Author: buildbot
Date: Wed Jul 22 15:43:23 2015
New Revision: 959178

Log:
Staging update by buildbot for singa

Added:
    websites/staging/singa/trunk/content/docs/user-guide.html
Removed:
    websites/staging/singa/trunk/content/docs/program-model.html
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/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/datashard.html
    websites/staging/singa/trunk/content/docs/examples.html
    websites/staging/singa/trunk/content/docs/hdfs.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/neuralnet-partition.html
    websites/staging/singa/trunk/content/docs/neuralnet.html
    websites/staging/singa/trunk/content/docs/rbm.html
    websites/staging/singa/trunk/content/docs/rnn.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 Wed Jul 22 15:43:23 2015
@@ -1 +1 @@
-1691945
+1692292

Modified: websites/staging/singa/trunk/content/community.html
==============================================================================
--- websites/staging/singa/trunk/content/community.html (original)
+++ websites/staging/singa/trunk/content/community.html Wed Jul 22 15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <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" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a href="docs/model-config.html"  
title="Model Configuration">Model Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="docs/program-model.html" title="Programming 
Model">
+                          <a href="docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <li>

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 Wed Jul 
22 15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <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" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <li>

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 Wed Jul 22 
15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <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" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <li>

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 Wed 
Jul 22 15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <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" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <li>

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 Wed Jul 22 
15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <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" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <li>

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 Wed Jul 
22 15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <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" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <li>

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 Wed Jul 
22 15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <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" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <li>

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 Wed Jul 22 
15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <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" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <li>

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 Wed Jul 22 
15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <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" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <li>

Modified: websites/staging/singa/trunk/content/docs.html
==============================================================================
--- websites/staging/singa/trunk/content/docs.html (original)
+++ websites/staging/singa/trunk/content/docs.html Wed Jul 22 15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <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" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a href="docs/model-config.html"  
title="Model Configuration">Model Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="docs/program-model.html" title="Programming 
Model">
+                          <a href="docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <li>

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 Wed Jul 22 
15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; System Architecture</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <li>

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 Wed Jul 22 15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; </title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <li>

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 Wed Jul 22 
15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <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" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <li>

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 Wed Jul 22 
15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <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" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <li>

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 Wed Jul 22 15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; </title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <li>

Modified: websites/staging/singa/trunk/content/docs/datashard.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/datashard.html (original)
+++ websites/staging/singa/trunk/content/docs/datashard.html Wed Jul 22 
15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; </title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <li>

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 Wed Jul 22 15:43:23 
2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; </title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <li>

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 Wed Jul 22 15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; </title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <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 Wed Jul 22 
15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <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" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -241,9 +241,9 @@
                                                                                
                 
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <li>
@@ -451,6 +451,7 @@
 <div class="section">
 <h3><a name="Dependencies"></a>Dependencies</h3>
 <p>SINGA is developed and tested on Linux platforms with the following 
external libraries.</p>
+<p>The following dependenies are required:</p>
 
 <ul>
   
@@ -461,18 +462,12 @@
 <p>glog version 0.3.3.</p></li>
   
 <li>
-<p>gtest version 1.7.0.</p></li>
-  
-<li>
 <p>google-protobuf version 2.6.0.</p></li>
   
 <li>
 <p>openblas version &gt;= 0.2.10.</p></li>
   
 <li>
-<p>opencv version 2.4.9.</p></li>
-  
-<li>
 <p>zeromq version &gt;= 3.2</p></li>
   
 <li>
@@ -481,6 +476,19 @@
 <li>
 <p>zookeeper version 3.4.6</p></li>
 </ul>
+<p>Optional dependencies include:</p>
+
+<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>
+</ul>
 <p>Tips: For libraries like openblas, opencv, older versions may also work, 
because we do not use any newly added features.</p></div>
 <div class="section">
 <h3><a name="Building_SINGA_From_Source"></a>Building SINGA From Source</h3>

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 Wed Jul 22 15:43:23 
2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; </title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                           
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <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 Wed Jul 22 15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; </title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <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 Wed Jul 22 15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; </title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <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 Wed Jul 22 
15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Model Configuration</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                           
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <li class="active">

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 Wed Jul 
22 15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Neural Network Partition</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <li>

Modified: websites/staging/singa/trunk/content/docs/neuralnet.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/neuralnet.html (original)
+++ websites/staging/singa/trunk/content/docs/neuralnet.html Wed Jul 22 
15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; </title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                           
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <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 Wed Jul 22 15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; </title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <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 Wed Jul 22 15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; </title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="../docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="../docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a 
href="../docs/model-config.html"  title="Model Configuration">Model 
Configuration</a>
 </li>
@@ -243,9 +243,9 @@
                                                                                
                 
       <li>
   
-                          <a href="../docs/program-model.html" 
title="Programming Model">
+                          <a href="../docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <li>

