School of Computing</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" >
+                                  
+            <div class="section">
+<h2><a name="Distributed_Training"></a>Distributed Training</h2>
+<hr />
+<p>SINGA is designed for distributed training of large deep learning models with huge amount of training data.</p>
+<p>Here we introduce distrbuted SINGA in following aspects:</p>
+
+<ul>
+  
+<li>
+<p><a href="architecture.html">System Architecture</a></p></li>
+  
+<li>
+<p><a href="frameworks.html">Training Frameworks</a></p></li>
+  
+<li>
+<p><a href="communication.html">System Communication</a></p></li>
+</ul></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>

Modified: websites/staging/singa/trunk/content/docs/examples.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/examples.html (original)
+++ websites/staging/singa/trunk/content/docs/examples.html Sat Aug 15 15:50:17 2015
@@ -84,16 +84,22 @@
                               </ul>
             </li>
                   
-                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/distributed-training.html"  title="Distributed Training">Distributed Training</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
 </li>
-                  
-                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
+                                  <li>      <a href="../docs/frameworks.html"  title="Frameworks">Frameworks</a>
+</li>
+                                  <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
 </li>
+                              </ul>
+            </li>
                   
-                      <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
+                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
 </li>
                   
-                      <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
+                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
                       <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
@@ -265,33 +271,49 @@
             </li>
               </ul>
         </li>
-                
+                                                                                                
       <li>
   
-                          <a href="../docs/data.html" title="Data Preparation">
+                          <a href="../docs/distributed-training.html" title="Distributed Training">
+          <span class="icon-chevron-down"></span>
+        Distributed Training</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/architecture.html" title="System Architecture">
           <span class="none"></span>
-        Data Preparation</a>
+        System Architecture</a>
             </li>
-                
+                    
       <li>
   
-                          <a href="../docs/checkpoint.html" title="Checkpoint">
+                          <a href="../docs/frameworks.html" title="Frameworks">
           <span class="none"></span>
-        Checkpoint</a>
+        Frameworks</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/communication.html" title="Communication">
+          <span class="none"></span>
+        Communication</a>
             </li>
+              </ul>
+        </li>
                 
       <li>
   
-                          <a href="../docs/architecture.html" title="System Architecture">
+                          <a href="../docs/data.html" title="Data Preparation">
           <span class="none"></span>
-        System Architecture</a>
+        Data Preparation</a>
             </li>
                 
       <li>
   
-                          <a href="../docs/communication.html" title="Communication">
+                          <a href="../docs/checkpoint.html" title="Checkpoint">
           <span class="none"></span>
-        Communication</a>
+        Checkpoint</a>
             </li>
                 
