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From build...@apache.org
Subject svn commit: r965910 [1/3] - in /websites/staging/singa/trunk/content: ./ community/ develop/ docs/
Date Fri, 18 Sep 2015 15:11:55 GMT
Author: buildbot
Date: Fri Sep 18 15:11:53 2015
New Revision: 965910

Log:
Staging update by buildbot for singa

Modified:
    websites/staging/singa/trunk/content/   (props changed)
    websites/staging/singa/trunk/content/community.html
    websites/staging/singa/trunk/content/community/issue-tracking.html
    websites/staging/singa/trunk/content/community/mail-lists.html
    websites/staging/singa/trunk/content/community/source-repository.html
    websites/staging/singa/trunk/content/community/team-list.html
    websites/staging/singa/trunk/content/develop/contribute-code.html
    websites/staging/singa/trunk/content/develop/contribute-docs.html
    websites/staging/singa/trunk/content/develop/how-contribute.html
    websites/staging/singa/trunk/content/develop/schedule.html
    websites/staging/singa/trunk/content/docs.html
    websites/staging/singa/trunk/content/docs/architecture.html
    websites/staging/singa/trunk/content/docs/checkpoint.html
    websites/staging/singa/trunk/content/docs/cnn.html
    websites/staging/singa/trunk/content/docs/code-structure.html
    websites/staging/singa/trunk/content/docs/communication.html
    websites/staging/singa/trunk/content/docs/data.html
    websites/staging/singa/trunk/content/docs/debug.html
    websites/staging/singa/trunk/content/docs/distributed-training.html
    websites/staging/singa/trunk/content/docs/examples.html
    websites/staging/singa/trunk/content/docs/frameworks.html
    websites/staging/singa/trunk/content/docs/installation.html
    websites/staging/singa/trunk/content/docs/layer.html
    websites/staging/singa/trunk/content/docs/lmdb.html
    websites/staging/singa/trunk/content/docs/mlp.html
    websites/staging/singa/trunk/content/docs/model-config.html
    websites/staging/singa/trunk/content/docs/neural-net.html
    websites/staging/singa/trunk/content/docs/neuralnet-partition.html
    websites/staging/singa/trunk/content/docs/overview.html
    websites/staging/singa/trunk/content/docs/param.html
    websites/staging/singa/trunk/content/docs/programmer-guide.html
    websites/staging/singa/trunk/content/docs/programming-guide.html
    websites/staging/singa/trunk/content/docs/quick-start.html
    websites/staging/singa/trunk/content/docs/rbm.html
    websites/staging/singa/trunk/content/docs/rnn.html
    websites/staging/singa/trunk/content/docs/train-one-batch.html
    websites/staging/singa/trunk/content/docs/updater.html
    websites/staging/singa/trunk/content/index.html
    websites/staging/singa/trunk/content/introduction.html
    websites/staging/singa/trunk/content/quick-start.html

Propchange: websites/staging/singa/trunk/content/
------------------------------------------------------------------------------
--- cms:source-revision (original)
+++ cms:source-revision Fri Sep 18 15:11:53 2015
@@ -1 +1 @@
-1702958
+1703880

Modified: websites/staging/singa/trunk/content/community.html
==============================================================================
--- websites/staging/singa/trunk/content/community.html (original)
+++ websites/staging/singa/trunk/content/community.html Fri Sep 18 15:11:53 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-09-14 
+ | Generated by Apache Maven Doxia at 2015-09-18 
  | 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="20150914" />
+    <meta name="Date-Revision-yyyymmdd" content="20150918" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Community</title>
     <link rel="stylesheet" href="./css/apache-maven-fluido-1.4.min.css" />
@@ -20,7 +20,13 @@
   
     <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>
+          
                   </head>
         <body class="topBarEnabled">
           

Modified: websites/staging/singa/trunk/content/community/issue-tracking.html
==============================================================================
--- websites/staging/singa/trunk/content/community/issue-tracking.html (original)
+++ websites/staging/singa/trunk/content/community/issue-tracking.html Fri Sep 18 15:11:53 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-09-14 
+ | Generated by Apache Maven Doxia at 2015-09-18 
  | 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="20150914" />
+    <meta name="Date-Revision-yyyymmdd" content="20150918" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Issue Tracking</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -20,7 +20,13 @@
   
     <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>
+          
                   </head>
         <body class="topBarEnabled">
           

Modified: websites/staging/singa/trunk/content/community/mail-lists.html
==============================================================================
--- websites/staging/singa/trunk/content/community/mail-lists.html (original)
+++ websites/staging/singa/trunk/content/community/mail-lists.html Fri Sep 18 15:11:53 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-09-14 
+ | Generated by Apache Maven Doxia at 2015-09-18 
  | 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="20150914" />
+    <meta name="Date-Revision-yyyymmdd" content="20150918" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Project Mailing Lists</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -20,7 +20,13 @@
   
     <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>
+          
                   </head>
         <body class="topBarEnabled">
           

Modified: websites/staging/singa/trunk/content/community/source-repository.html
==============================================================================
--- websites/staging/singa/trunk/content/community/source-repository.html (original)
+++ websites/staging/singa/trunk/content/community/source-repository.html Fri Sep 18 15:11:53 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-09-14 
+ | Generated by Apache Maven Doxia at 2015-09-18 
  | 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="20150914" />
+    <meta name="Date-Revision-yyyymmdd" content="20150918" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Source Repository</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -20,7 +20,13 @@
   
     <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>
+          
                   </head>
         <body class="topBarEnabled">
           

Modified: websites/staging/singa/trunk/content/community/team-list.html
==============================================================================
--- websites/staging/singa/trunk/content/community/team-list.html (original)
+++ websites/staging/singa/trunk/content/community/team-list.html Fri Sep 18 15:11:53 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-09-14 
+ | Generated by Apache Maven Doxia at 2015-09-18 
  | 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="20150914" />
+    <meta name="Date-Revision-yyyymmdd" content="20150918" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; The SINGA Team</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -20,7 +20,13 @@
   