       <li class="active">

Added: websites/staging/singa/trunk/content/docs/frameworks.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/frameworks.html (added)
+++ websites/staging/singa/trunk/content/docs/frameworks.html Sat Aug 15 15:50:17 2015
@@ -0,0 +1,536 @@
+<!DOCTYPE html>
+<!--
+ | Generated by Apache Maven Doxia at 2015-08-15 
+ | 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="20150815" />
+    <meta http-equiv="Content-Language" content="en" />
+    <title>Apache SINGA &#x2013; Distributed Training Frameworks</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>
+
+    
+                  </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="../index.html"  title="Welcome">Welcome</a>
+</li>
+                  
+                      <li>      <a href="../introduction.html"  title="Introduction">Introduction</a>
+</li>
+                  
+                      <li>      <a href="../quick-start.html"  title="Quick Start">Quick Start</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>      <a href="../docs/installation.html"  title="Installation">Installation</a>
+</li>
+                  
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/programmer-guide.html"  title="Programmer Guide">Programmer Guide</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/model-config.html"  title="Model Configuration">Model Configuration</a>
+</li>
+                                  <li>      <a href="../docs/neuralnet.html"  title="Neural Network">Neural Network</a>
+</li>
+                                  <li>      <a href="../docs/layer.html"  title="Layer">Layer</a>
+</li>
+                                  <li>      <a href="../docs/param.html"  title="Param">Param</a>
+</li>
+                              </ul>
+            </li>
+                  
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/distributed-training.html"  title="Distributed Training">Distributed Training</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
+</li>
+                                  <li>      <a href="../docs/frameworks.html"  title="Frameworks">Frameworks</a>
+</li>
+                                  <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
+</li>
+                              </ul>
+            </li>
+                  
+                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
+</li>
+                  
+                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
+</li>
+                  
+                      <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
+</li>
+                  
+                      <li>      <a href="../docs/debug.html"  title="Debug">Debug</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">
+        
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+</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 School of Computing">NUS School of Computing</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 ">Distributed Training Frameworks</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="../index.html" title="Welcome">
+          <span class="none"></span>
+        Welcome</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../introduction.html" title="Introduction">
+          <span class="none"></span>
+        Introduction</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../quick-start.html" title="Quick Start">
+          <span class="none"></span>
+        Quick Start</a>
+            </li>
+                              <li class="nav-header">Documentaion</li>
+                              
+      <li>
+  
+                          <a href="../docs/installation.html" title="Installation">
+          <span class="none"></span>
+        Installation</a>
+            </li>
+                                                                                                                  
+      <li>
+  
+                          <a href="../docs/programmer-guide.html" title="Programmer Guide">
+          <span class="icon-chevron-down"></span>
+        Programmer Guide</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/model-config.html" title="Model Configuration">
+          <span class="none"></span>
+        Model Configuration</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/neuralnet.html" title="Neural Network">
+          <span class="none"></span>
+        Neural Network</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/layer.html" title="Layer">
+          <span class="none"></span>
+        Layer</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/param.html" title="Param">
+          <span class="none"></span>
+        Param</a>
+            </li>
+              </ul>
+        </li>
+                                                                                                          
+      <li>
+  
+                          <a href="../docs/distributed-training.html" title="Distributed Training">
+          <span class="icon-chevron-down"></span>
+        Distributed Training</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/architecture.html" title="System Architecture">
+          <span class="none"></span>
+        System Architecture</a>
+            </li>
+                    
+      <li class="active">
+  
+            <a href="#"><span class="none"></span>Frameworks</a>
+          </li>
+                    
+      <li>
+  
+                          <a href="../docs/communication.html" title="Communication">
+          <span class="none"></span>
+        Communication</a>
+            </li>
+              </ul>
+        </li>
+                
+      <li>
+  
+                          <a href="../docs/data.html" title="Data Preparation">
+          <span class="none"></span>
+        Data Preparation</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../docs/checkpoint.html" title="Checkpoint">
+          <span class="none"></span>