     <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>
+          
                   </head>
         <body class="topBarEnabled">
           

Modified: websites/staging/singa/trunk/content/develop/contribute-code.html
==============================================================================
--- websites/staging/singa/trunk/content/develop/contribute-code.html (original)
+++ websites/staging/singa/trunk/content/develop/contribute-code.html Fri Sep 18 15:11:53 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-09-14 
+ | Generated by Apache Maven Doxia at 2015-09-18 
  | 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="20150914" />
+    <meta name="Date-Revision-yyyymmdd" content="20150918" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; How to Contribute Code</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -20,7 +20,13 @@
   
     <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>
+          
                   </head>
         <body class="topBarEnabled">
           

Modified: websites/staging/singa/trunk/content/develop/contribute-docs.html
==============================================================================
--- websites/staging/singa/trunk/content/develop/contribute-docs.html (original)
+++ websites/staging/singa/trunk/content/develop/contribute-docs.html Fri Sep 18 15:11:53 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-09-14 
+ | Generated by Apache Maven Doxia at 2015-09-18 
  | 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="20150914" />
+    <meta name="Date-Revision-yyyymmdd" content="20150918" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; How to Contribute Documentation</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -20,7 +20,13 @@
   
     <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>
+          
                   </head>
         <body class="topBarEnabled">
           

Modified: websites/staging/singa/trunk/content/develop/how-contribute.html
==============================================================================
--- websites/staging/singa/trunk/content/develop/how-contribute.html (original)
+++ websites/staging/singa/trunk/content/develop/how-contribute.html Fri Sep 18 15:11:53 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-09-14 
+ | Generated by Apache Maven Doxia at 2015-09-18 
  | 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="20150914" />
+    <meta name="Date-Revision-yyyymmdd" content="20150918" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; How to Contribute to SINGA</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -20,7 +20,13 @@
   
     <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>
+          
                   </head>
         <body class="topBarEnabled">
           

Modified: websites/staging/singa/trunk/content/develop/schedule.html
==============================================================================
--- websites/staging/singa/trunk/content/develop/schedule.html (original)
+++ websites/staging/singa/trunk/content/develop/schedule.html Fri Sep 18 15:11:53 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-09-14 
+ | Generated by Apache Maven Doxia at 2015-09-18 
  | 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="20150914" />
+    <meta name="Date-Revision-yyyymmdd" content="20150918" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Development Schedule</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -20,7 +20,13 @@
   
     <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>
+          
                   </head>
         <body class="topBarEnabled">
           
@@ -502,7 +508,7 @@
     
 <tr class="b">
       
-<td>0.1 August </td>
+<td>0.1 September </td>
       
 <td>Neural Network </td>
       

Modified: websites/staging/singa/trunk/content/docs.html
==============================================================================
--- websites/staging/singa/trunk/content/docs.html (original)
+++ websites/staging/singa/trunk/content/docs.html Fri Sep 18 15:11:53 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-09-14 
+ | Generated by Apache Maven Doxia at 2015-09-18 
  | 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="20150914" />
+    <meta name="Date-Revision-yyyymmdd" content="20150918" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Documentation</title>
     <link rel="stylesheet" href="./css/apache-maven-fluido-1.4.min.css" />
@@ -20,7 +20,13 @@
   
     <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>
+          
                   </head>
         <body class="topBarEnabled">
           
@@ -485,50 +491,57 @@
         <div id="bodyColumn"  class="span10" >
                                   
             <h1>Documentation</h1>
+<hr />
 
 <ul>
   
-<li><a class="externalLink" href="http://singa.incubator.apache.org/docs/overview">Introduction</a></li>
-  
-<li><a class="externalLink" href="http://singa.incubator.apache.org/docs/installation">Installation</a></li>
+<li><a href="docs/overview.html">Introduction</a></li>
   
-<li><a class="externalLink" href="http://singa.incubator.apache.org/docs/quick-start">Quick Start</a></li>
+<li><a href="docs/installation.html">Installation</a></li>
   
-<li><a class="externalLink" href="http://singa.incubator.apache.org/docs/programming-guide">Programming Guide</a></li>
+<li><a href="docs/quick-start.html">Quick Start</a></li>
   
-<li><a class="externalLink" href="http://singa.incubator.apache.org/docs/neural-net">NeuralNet</a>
+<li><a href="docs/programming-guide.html">Programming Guide</a>
   
 <ul>
     
-<li><a class="externalLink" href="http://singa.incubator.apache.org/docs/layer">Layer</a></li>
+<li><a href="docs/neural-net.html">NeuralNet</a>
+    
+<ul>
+      
+<li><a href="docs/layer.html">Layer</a></li>
+      
+<li><a href="docs/param.html">Param</a></li>
+    </ul></li>
+    
+<li><a href="docs/train-one-batch.html">TrainOneBatch</a></li>
     
-<li><a class="externalLink" href="http://singa.incubator.apache.org/docs/param">Param</a></li>
+<li><a href="docs/updater.html">Updater</a></li>
   </ul></li>
   
-<li><a class="externalLink" href="http://singa.incubator.apache.org/docs/train-one-batch">TrainOneBatch</a></li>
+<li><a href="docs/distributed-training.html">Distributed Training</a></li>
   
-<li><a class="externalLink" href="http://singa.incubator.apache.org/docs/updater">Updater</a></li>
+<li><a href="docs/data.html">Data Preparation</a></li>
   
-<li><a class="externalLink" href="http://singa.incubator.apache.org/docs/distributed-training">Distributed Training</a></li>
+<li><a href="docs/checkpoint.html">Checkpoint and Resume</a></li>
   