+        Checkpoint</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../docs/examples.html" title="Examples">
+          <span class="none"></span>
+        Examples</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../docs/debug.html" title="Debug">
+          <span class="none"></span>
+        Debug</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-down"></span>
+        How to Contribute</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../develop/contribute-code.html" title="Code">
+          <span class="none"></span>
+        Code</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../develop/contribute-docs.html" title="Documentation">
+          <span class="none"></span>
+        Documentation</a>
+            </li>
+              </ul>
+        </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 School of Computing">
+          <span class="none"></span>
+        NUS School of Computing</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" >
+                                  
+            <div class="section">
+<h2><a name="Distributed_Training_Frameworks"></a>Distributed Training Frameworks</h2>
+<hr />
+<div class="section">
+<h3><a name="Cluster_Topology_Configuration"></a>Cluster Topology Configuration</h3>
+<p>Here we describe how to configure SINGA&#x2019;s cluster topology to support different distributed training frameworks. The cluster topology is configured in the <tt>cluster</tt> field in <tt>JobProto</tt>. The <tt>cluster</tt> is of type <tt>ClusterProto</tt>:</p>
+
+<div class="source">
+<div class="source"><pre class="prettyprint">message ClusterProto {
+  optional int32 nworker_groups = 1;
+  optional int32 nserver_groups = 2;
+  optional int32 nworkers_per_group = 3 [default = 1];
+  optional int32 nservers_per_group = 4 [default = 1];
+  optional int32 nworkers_per_procs = 5 [default = 1];
+  optional int32 nservers_per_procs = 6 [default = 1];
+
+  // servers and workers in different processes?
+  optional bool server_worker_separate = 20 [default = false];
+
+  ......
+}
+</pre></div></div>
+<p>The mostly used fields are as follows:</p>
+
+<ul>
+  
+<li><tt>nworkers_per_group</tt> and <tt>nworkers_per_procs</tt>:  decide the partitioning of worker side ParamShard.</li>
+  
+<li><tt>nservers_per_group</tt> and <tt>nservers_per_procs</tt>:  decide the partitioning of server side ParamShard.</li>
+  
+<li><tt>server_worker_separate</tt>:  separate servers and workers in different processes.</li>
+</ul></div>
+<div class="section">
+<h3><a name="Different_Training_Frameworks"></a>Different Training Frameworks</h3>
+<p>In SINGA, worker groups run asynchronously and workers within one group run synchronously. Users can leverage this general design to run both <b>synchronous</b> and <b>asynchronous</b> training frameworks. Here we illustrate how to configure popular distributed training frameworks in SINGA.</p>
+<p><img src="../images/distributed/frameworks.png" style="width: 800px" alt="" /> 
+<p><b> Fig.1 - Training frameworks in SINGA</b></p>
+<div class="section">
+<h4><a name="Sandblaster"></a>Sandblaster</h4>
+<p>This is a <b>synchronous</b> framework used by Google Brain. Fig.2(a) shows the Sandblaster framework implemented in SINGA. Its configuration is as follows:</p>
+
+<div class="source">
+<div class="source"><pre class="prettyprint">cluster {
+    nworker_groups: 1
+    nserver_groups: 1
+    nworkers_per_group: 3
+    nservers_per_group: 2
+    server_worker_separate: true
+}
+</pre></div></div>
+<p>A single server group is launched to handle all requests from workers. A worker computes on its partition of the model, and only communicates with servers handling related parameters.</p></div>
+<div class="section">
+<h4><a name="AllReduce"></a>AllReduce</h4>
+<p>This is a <b>synchronous</b> framework used by Baidu&#x2019;s DeepImage. Fig.2(b) shows the AllReduce framework implemented in SINGA. Its configuration is as follows:</p>
+
+<div class="source">
+<div class="source"><pre class="prettyprint">cluster {
+    nworker_groups: 1
+    nserver_groups: 1
+    nworkers_per_group: 3
+    nservers_per_group: 3
+    server_worker_separate: false
+}
+</pre></div></div>
+<p>We bind each worker with a server on the same node, so that each node is responsible for maintaining a partition of parameters and collecting updates from all other nodes.</p></div>
+<div class="section">
+<h4><a name="Downpour"></a>Downpour</h4>
+<p>This is a <b>asynchronous</b> framework used by Google Brain. Fig.2(c) shows the Downpour framework implemented in SINGA. Its configuration is as follows:</p>
+
+<div class="source">
+<div class="source"><pre class="prettyprint">cluster {
+    nworker_groups: 2
+    nserver_groups: 1
+    nworkers_per_group: 2
+    nservers_per_group: 2
+    server_worker_separate: true
+}
+</pre></div></div>
+<p>Similar to the synchronous Sandblaster, all workers send requests to a global server group. We divide workers into several worker groups, each running independently and working on parameters from the last <i>update</i> response.</p></div>
+<div class="section">
+<h4><a name="Distributed_Hogwild"></a>Distributed Hogwild</h4>
+<p>This is a <b>asynchronous</b> framework used by Caffe. Fig.2(d) shows the Distributed Hogwild framework implemented in SINGA. Its configuration is as follows:</p>
+
+<div class="source">
+<div class="source"><pre class="prettyprint">cluster {
+    nworker_groups: 3
+    nserver_groups: 3
+    nworkers_per_group: 1
+    nservers_per_group: 1
+    server_worker_separate: false
+}
+</pre></div></div>
+<p>Each node contains a complete server group and a complete worker group. Parameter updates are done locally, so that communication cost during each training step is minimized. However, the server group must periodically synchronize with neighboring groups to improve the training convergence.</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>