-<li><a class="externalLink" href="http://singa.incubator.apache.org/docs/data">Data Preparation</a></li>
-  
-<li><a class="externalLink" href="http://singa.incubator.apache.org/docs/checkpoint">Checkpoint and Resume</a></li>
-  
-<li><a class="externalLink" href="http://singa.incubator.apache.org/docs/examples.html">Examples</a></li>
+<li><a href="docs/examples.html">Examples</a>
   
+<ul>
+    
 <li>Feed-forward models
-  
+    
 <ul>
+      
+<li><a href="docs/cnn.html">CNN</a></li>
+      
+<li><a href="docs/mlp.html">MLP</a></li>
+    </ul></li>
     
-<li><a class="externalLink" href="http://singa.incubator.apache.org/docs/cnn">CNN</a></li>
+<li><a href="docs/rbm.html">RBM + Auto-encoder</a></li>
     
-<li><a class="externalLink" href="http://singa.incubator.apache.org/docs/mlp">MLP</a></li>
+<li><a href="docs/rnn.html">RNN</a></li>
   </ul></li>
-  
-<li><a class="externalLink" href="http://singa.incubator.apache.org/docs/rbm">RBM + Auto-encoder</a></li>
-  
-<li><a class="externalLink" href="http://singa.incubator.apache.org/docs/rnn">RNN</a></li>
 </ul>
                   </div>
             </div>

Modified: websites/staging/singa/trunk/content/docs/architecture.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/architecture.html (original)
+++ websites/staging/singa/trunk/content/docs/architecture.html Fri Sep 18 15:11:53 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-09-14 
+ | Generated by Apache Maven Doxia at 2015-09-18 
  | 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="20150914" />
+    <meta name="Date-Revision-yyyymmdd" content="20150918" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; SINGA Architecture</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -20,7 +20,13 @@
   
     <script type="text/javascript" src="../js/apache-maven-fluido-1.4.min.js"></script>
 
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+<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>
+          
                   </head>
         <body class="topBarEnabled">
           
@@ -483,9 +489,9 @@
         <div id="bodyColumn"  class="span10" >
                                   
             <h1>SINGA Architecture</h1>
+<hr />
 <div class="section">
-<div class="section">
-<h3><a name="Logical_Architecture"></a>Logical Architecture</h3>
+<h2><a name="Logical_Architecture"></a>Logical Architecture</h2>
 <p><img src="http://singa.incubator.apache.org/assets/image/logical.png" style="width: 550px" alt="" /> 
 <p><b> Fig.1 - Logical system architecture</b></p>
 <p>SINGA has flexible architecture to support different distributed <a class="externalLink" href="http://singa.incubator.apache.org/docs/frameworks.html">training frameworks</a> (both synchronous and asynchronous). The logical system architecture is shown in Fig.1. The architecture consists of multiple server groups and worker groups:</p>
@@ -507,9 +513,9 @@
 <li><a href=""><b>Hybrid parallelism</b></a>. SINGA also supports hybrid parallelism.</li>
 </ul></div>
 <div class="section">
-<h3><a name="Implementation"></a>Implementation</h3>
+<h2><a name="Implementation"></a>Implementation</h2>
 <p>In SINGA, servers and workers are execution units running in separate threads. They communicate through <a class="externalLink" href="http://singa.incubator.apache.org/docs/communication.html">messages</a>. Every process runs the main thread as a stub that aggregates local messages and forwards them to corresponding (remote) receivers.</p>
-<p>Each server group and worker group have a <i>ParamShard</i> object representing a complete model replica. If workers and servers resident in the same process, their <i>ParamShard</i> (partitions) can be configured to share the same memory space. In this case, the messages transferred between different execution units just contain pointers to the data, which reduces the communication cost. Unlike in inter-process cases, the messages have to include the parameter values.</p></div></div>
+<p>Each server group and worker group have a <i>ParamShard</i> object representing a complete model replica. If workers and servers resident in the same process, their <i>ParamShard</i> (partitions) can be configured to share the same memory space. In this case, the messages transferred between different execution units just contain pointers to the data, which reduces the communication cost. Unlike in inter-process cases, the messages have to include the parameter values.</p></div>
                   </div>
             </div>
           </div>

Modified: websites/staging/singa/trunk/content/docs/checkpoint.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/checkpoint.html (original)
+++ websites/staging/singa/trunk/content/docs/checkpoint.html Fri Sep 18 15:11:53 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
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- | Generated by Apache Maven Doxia at 2015-09-14 
+ | Generated by Apache Maven Doxia at 2015-09-18 
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 <html xmlns="http://www.w3.org/1999/xhtml" xml:lang="en" lang="en">
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     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <meta name="Date-Revision-yyyymmdd" content="20150914" />
+    <meta name="Date-Revision-yyyymmdd" content="20150918" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; CheckPoint</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -20,7 +20,13 @@
   
     <script type="text/javascript" src="../js/apache-maven-fluido-1.4.min.js"></script>
 
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+          
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         <body class="topBarEnabled">
           
@@ -483,6 +489,7 @@
         <div id="bodyColumn"  class="span10" >
                                   
             <h1>CheckPoint</h1>
+<hr />
 <p>SINGA checkpoints model parameters onto disk periodically according to user configured frequency. By checkpointing model parameters, we can</p>
 
 <ol style="list-style-type: decimal">
@@ -507,12 +514,18 @@
 
 <div class="source">
 <div class="source"><pre class="prettyprint"># job.conf
-workspace: &quot;WORKSPACE&quot;
 checkpoint_after: 100
 checkpoint_frequency: 300
 ...
 </pre></div></div>
-<p>Checkpointing files are located at <i>WORKSPACE/checkpoint/stepSTEP-workerWORKERID.bin</i>. For the above configuration, after training for 700 steps, there would be two checkpointing files,</p>
+<p>Checkpointing files are located at <i>WORKSPACE/checkpoint/stepSTEP-workerWORKERID.bin</i>. <i>WORKSPACE</i> is configured in</p>
+
+<div class="source">
+<div class="source"><pre class="prettyprint">cluster {
+  workspace:
+}
+</pre></div></div>
+<p>For the above configuration, after training for 700 steps, there would be two checkpointing files,</p>
 
 <div class="source">
 <div class="source"><pre class="prettyprint">step400-worker0.bin
@@ -547,16 +560,7 @@ checkpoint : &quot;WORKSPACE/checkpoint/
 
 <div class="source">
 <div class="source"><pre class="prettyprint">./bin/singa-run.sh -conf JOB_CONF
-</pre></div></div>
-<p>{% comment %}</p></div>
-<div class="section">
-<h2><a name="Advanced_user_guide"></a>Advanced user guide</h2>
-<p>Checkpointing is done in the <a class="externalLink" href="http://singa.incubator.apache.org/api/classsinga_1_1Worker.html">Worker class</a>. Only <tt>Param</tt>s from the first group are dumped into checkpointing files. For a <tt>Param</tt> object, its name, version and values are saved. It is possible that the snapshot is separated into multiple files because the neural net is partitioned into multiple workers.</p>
-<p>The Worker&#x2019;s <tt>InitLocalParam</tt> function will initialize parameters from checkpointing files if the <tt>checkpoint</tt> field is set. Otherwise it randomly initialize them using user configured initialization method. The <tt>Param</tt> objects are matched based on name. If a <tt>Param</tt> object is not configured with a name, <tt>NeuralNet</tt> class will automatically create one for it based on the name of the layer. The <tt>checkpoint</tt> can be set by users (Application 1) or by the <tt>Resume</tt> function (Application 2) of the Trainer class, which finds the files for the latest snapshot and add them to the <tt>checkpoint</tt> filed. It also sets the <tt>step</tt> field of model configuration to the checkpoint step (extracted from file name).</p>
-<div class="section">
-<h3><a name="Caution"></a>Caution</h3>
-<p>Both two applications must be taken carefully when <tt>Param</tt> objects are partitioned due to model partitioning. Because if the training is done using 2 workers, while the new model (or continue training) is trained with 3 workers, then the same original <tt>Param</tt> object is partitioned in different ways and hence cannot be matched.</p>
-<p>{% endcomment %}</p></div></div>
+</pre></div></div></div>
                   </div>
             </div>
           </div>

Modified: websites/staging/singa/trunk/content/docs/cnn.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/cnn.html (original)
+++ websites/staging/singa/trunk/content/docs/cnn.html Fri Sep 18 15:11:53 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-09-14 
+ | Generated by Apache Maven Doxia at 2015-09-18 
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     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <meta name="Date-Revision-yyyymmdd" content="20150914" />
+    <meta name="Date-Revision-yyyymmdd" content="20150918" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; CNN Example</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -20,7 +20,13 @@
   
     <script type="text/javascript" src="../js/apache-maven-fluido-1.4.min.js"></script>
 
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+<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>
+          
                   </head>
         <body class="topBarEnabled">
           
@@ -483,6 +489,7 @@
         <div id="bodyColumn"  class="span10" >
                                   
             <h1>CNN Example</h1>
+<hr />
 <p>Convolutional neural network (CNN) is a type of feed-forward artificial neural network widely used for image and video classification. In this example, we will use a deep CNN model to do image classification for the <a class="externalLink" href="http://www.cs.toronto.edu/~kriz/cifar.html">CIFAR10 dataset</a>.</p>
 <div class="section">
 <h2><a name="Running_instructions"></a>Running instructions</h2>

Modified: websites/staging/singa/trunk/content/docs/code-structure.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/code-structure.html (original)
+++ websites/staging/singa/trunk/content/docs/code-structure.html Fri Sep 18 15:11:53 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-09-14 
+ | Generated by Apache Maven Doxia at 2015-09-18 
  | Rendered using Apache Maven Fluido Skin 1.4
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   <head>
     <meta charset="UTF-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <meta name="Date-Revision-yyyymmdd" content="20150914" />
+    <meta name="Date-Revision-yyyymmdd" content="20150918" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Code Structure</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -20,7 +20,13 @@
   
     <script type="text/javascript" src="../js/apache-maven-fluido-1.4.min.js"></script>
 
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+                      
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+<script type="text/x-mathjax-config">MathJax.Hub.Config({tex2jax: {inlineMath: [['$','$'], ['\\(','\\)']]}});</script>
+          
                   </head>
         <body class="topBarEnabled">
           

Modified: websites/staging/singa/trunk/content/docs/communication.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/communication.html (original)
+++ websites/staging/singa/trunk/content/docs/communication.html Fri Sep 18 15:11:53 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-09-14 
+ | Generated by Apache Maven Doxia at 2015-09-18 
  | 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="20150914" />
+    <meta name="Date-Revision-yyyymmdd" content="20150918" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Communication</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -20,7 +20,13 @@
   
     <script type="text/javascript" src="../js/apache-maven-fluido-1.4.min.js"></script>
 
-    
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+        
+<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>
+          
                   </head>
         <body class="topBarEnabled">
           