Modified: websites/staging/singa/trunk/content/docs/hdfs.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/hdfs.html (original)
+++ websites/staging/singa/trunk/content/docs/hdfs.html Sat Aug 15 15:50:17 2015
@@ -84,16 +84,22 @@
                               </ul>
             </li>
                   
-                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/distributed-training.html"  title="Distributed Training">Distributed Training</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
 </li>
-                  
-                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
+                                  <li>      <a href="../docs/frameworks.html"  title="Frameworks">Frameworks</a>
+</li>
+                                  <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
 </li>
+                              </ul>
+            </li>
                   
-                      <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
+                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
 </li>
                   
-                      <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
+                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
                       <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
@@ -265,33 +271,49 @@
             </li>
               </ul>
         </li>
-                
+                                                                                                
       <li>
   
-                          <a href="../docs/data.html" title="Data Preparation">
+                          <a href="../docs/distributed-training.html" title="Distributed Training">
+          <span class="icon-chevron-down"></span>
+        Distributed Training</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/architecture.html" title="System Architecture">
           <span class="none"></span>
-        Data Preparation</a>
+        System Architecture</a>
             </li>
-                
+                    
       <li>
   
-                          <a href="../docs/checkpoint.html" title="Checkpoint">
+                          <a href="../docs/frameworks.html" title="Frameworks">
           <span class="none"></span>
-        Checkpoint</a>
+        Frameworks</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/communication.html" title="Communication">
+          <span class="none"></span>
+        Communication</a>
             </li>
+              </ul>
+        </li>
                 
       <li>
   
-                          <a href="../docs/architecture.html" title="System Architecture">
+                          <a href="../docs/data.html" title="Data Preparation">
           <span class="none"></span>
-        System Architecture</a>
+        Data Preparation</a>
             </li>
                 
       <li>
   
-                          <a href="../docs/communication.html" title="Communication">
+                          <a href="../docs/checkpoint.html" title="Checkpoint">
           <span class="none"></span>
-        Communication</a>
+        Checkpoint</a>
             </li>
                 
       <li>

Modified: websites/staging/singa/trunk/content/docs/installation.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/installation.html (original)
+++ websites/staging/singa/trunk/content/docs/installation.html Sat Aug 15 15:50:17 2015
@@ -84,16 +84,22 @@
                               </ul>
             </li>
                   
-                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/distributed-training.html"  title="Distributed Training">Distributed Training</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
 </li>
-                  
-                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
+                                  <li>      <a href="../docs/frameworks.html"  title="Frameworks">Frameworks</a>
+</li>
+                                  <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
 </li>
+                              </ul>
+            </li>
                   
-                      <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
+                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
 </li>
                   
-                      <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
+                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
                       <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
@@ -263,33 +269,49 @@
             </li>
               </ul>
         </li>
-                
+                                                                                                
       <li>
   
-                          <a href="../docs/data.html" title="Data Preparation">
+                          <a href="../docs/distributed-training.html" title="Distributed Training">
+          <span class="icon-chevron-down"></span>
+        Distributed Training</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/architecture.html" title="System Architecture">
           <span class="none"></span>
-        Data Preparation</a>
+        System Architecture</a>
             </li>
-                
+                    
       <li>
   
-                          <a href="../docs/checkpoint.html" title="Checkpoint">
+                          <a href="../docs/frameworks.html" title="Frameworks">
           <span class="none"></span>
-        Checkpoint</a>
+        Frameworks</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/communication.html" title="Communication">
+          <span class="none"></span>
+        Communication</a>
             </li>
+              </ul>
+        </li>
                 
       <li>
   
-                          <a href="../docs/architecture.html" title="System Architecture">
+                          <a href="../docs/data.html" title="Data Preparation">
           <span class="none"></span>
-        System Architecture</a>
+        Data Preparation</a>
             </li>
                 
       <li>
   
-                          <a href="../docs/communication.html" title="Communication">
+                          <a href="../docs/checkpoint.html" title="Checkpoint">
           <span class="none"></span>
-        Communication</a>
+        Checkpoint</a>
             </li>
                 
       <li>

Modified: websites/staging/singa/trunk/content/docs/layer.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/layer.html (original)
+++ websites/staging/singa/trunk/content/docs/layer.html Sat Aug 15 15:50:17 2015
@@ -84,16 +84,22 @@
                               </ul>
             </li>
                   
-                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/distributed-training.html"  title="Distributed Training">Distributed Training</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
 </li>
-                  
-                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
+                                  <li>      <a href="../docs/frameworks.html"  title="Frameworks">Frameworks</a>
+</li>
+                                  <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
 </li>
+                              </ul>
+            </li>
                   
-                      <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
+                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
 </li>
                   
-                      <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
+                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
                       <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
@@ -263,33 +269,49 @@
             </li>
               </ul>
         </li>
-                
+                                                                                                
       <li>
   
-                          <a href="../docs/data.html" title="Data Preparation">
+                          <a href="../docs/distributed-training.html" title="Distributed Training">
+          <span class="icon-chevron-down"></span>
+        Distributed Training</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/architecture.html" title="System Architecture">
           <span class="none"></span>
-        Data Preparation</a>
+        System Architecture</a>
             </li>
-                
+                    
       <li>
   