@@ -483,14 +489,14 @@
         <div id="bodyColumn"  class="span10" >
                                   
             <h1>Communication</h1>
+<hr />
 <p>Different messaging libraries has different benefits and drawbacks. For instance, MPI provides fast message passing between GPUs (using GPUDirect), but does not support fault-tolerance well. On the contrary, systems using ZeroMQ can be fault-tolerant, but does not support GPUDirect. The AllReduce function of MPI is also missing in ZeroMQ which is efficient for data aggregation for distributed training. In Singa, we provide general messaging APIs for communication between threads within a process and across processes, and let users choose the underlying implementation (MPI or ZeroMQ) that meets their requirements.</p>
 <p>Singa&#x2019;s messaging library consists of two components, namely the message, and the socket to send and receive messages. <b>Socket</b> refers to a Singa defined data structure instead of the Linux Socket. We will introduce the two components in detail with the following figure as an example architecture.</p>
 <p><img src="../images/arch/arch2.png" style="width: 550px" alt="" /> <img src="../images/arch/comm.png" style="width: 550px" alt="" /> 
 <p><b> Fig.1 - Example physical architecture and network connection</b></p>
 <p>Fig.1 shows an example physical architecture and its network connection. <a class="externalLink" href="http://singa.incubator.apache.org/docs/architecture.html}">Section-partition server side ParamShard</a> has a detailed description of the architecture. Each process consists of one main thread running the stub and multiple background threads running the worker and server tasks. The stub of the main thread forwards messages among threads . The worker and server tasks are performed by the background threads.</p>
 <div class="section">
-<div class="section">
-<h3><a name="Message"></a>Message</h3>
+<h2><a name="Message"></a>Message</h2>
 <p><object type="image/svg+xml" style="width: 100px" data="../images/msg.svg"> Not supported </object> 
 <p><b> Fig.2 - Logical message format</b></p>
 <p>Fig.2 shows the logical message format which has two parts, the header and the content. The message header includes the sender&#x2019;s and receiver&#x2019;s IDs, each consisting of the group ID and the worker/server ID within the group. The stub forwards messages by looking up an address table based on the receiver&#x2019;s ID. There are two sets of messages according to the message type defined below.</p>
@@ -700,10 +706,10 @@ inline int AddrType(int addr) {
 }
 </pre></div></div></div>
 <div class="section">
-<h3><a name="Socket"></a>Socket</h3>
-<p>In Singa, there are two types of sockets, the Dealer Socket and the Router Socket, whose names are adapted from ZeroMQ. All connections are of the same type, i.e., Dealer&lt;&#x2013;&gt;Router. The communication between dealers and routers are asynchronous. In other words, one Dealer socket can talk with multiple Router sockets, and one Router socket can talk with multiple Dealer sockets.</p>
+<h2><a name="Socket"></a>Socket</h2>
+<p>In SINGA, there are two types of sockets, the Dealer Socket and the Router Socket, whose names are adapted from ZeroMQ. All connections are of the same type, i.e., Dealer&lt;&#x2013;&gt;Router. The communication between dealers and routers are asynchronous. In other words, one Dealer socket can talk with multiple Router sockets, and one Router socket can talk with multiple Dealer sockets.</p>
 <div class="section">
-<h4><a name="Base_Socket"></a>Base Socket</h4>
+<h3><a name="Base_Socket"></a>Base Socket</h3>
 <p>The basic functions of a Singa Socket is to send and receive messages. The APIs are:</p>
 
 <div class="source">
@@ -759,7 +765,7 @@ inline int AddrType(int addr) {
 };
 </pre></div></div></div>
 <div class="section">
-<h4><a name="Dealer_Socket"></a>Dealer Socket</h4>
+<h3><a name="Dealer_Socket"></a>Dealer Socket</h3>
 <p>The Dealer socket inherits from the base Socket. In Singa, every Dealer socket only connects to one Router socket as shown in Fig.1. The connection is set up by connecting the Dealer socket to the endpoint of a Router socket.</p>
 
 <div class="source">
@@ -791,7 +797,7 @@ inline int AddrType(int addr) {
 };
 </pre></div></div></div>
 <div class="section">
-<h4><a name="Router_Socket"></a>Router Socket</h4>
+<h3><a name="Router_Socket"></a>Router Socket</h3>
 <p>The Router socket inherits from the base Socket. One Router socket connects to at least one Dealer socket. Upon receiving a message, the router forwards it to the appropriate dealer according to the receiver&#x2019;s ID of this message.</p>
 
 <div class="source">
@@ -829,16 +835,16 @@ inline int AddrType(int addr) {
 };
 </pre></div></div></div></div>
 <div class="section">
-<h3><a name="Implementation"></a>Implementation</h3>
+<h2><a name="Implementation"></a>Implementation</h2>
 <div class="section">
-<h4><a name="ZeroMQ"></a>ZeroMQ</h4>
+<h3><a name="ZeroMQ"></a>ZeroMQ</h3>
 <p><b>Why <a class="externalLink" href="http://zeromq.org/">ZeroMQ</a>?</b> Our previous design used MPI for communication between Singa processes. But MPI is a poor choice when it comes to fault-tolerance, because failure at one node brings down the entire MPI cluster. ZeroMQ, on the other hand, is fault tolerant in the sense that one node failure does not affect the other nodes. ZeroMQ consists of several basic communication patterns that can be easily combined to create more complex network topologies.</p>
 <p><img src="../images/msg-flow.png" style="width: 550px" alt="" /> 
 <p><b> Fig.3 - Messages flow for ZeroMQ</b></p>
 <p>The communication APIs of Singa are similar to the DEALER-ROUTER pattern of ZeroMQ. Hence we can easily implement the Dealer socket using ZeroMQ&#x2019;s DEALER socket, and Router socket using ZeroMQ&#x2019;s ROUTER socket. The intra-process can be implemented using ZeroMQ&#x2019;s inproc transport, and the inter-process can be implemented using the tcp transport (To exploit the Infiniband, we can use the sdp transport). Fig.3 shows the message flow using ZeroMQ as the underlying implementation. The messages sent from dealers has two frames for the message header, and one or more frames for the message content. The messages sent from routers have another frame for the identifier of the destination dealer.</p>
 <p>Besides the DEALER-ROUTER pattern, we may also implement the Dealer socket and Router socket using other ZeroMQ patterns. To be continued.</p></div>
 <div class="section">
-<h4><a name="MPI"></a>MPI</h4>
+<h3><a name="MPI"></a>MPI</h3>
 <p>Since MPI does not provide intra-process communication, we have to implement it inside the Router and Dealer socket. A simple solution is to allocate one message queue for each socket. Messages sent to one socket is inserted into the queue of that socket. We create a SafeQueue class to ensure the consistency of the queue. All queues are created by the main thread and passed to all sockets&#x2019; constructor via <i>args</i>.</p>
 