-                          <a href="../docs/checkpoint.html" title="Checkpoint">
+                          <a href="../docs/frameworks.html" title="Frameworks">
           <span class="none"></span>
-        Checkpoint</a>
+        Frameworks</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/communication.html" title="Communication">
+          <span class="none"></span>
+        Communication</a>
             </li>
+              </ul>
+        </li>
                 
       <li>
   
-                          <a href="../docs/architecture.html" title="System Architecture">
+                          <a href="../docs/data.html" title="Data Preparation">
           <span class="none"></span>
-        System Architecture</a>
+        Data Preparation</a>
             </li>
                 
       <li>
   
-                          <a href="../docs/communication.html" title="Communication">
+                          <a href="../docs/checkpoint.html" title="Checkpoint">
           <span class="none"></span>
-        Communication</a>
+        Checkpoint</a>
             </li>
                 
       <li>

Modified: websites/staging/singa/trunk/content/docs/lmdb.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/lmdb.html (original)
+++ websites/staging/singa/trunk/content/docs/lmdb.html Sat Aug 15 15:50:17 2015
@@ -84,16 +84,22 @@
                               </ul>
             </li>
                   
-                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/distributed-training.html"  title="Distributed Training">Distributed Training</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
 </li>
-                  
-                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
+                                  <li>      <a href="../docs/frameworks.html"  title="Frameworks">Frameworks</a>
+</li>
+                                  <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
 </li>
+                              </ul>
+            </li>
                   
-                      <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
+                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
 </li>
                   
-                      <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
+                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
                       <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
@@ -265,33 +271,49 @@
             </li>
               </ul>
         </li>
-                
+                                                                                                
       <li>
   
-                          <a href="../docs/data.html" title="Data Preparation">
+                          <a href="../docs/distributed-training.html" title="Distributed Training">
+          <span class="icon-chevron-down"></span>
+        Distributed Training</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/architecture.html" title="System Architecture">
           <span class="none"></span>
-        Data Preparation</a>
+        System Architecture</a>
             </li>
-                
+                    
       <li>
   
-                          <a href="../docs/checkpoint.html" title="Checkpoint">
+                          <a href="../docs/frameworks.html" title="Frameworks">
           <span class="none"></span>
-        Checkpoint</a>
+        Frameworks</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/communication.html" title="Communication">
+          <span class="none"></span>
+        Communication</a>
             </li>
+              </ul>
+        </li>
                 
       <li>
   
-                          <a href="../docs/architecture.html" title="System Architecture">
+                          <a href="../docs/data.html" title="Data Preparation">
           <span class="none"></span>
-        System Architecture</a>
+        Data Preparation</a>
             </li>
                 
       <li>
   
-                          <a href="../docs/communication.html" title="Communication">
+                          <a href="../docs/checkpoint.html" title="Checkpoint">
           <span class="none"></span>
-        Communication</a>
+        Checkpoint</a>
             </li>
                 
       <li>

Modified: websites/staging/singa/trunk/content/docs/mlp.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/mlp.html (original)
+++ websites/staging/singa/trunk/content/docs/mlp.html Sat Aug 15 15:50:17 2015
@@ -84,16 +84,22 @@
                               </ul>
             </li>
                   
-                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/distributed-training.html"  title="Distributed Training">Distributed Training</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
 </li>
-                  
-                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
+                                  <li>      <a href="../docs/frameworks.html"  title="Frameworks">Frameworks</a>
+</li>
+                                  <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
 </li>
+                              </ul>
+            </li>
                   
-                      <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
+                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
 </li>
                   
-                      <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
+                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
                       <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
@@ -265,33 +271,49 @@
             </li>
               </ul>
         </li>
-                
+                                                                                                
       <li>
   
-                          <a href="../docs/data.html" title="Data Preparation">
+                          <a href="../docs/distributed-training.html" title="Distributed Training">
+          <span class="icon-chevron-down"></span>
+        Distributed Training</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/architecture.html" title="System Architecture">
           <span class="none"></span>
-        Data Preparation</a>
+        System Architecture</a>
             </li>
-                
+                    
       <li>
   
-                          <a href="../docs/checkpoint.html" title="Checkpoint">
+                          <a href="../docs/frameworks.html" title="Frameworks">
           <span class="none"></span>
-        Checkpoint</a>
+        Frameworks</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/communication.html" title="Communication">
+          <span class="none"></span>
+        Communication</a>
             </li>
+              </ul>
+        </li>
                 
       <li>
   
-                          <a href="../docs/architecture.html" title="System Architecture">
+                          <a href="../docs/data.html" title="Data Preparation">
           <span class="none"></span>
-        System Architecture</a>
+        Data Preparation</a>
             </li>
                 
       <li>
   
-                          <a href="../docs/communication.html" title="Communication">
+                          <a href="../docs/checkpoint.html" title="Checkpoint">
           <span class="none"></span>
-        Communication</a>
+        Checkpoint</a>
             </li>
                 
       <li>

Modified: websites/staging/singa/trunk/content/docs/model-config.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/model-config.html (original)
+++ websites/staging/singa/trunk/content/docs/model-config.html Sat Aug 15 15:50:17 2015
@@ -84,16 +84,22 @@
                               </ul>
             </li>
                   
-                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/distributed-training.html"  title="Distributed Training">Distributed Training</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
 </li>
-                  
-                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
+                                  <li>      <a href="../docs/frameworks.html"  title="Frameworks">Frameworks</a>
+</li>
+                                  <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
 </li>
+                              </ul>
+            </li>
                   
-                      <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
+                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
 </li>
                   
-                      <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
+                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
                       <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
@@ -263,33 +269,49 @@
             </li>
               </ul>
         </li>
-                
+                                                                                                
       <li>
   
-                          <a href="../docs/data.html" title="Data Preparation">
+                          <a href="../docs/distributed-training.html" title="Distributed Training">
+          <span class="icon-chevron-down"></span>
+        Distributed Training</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/architecture.html" title="System Architecture">
           <span class="none"></span>
-        Data Preparation</a>
+        System Architecture</a>
             </li>
-                
+                    
       <li>
   
-                          <a href="../docs/checkpoint.html" title="Checkpoint">
+                          <a href="../docs/frameworks.html" title="Frameworks">
           <span class="none"></span>
-        Checkpoint</a>
+        Frameworks</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/communication.html" title="Communication">
+          <span class="none"></span>
+        Communication</a>
             </li>
+              </ul>
+        </li>
                 
       <li>
   
-                          <a href="../docs/architecture.html" title="System Architecture">
+                          <a href="../docs/data.html" title="Data Preparation">
           <span class="none"></span>
-        System Architecture</a>
+        Data Preparation</a>
             </li>
                 
       <li>
   
-                          <a href="../docs/communication.html" title="Communication">
+                          <a href="../docs/checkpoint.html" title="Checkpoint">
           <span class="none"></span>
-        Communication</a>
+        Checkpoint</a>
             </li>
                 
       <li>

Modified: websites/staging/singa/trunk/content/docs/neuralnet-partition.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/neuralnet-partition.html (original)
+++ websites/staging/singa/trunk/content/docs/neuralnet-partition.html Sat Aug 15 15:50:17 2015
@@ -84,16 +84,22 @@
                               </ul>
             </li>
                   
-                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/distributed-training.html"  title="Distributed Training">Distributed Training</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
 </li>
-                  
-                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
+                                  <li>      <a href="../docs/frameworks.html"  title="Frameworks">Frameworks</a>
+</li>
+                                  <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
 </li>
+                              </ul>
+            </li>
                   
-                      <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
+                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
 </li>
                   
-                      <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
+                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
                       <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
@@ -265,33 +271,49 @@
             </li>
               </ul>
         </li>
-                
+                                                                                                
       <li>
   
-                          <a href="../docs/data.html" title="Data Preparation">
+                          <a href="../docs/distributed-training.html" title="Distributed Training">
+          <span class="icon-chevron-down"></span>
+        Distributed Training</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/architecture.html" title="System Architecture">
           <span class="none"></span>
-        Data Preparation</a>
+        System Architecture</a>
             </li>
-                
+                    
       <li>
   
-                          <a href="../docs/checkpoint.html" title="Checkpoint">
+                          <a href="../docs/frameworks.html" title="Frameworks">
           <span class="none"></span>
-        Checkpoint</a>
+        Frameworks</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/communication.html" title="Communication">
+          <span class="none"></span>
+        Communication</a>
             </li>
+              </ul>
+        </li>
                 
       <li>
   
-                          <a href="../docs/architecture.html" title="System Architecture">
+                          <a href="../docs/data.html" title="Data Preparation">
           <span class="none"></span>
-        System Architecture</a>
+        Data Preparation</a>
             </li>
                 