 <div class="source">
@@ -856,51 +862,7 @@ class SafeQueue{
 };
 </pre></div></div>
 <p>For inter-process communication, we serialize the message and call MPI&#x2019;s send/receive functions to transfer them. All inter-process connections are setup by MPI at the beginning. Consequently, the Connect and Bind functions do nothing for both inter-process and intra-process communication.</p>
-<p>MPI&#x2019;s AllReduce function is efficient for data aggregation in distributed training. For example, <a class="externalLink" href="http://arxiv.org/abs/1501.02876">DeepImage of Baidu</a> uses AllReduce to aggregate the updates of parameter from all workers. It has similar architecture as <a href="architecture.html">Fig.2</a>, where every process has a server group and is connected with all other processes. Hence, we can implement DeepImage in Singa by simply using MPI&#x2019;s AllReduce function for inter-process communication.</p>
-<p>{% comment %}</p></div>
-<div class="section">
-<h4><a name="Server_socket"></a>Server socket</h4>
-<p>Each server has a DEALER socket to communicate with the stub in the main thread via an <i>in-proc</i> socket. It receives requests issued from workers and other servers, and forwarded by the ROUTER of the stub. Since the requests are forwarded by the stub, we can make the location of workers transparent to server threads. The stub records the locations of workers and servers.</p>
-<p>As explained previously in the [APIs](<a class="externalLink" href="http://singa.incubator.apache.org{%">http://singa.incubator.apache.org{%</a> post_url /docs/2015-03-20-parameter-management %}) for parameter management, some requests may not be processed immediately but have to be re-queued. For instance, the Get request cannot be processed if the requested parameter is not available, i.e., the parameter has not been put into the server&#x2019;s ParamShard. The re-queueing operation is implemented sendings the messages to the ROUTER socket of the stub which treats the message as a newly arrived request and queues it for processing.</p></div>
-<div class="section">
-<h4><a name="Worker_socket"></a>Worker socket</h4>
-<p>Each worker thread has a DEALER socket to communicate with the stub in the main thread via an <i>in-proc</i> socket. It sends (Get/Update) requests to the ROUTER in the stub which forwards the request to (local or remote) processes. In case of the partition of ParamShard of worker side, it may also transfer data with other workers via the DEALER socket. Again, the location of the other side (a server or worker) of the communication is transparent to the worker. The stub handles the addressing.</p>
-<p>PMClient executes the training logic, during which it generates GET and UPDATE requests. A request received at the worker&#x2019;s main thread contains ID of the PMClient instance. The worker determines which server to send the request based on its content, then sends it via the corresponding socket. Response messages received from any of the server socket are forwarded to the in-proc ROUTER socket. Since each response header contains the PMClient ID, it is routed to the correct instance.</p></div>
-<div class="section">
-<h4><a name="Stub_sockets"></a>Stub sockets</h4>
-<div class="section">
-<h5><a name="ROUTER_socket"></a>ROUTER socket</h5>
-<p>The main thread has a ROUTER socket to communicate with background threads.</p>
-<p>It forwards the requests from workers to background servers. There can be multiple servers.If all servers maintain the same (sub) ParamShard, then the request can be forwarded to any of them. Load-balance (like round-robin) can be implemented in the stub to improve the performance. If each server maintains a sub-set of the local ParamShard, then the stub forwards each request to the corresponding server. It also forwards the synchronization requests from remote servers to local servers in the same way.</p>
-<p>In the case of neural network partition (i.e., model partition), neighbor layers would transfer data with each other. Hence, the ROUTER would forwards data transfer requests from one worker to other worker. The stub looks up the location table to decide where to forward each request.</p></div>
-<div class="section">
-<h5><a name="DEALER_sockets"></a>DEALER sockets</h5>
-<p>The main thread has multiple DEALER sockets to communicate with other processes, one socket per process. Two processes are connected if one of the following cases exists:</p>
-
-<ul>
-  
-<li>one worker group spans across the two processes;</li>
-  
-<li>two connected server groups are separated in the two processes;</li>
-  
-<li>workers and the subscribed servers are separated in the two processes.</li>
-</ul>
-<p>All messages in SINGA are of multi-frame ZeroMQ format. The figure above demonstrates different types of messages exchanged in the system.</p>
-
-<ol style="list-style-type: decimal">
-  
-<li>Requests generated by PMClient consist of the parameter content (which could be empty), followed by the parameter ID (key) and the request type (GET/PUT/REQUEST). Responses received by PMClient are also of this format.</li>
-  
-<li>Messages received by the worker&#x2019;s main thread from PMClient instances contain another frame identifying the PMClient connection (or PMClient ID).</li>
-  
-<li>Requests originating form a worker and arriving at the server contain another frame identifying the worker&#x2019;s connection (or Worker ID).</li>
-  
-<li>Requests originating from another server and arriving at the server have the same format as (3), but the first frame identifies the server connection (or Server ID).</li>
-  
-<li>After a PMServer processes a request, it generates a message with the format similar to (3) but with extra frame indicating if the message is to be routed back to a worker (a response message) or to route to another server (a SYNC request).</li>
-  
-<li>When a request is re-queued, the PMServer generates a message and sends it directly to the server&#x2019;s front-end socket. The re-queued request seen by the server&#x2019;s main thread consists of all the frames in (3), followed by a REQUEUED frame, and finally by another frame generated by the ROUTER socket identifying connection from the PMServer instance. The main thread then strips off these additional two frames before forwarding it to another PMServer instance like another ordinary request. {% endcomment %}</li>
-</ol></div></div></div></div>
+<p>MPI&#x2019;s AllReduce function is efficient for data aggregation in distributed training. For example, <a class="externalLink" href="http://arxiv.org/abs/1501.02876">DeepImage of Baidu</a> uses AllReduce to aggregate the updates of parameter from all workers. It has similar architecture as <a href="architecture.html">Fig.2</a>, where every process has a server group and is connected with all other processes. Hence, we can implement DeepImage in Singa by simply using MPI&#x2019;s AllReduce function for inter-process communication.</p></div></div>
                   </div>
             </div>
           </div>

Modified: websites/staging/singa/trunk/content/docs/data.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/data.html (original)
+++ websites/staging/singa/trunk/content/docs/data.html Fri Sep 18 15:11:53 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-09-14 
+ | Generated by Apache Maven Doxia at 2015-09-18 
  | 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="20150914" />
+    <meta name="Date-Revision-yyyymmdd" content="20150918" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Data Preparation</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -20,7 +20,13 @@
   
     <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>
+          
                   </head>
         <body class="topBarEnabled">
           

Modified: websites/staging/singa/trunk/content/docs/debug.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/debug.html (original)
+++ websites/staging/singa/trunk/content/docs/debug.html Fri Sep 18 15:11:53 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-09-14 
+ | Generated by Apache Maven Doxia at 2015-09-18 
  | 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="20150914" />
+    <meta name="Date-Revision-yyyymmdd" content="20150918" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; How to Debug</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -20,7 +20,13 @@
   
     <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>
+          
                   </head>
         <body class="topBarEnabled">
           
@@ -484,15 +490,11 @@
                                   
             <h1>How to Debug</h1>
 <hr />
-<div class="section">
-<div class="section">
-<h3><a name="Compile_with_-g"></a>Compile with -g</h3>
-<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. The files (e.g., Makefile.am) from GNU compilation tool are not easy to change. Hence SINGA comes with a Makefile.example for developers. To compile the code for debugging, just</p>
+<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">cp Makefile.example  Makefile
-#change -O3 to -g for the CXXFLAGS
-make singa
+<div class="source"><pre class="prettyprint">./configure --enable-debug
+make
 </pre></div></div>
 <p>To debug, first start zookeeper if it is not started yet, and launch GDB</p>
 
@@ -500,14 +502,14 @@ make singa
 <div class="source"><pre class="prettyprint"># do this for only once
 ./bin/zk-service.sh start
 # do this every time
-gdb singa
+gdb ./bin/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>
+<p>Now you can set your breakpoints and start running.</p>
                   </div>
             </div>
           </div>

Modified: websites/staging/singa/trunk/content/docs/distributed-training.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/distributed-training.html (original)
+++ websites/staging/singa/trunk/content/docs/distributed-training.html Fri Sep 18 15:11:53 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-09-14 
+ | Generated by Apache Maven Doxia at 2015-09-18 
  | 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="20150914" />
+    <meta name="Date-Revision-yyyymmdd" content="20150918" />
     <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" />
@@ -20,7 +20,13 @@
   
     <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>
+          
                   </head>
         <body class="topBarEnabled">
           

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 Fri Sep 18 15:11:53 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-09-14 
+ | Generated by Apache Maven Doxia at 2015-09-18 
  | 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="20150914" />
+    <meta name="Date-Revision-yyyymmdd" content="20150918" />
     <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" />
@@ -20,7 +20,13 @@
   
     <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>
+          
                   </head>
         <body class="topBarEnabled">
           

Modified: websites/staging/singa/trunk/content/docs/frameworks.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/frameworks.html (original)
+++ websites/staging/singa/trunk/content/docs/frameworks.html Fri Sep 18 15:11:53 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-09-14 
+ | Generated by Apache Maven Doxia at 2015-09-18 
  | 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="20150914" />
+    <meta name="Date-Revision-yyyymmdd" content="20150918" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Distributed Training Framework</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -20,7 +20,13 @@
   
     <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>
+          
                   </head>
         <body class="topBarEnabled">
           

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 Fri Sep 18 15:11:53 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-09-14 
+ | Generated by Apache Maven Doxia at 2015-09-18 
  | 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="20150914" />
+    <meta name="Date-Revision-yyyymmdd" content="20150918" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Installation</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -20,7 +20,13 @@
   
     <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>
+          
                   </head>
         <body class="topBarEnabled">
           
@@ -483,11 +489,11 @@
         <div id="bodyColumn"  class="span10" >
                                   
             <h1>Installation</h1>
+<hr />
 <div class="section">
-<div class="section">
-<h3><a name="Dependencies"></a>Dependencies</h3>
+<h2><a name="Dependencies"></a>Dependencies</h2>
 <p>SINGA is developed and tested on Linux platforms.</p>
-<p>The following dependenies are required:</p>
+<p>The following dependent libraries are required:</p>
 
 <ul>
   
@@ -513,19 +519,12 @@
 
 <ul>
   
-<li>
-<p>gtest version 1.7.0</p></li>
-  
-<li>
-<p>opencv version 2.4.9</p></li>
-  
-<li>
-<p>lmdb version 0.9.10</p></li>
+<li>lmdb version 0.9.10</li>
 </ul>
-<p>SINGA comes with a script for installing the external libraries (see below).</p></div>
+<p>SINGA comes with a script for installing the above libraries (see below).</p></div>
 <div class="section">
-<h3><a name="Building_SINGA_from_source"></a>Building SINGA from source</h3>
-<p>SINGA is built using GNU autotools. GCC (version &gt;= 4.8) is required. There are three ways to build SINGA,</p>
+<h2><a name="Building_SINGA_from_source"></a>Building SINGA from source</h2>
+<p>SINGA is built using GNU autotools. GCC (version &gt;= 4.8) is required. There are two ways to build SINGA,</p>
 