       <li>
   
-                          <a href="../docs/communication.html" title="Communication">
+                          <a href="../docs/checkpoint.html" title="Checkpoint">
           <span class="none"></span>
-        Communication</a>
+        Checkpoint</a>
             </li>
                 
       <li>

Modified: websites/staging/singa/trunk/content/docs/programmer-guide.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/programmer-guide.html (original)
+++ websites/staging/singa/trunk/content/docs/programmer-guide.html Sat Aug 15 15:50:17 2015
@@ -84,16 +84,22 @@
                               </ul>
             </li>
                   
-                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/distributed-training.html"  title="Distributed Training">Distributed Training</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
 </li>
-                  
-                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
+                                  <li>      <a href="../docs/frameworks.html"  title="Frameworks">Frameworks</a>
 </li>
+                                  <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
+</li>
+                              </ul>
+            </li>
                   
-                      <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
+                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
 </li>
                   
-                      <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
+                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
                       <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
@@ -263,33 +269,49 @@
             </li>
               </ul>
         </li>
-                
+                                                                                                
       <li>
   
-                          <a href="../docs/data.html" title="Data Preparation">
+                          <a href="../docs/distributed-training.html" title="Distributed Training">
+          <span class="icon-chevron-down"></span>
+        Distributed Training</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/architecture.html" title="System Architecture">
           <span class="none"></span>
-        Data Preparation</a>
+        System Architecture</a>
             </li>
-                
+                    
       <li>
   
-                          <a href="../docs/checkpoint.html" title="Checkpoint">
+                          <a href="../docs/frameworks.html" title="Frameworks">
           <span class="none"></span>
-        Checkpoint</a>
+        Frameworks</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/communication.html" title="Communication">
+          <span class="none"></span>
+        Communication</a>
             </li>
+              </ul>
+        </li>
                 
       <li>
   
-                          <a href="../docs/architecture.html" title="System Architecture">
+                          <a href="../docs/data.html" title="Data Preparation">
           <span class="none"></span>
-        System Architecture</a>
+        Data Preparation</a>
             </li>
                 
       <li>
   
-                          <a href="../docs/communication.html" title="Communication">
+                          <a href="../docs/checkpoint.html" title="Checkpoint">
           <span class="none"></span>
-        Communication</a>
+        Checkpoint</a>
             </li>
                 
       <li>

Modified: websites/staging/singa/trunk/content/docs/rbm.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/rbm.html (original)
+++ websites/staging/singa/trunk/content/docs/rbm.html Sat Aug 15 15:50:17 2015
@@ -84,16 +84,22 @@
                               </ul>
             </li>
                   
-                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/distributed-training.html"  title="Distributed Training">Distributed Training</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
 </li>
-                  
-                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
+                                  <li>      <a href="../docs/frameworks.html"  title="Frameworks">Frameworks</a>
+</li>
+                                  <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
 </li>
+                              </ul>
+            </li>
                   
-                      <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
+                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
 </li>
                   
-                      <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
+                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
                       <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
@@ -265,33 +271,49 @@
             </li>
               </ul>
         </li>
-                
+                                                                                                
       <li>
   
-                          <a href="../docs/data.html" title="Data Preparation">
+                          <a href="../docs/distributed-training.html" title="Distributed Training">
+          <span class="icon-chevron-down"></span>
+        Distributed Training</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/architecture.html" title="System Architecture">
           <span class="none"></span>
-        Data Preparation</a>
+        System Architecture</a>
             </li>
-                
+                    
       <li>
   
-                          <a href="../docs/checkpoint.html" title="Checkpoint">
+                          <a href="../docs/frameworks.html" title="Frameworks">
           <span class="none"></span>
-        Checkpoint</a>
+        Frameworks</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/communication.html" title="Communication">
+          <span class="none"></span>
+        Communication</a>
             </li>
+              </ul>
+        </li>
                 
       <li>
   
-                          <a href="../docs/architecture.html" title="System Architecture">
+                          <a href="../docs/data.html" title="Data Preparation">
           <span class="none"></span>
-        System Architecture</a>
+        Data Preparation</a>
             </li>
                 
       <li>
   
-                          <a href="../docs/communication.html" title="Communication">
+                          <a href="../docs/checkpoint.html" title="Checkpoint">
           <span class="none"></span>
-        Communication</a>
+        Checkpoint</a>
             </li>
                 