 <ul>
   
@@ -540,6 +539,7 @@ $ ./configure
 $ make
 </pre></div></div></li>
 </ul>
+<p>Note: It is an oversight that we forgot to delete the singa repo under <a class="externalLink" href="https://github.com/orgs/nusinga">nusinga</a>  account after we became Apache Incubator project &#x2013; the source  in that repo was not up to date, and we apologize for any inconvenience.</p>
 
 <ul>
   
@@ -558,35 +558,35 @@ $ make
 <div class="source"><pre class="prettyprint">$ ./configure --enable-lmdb
 </pre></div></div></li>
 </ul>
+<p>The SINGA test is not included by default settings. If you want to run the test, please compile with <tt>--enable-test</tt>. You can run:</p>
 
-<ul>
-  
-<li>
-<p>In case you do not have the GNU auto tools to run <tt>autogen.sh</tt>, SINGA  provides a Makefile.example file, which is used as</p>
-  
 <div class="source">
-<div class="source"><pre class="prettyprint">$ cp Makefile.example Makefile
+<div class="source"><pre class="prettyprint">$ ./configure --enable-test
 $ make
 </pre></div></div>
-<p>Code depending on lmdb can be added into the compilation by</p>
-  
+<p>After compilation, you will find the binary file singatest. Just run it! More details about configure script can be found by running:</p>
+
 <div class="source">
-<div class="source"><pre class="prettyprint">make -DUSE_LMDB
-</pre></div></div></li>
-</ul>
-<p>After compiling SINGA successfully, the <tt>libsinga.so</tt> will be generated into .lib/ folder and an executable file <tt>singa</tt> is generated under bin/.</p>
+<div class="source"><pre class="prettyprint">    $ ./configure --help
+</pre></div></div>
+<p>After compiling SINGA successfully, the <i>libsinga.so</i> and the executable file <i>singa</i> will be generated into <i>.libs/</i> folder.</p>
 <p>If some dependent libraries are missing (or not detected), you can use the following script to download and install them:</p>
 
 <div class="source">
 <div class="source"><pre class="prettyprint">$ cd thirdparty
 $ ./install.sh MISSING_LIBRARY_NAME1 YOUR_INSTALL_PATH1 MISSING_LIBRARY_NAME2 YOUR_INSTALL_PATH2 ...
 </pre></div></div>
-<p>If you do not specify the installation path, the library will be installed in the default folder specified by the software itself. For example, if you want to build <tt>zeromq</tt> library in system folder and <tt>gflags</tt> in <tt>/usr/local</tt>, just run:</p>
+<p>If you do not specify the installation path, the library will be installed in the default folder specified by the software itself. For example, if you want to install <tt>zeromq</tt> library in the default system folder, run it as</p>
+
+<div class="source">
+<div class="source"><pre class="prettyprint">$ ./install.sh zeromq
+</pre></div></div>
+<p>Or, if you want to install it into another folder,</p>
 
 <div class="source">
-<div class="source"><pre class="prettyprint">$ ./install.sh zeromq gflags /usr/local
+<div class="source"><pre class="prettyprint">$ ./install.sh zeromq --prefix=YOUR_FOLDER
 </pre></div></div>
-<p>You can also install all dependencies in <tt>/usr/local</tt> directory:</p>
+<p>You can also install all dependencies in <i>/usr/local</i> directory:</p>
 
 <div class="source">
 <div class="source"><pre class="prettyprint">$ ./install.sh all /usr/local
@@ -597,11 +597,9 @@ $ ./install.sh MISSING_LIBRARY_NAME1 YOU
 <div class="source"><pre class="prettyprint">MISSING_LIBRARY_NAME  LIBRARIES
 cmake                 cmake tools
 czmq*                 czmq lib
-gflags                gflags lib
 glog                  glog lib
 lmdb                  lmdb lib
 OpenBLAS              OpenBLAS lib
-opencv                OpenCV
 protobuf              Google protobuf
 zeromq                zeromq lib
 zookeeper             Apache zookeeper
@@ -609,9 +607,9 @@ zookeeper             Apache zookeeper
 <p>*: Since <tt>czmq</tt> depends on <tt>zeromq</tt>, the script offers you one more argument to indicate <tt>zeromq</tt> location. The installation commands of <tt>czmq</tt> is:</p>
 
 <div class="source">
-<div class="source"><pre class="prettyprint">$./install.sh czmq  /usr/local /usr/local/zeromq
+<div class="source"><pre class="prettyprint">$./install.sh czmq /usr/local /usr/local/zeromq
 </pre></div></div>
-<p>After the execution, <tt>czmq</tt> will be installed in <tt>/usr/local</tt> while <tt>zeromq</tt> is installed in <tt>/usr/local/zeromq</tt>.</p></div>
+<p>After the execution, <tt>czmq</tt> will be installed in <i>/usr/local</i>. The last path specifies the path to zeromq.</p>
 <div class="section">
 <h3><a name="FAQ"></a>FAQ</h3>
 <p>Q1:While compiling SINGA and installing <tt>glog</tt> on max OS X, I get fatal error <tt>'ext/slist' file not found</tt></p>
@@ -634,7 +632,7 @@ zookeeper             Apache zookeeper
 </pre></div></div>
 <p>Or as an alternative option, you can also edit LIBRARY_PATH to figure it out.</p>
 <p>Q4:I get <tt>ImportError: cannot import name enum_type_wrapper</tt> from google.protobuf.internal when I try to import .py files.</p>
-<p>A4:After install google protobuf by &#x201c;make install&#x201d;, we should install python runtime libraries. Go to protobuf source directory, run:</p>
+<p>A4:After install google protobuf by <tt>make install</tt>, we should install python runtime libraries. Go to protobuf source directory, run:</p>
 
 <div class="source">
 <div class="source"><pre class="prettyprint">$ cd /PROTOBUF/SOURCE/FOLDER



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