       <li>

Modified: websites/staging/singa/trunk/content/docs/rnn.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/rnn.html (original)
+++ websites/staging/singa/trunk/content/docs/rnn.html Sat Aug 15 15:50:17 2015
@@ -84,16 +84,22 @@
                               </ul>
             </li>
                   
-                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/distributed-training.html"  title="Distributed Training">Distributed Training</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
 </li>
-                  
-                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
+                                  <li>      <a href="../docs/frameworks.html"  title="Frameworks">Frameworks</a>
+</li>
+                                  <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
 </li>
+                              </ul>
+            </li>
                   
-                      <li>      <a href="../docs/architecture.html"  title="System Architecture">System Architecture</a>
+                      <li>      <a href="../docs/data.html"  title="Data Preparation">Data Preparation</a>
 </li>
                   
-                      <li>      <a href="../docs/communication.html"  title="Communication">Communication</a>
+                      <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
                       <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
@@ -265,33 +271,49 @@
             </li>
               </ul>
         </li>
-                
+                                                                                                
       <li>
   
-                          <a href="../docs/data.html" title="Data Preparation">
+                          <a href="../docs/distributed-training.html" title="Distributed Training">
+          <span class="icon-chevron-down"></span>
+        Distributed Training</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/architecture.html" title="System Architecture">
           <span class="none"></span>
-        Data Preparation</a>
+        System Architecture</a>
             </li>
-                
+                    
       <li>
   
-                          <a href="../docs/checkpoint.html" title="Checkpoint">
+                          <a href="../docs/frameworks.html" title="Frameworks">
           <span class="none"></span>
-        Checkpoint</a>
+        Frameworks</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/communication.html" title="Communication">
+          <span class="none"></span>
+        Communication</a>
             </li>
+              </ul>
+        </li>
                 
       <li>
   
-                          <a href="../docs/architecture.html" title="System Architecture">
+                          <a href="../docs/data.html" title="Data Preparation">
           <span class="none"></span>
-        System Architecture</a>
+        Data Preparation</a>
             </li>
                 
       <li>
   
-                          <a href="../docs/communication.html" title="Communication">
+                          <a href="../docs/checkpoint.html" title="Checkpoint">
           <span class="none"></span>
-        Communication</a>
+        Checkpoint</a>
             </li>
                 
       <li>

Added: websites/staging/singa/trunk/content/images/distributed/frameworks.png
==============================================================================
Binary file - no diff available.

Propchange: websites/staging/singa/trunk/content/images/distributed/frameworks.png
------------------------------------------------------------------------------
    svn:mime-type = image/png

Added: websites/staging/singa/trunk/content/images/distributed/logical.png
==============================================================================
Binary file - no diff available.

Propchange: websites/staging/singa/trunk/content/images/distributed/logical.png
------------------------------------------------------------------------------
    svn:mime-type = image/png

Modified: websites/staging/singa/trunk/content/index.html
==============================================================================
--- websites/staging/singa/trunk/content/index.html (original)
+++ websites/staging/singa/trunk/content/index.html Sat Aug 15 15:50:17 2015
@@ -84,16 +84,22 @@
                               </ul>
             </li>
                   
-                      <li>      <a href="docs/data.html"  title="Data Preparation">Data Preparation</a>
+                      <li class="dropdown-submenu">
+                                      <a href="docs/distributed-training.html"  title="Distributed Training">Distributed Training</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="docs/architecture.html"  title="System Architecture">System Architecture</a>
 </li>
-                  
-                      <li>      <a href="docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
+                                  <li>      <a href="docs/frameworks.html"  title="Frameworks">Frameworks</a>
+</li>
+                                  <li>      <a href="docs/communication.html"  title="Communication">Communication</a>
 </li>
+                              </ul>
+            </li>
                   
-                      <li>      <a href="docs/architecture.html"  title="System Architecture">System Architecture</a>
+                      <li>      <a href="docs/data.html"  title="Data Preparation">Data Preparation</a>
 </li>
                   
-                      <li>      <a href="docs/communication.html"  title="Communication">Communication</a>
+                      <li>      <a href="docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
                       <li>      <a href="docs/examples.html"  title="Examples">Examples</a>
@@ -263,33 +269,49 @@
             </li>
               </ul>
         </li>
-                
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