Added: websites/staging/singa/trunk/content/docs/user-guide.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/user-guide.html (added)
+++ websites/staging/singa/trunk/content/docs/user-guide.html Wed Jul 22 
15:43:23 2015
@@ -0,0 +1,540 @@
+<!DOCTYPE html>
+<!--
+ | Generated by Apache Maven Doxia at 2015-07-22 
+ | 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="20150722" />
+    <meta http-equiv="Content-Language" content="en" />
+    <title>Apache SINGA &#x2013; Programming Model</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/user-guide.html"  
title="User Guide">User 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>
+                              </ul>
+            </li>
+                  
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/data.html"  title="Data 
Preparation">Data Preparation</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/datashard.html"  
title="DataShard">DataShard</a>
+</li>
+                                  <li>      <a href="../docs/lmdb.html"  
title="LMDB">LMDB</a>
+</li>
+                                  <li>      <a href="../docs/hdfs.html"  
title="HDFS">HDFS</a>
+</li>
+                              </ul>
+            </li>
+                  
+                      <li>      <a href="../docs/architecture.html"  
title="System Architecture">System Architecture</a>
+</li>
+                  
+                      <li>      <a href="../docs/communication.html"  
title="Communication">Communication</a>
+</li>
+                  
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/examples.html"  
title="Examples">Examples</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/mlp.html"  
title="MLP">MLP</a>
+</li>
+                                  <li>      <a href="../docs/cnn.html"  
title="CNN">CNN</a>
+</li>
+                                  <li>      <a href="../docs/rbm.html"  
title="RBM">RBM</a>
+</li>
+                                  <li>      <a href="../docs/rnn.html"  
title="RNN">RNN</a>
+</li>
+                              </ul>
+            </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 ">Programming Model</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 class="active">
+  
+            <a href="#"><span class="icon-chevron-down"></span>User 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>
+              </ul>
+        </li>
+                                                                               
                 
+      <li>
+  
+                          <a href="../docs/data.html" title="Data Preparation">
+          <span class="icon-chevron-down"></span>
+        Data Preparation</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/datashard.html" title="DataShard">
+          <span class="none"></span>
+        DataShard</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/lmdb.html" title="LMDB">
+          <span class="none"></span>
+        LMDB</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/hdfs.html" title="HDFS">
+          <span class="none"></span>
+        HDFS</a>
+            </li>
+              </ul>
+        </li>
+                
+      <li>
+  
+                          <a href="../docs/architecture.html" title="System 
Architecture">
+          <span class="none"></span>
+        System Architecture</a>
+            </li>
+                
+      <li>
+  
+                          <a href="../docs/communication.html" 
title="Communication">
+          <span class="none"></span>
+        Communication</a>
+            </li>
+                                                                               
                                   
+      <li>
+  
+                          <a href="../docs/examples.html" title="Examples">
+          <span class="icon-chevron-down"></span>
+        Examples</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/mlp.html" title="MLP">
+          <span class="none"></span>
+        MLP</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/cnn.html" title="CNN">
+          <span class="none"></span>
+        CNN</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/rbm.html" title="RBM">
+          <span class="none"></span>
+        RBM</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/rnn.html" title="RNN">
+          <span class="none"></span>
+        RNN</a>
+            </li>
+              </ul>
+        </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="Programming_Model"></a>Programming Model</h2>
+<p>We describe the programming model of SINGA to provide users instructions of 
implementing a new model and submitting the training job. The programming model 
is made almost transparent to the underlying distributed environment. Hence 
users do not need to worry much about the communication and synchronization of 
nodes, which is discussed in <a href="architecture.html">architecture</a> in 
details.</p>
+<div class="section">
+<h3><a name="Deep_learning_training"></a>Deep learning training</h3>
+<p>Deep learning is labeled as a feature learning technique, which usually 
consists of multiple layers. Each layer is associated a feature transformation 
function. After going through all layers, the raw input feature (e.g., pixels 
of images) would be converted into a high-level feature that is easier for 
tasks like classification.</p>
+<p>Training a deep learning model is to find the optimal parameters involved 
in the transformation functions that generates good features for specific 
tasks. The goodness of a set of parameters is measured by a loss function, 
e.g., <a class="externalLink" 
href="https://en.wikipedia.org/wiki/Cross_entropy";>Cross-Entropy Loss</a>. 
Since the loss functions are usually non-linear and non-convex, it is difficult 
to get a closed form solution. Normally, people uses the SGD algorithm which 
randomly initializes the parameters and then iteratively update them to reduce 
the loss.</p></div>
+<div class="section">
+<h3><a name="Steps_to_submit_a_training_job"></a>Steps to submit a training 
job</h3>
+<p>SINGA uses the stochastic gradient descent (SGD) algorithm to train 
parameters of deep learning models. For each SGD iteration, there is a <a 
href="architecture.html">Worker</a> computing gradients of parameters from the 
NeuralNet and a <a href="">Updater</a> updating parameter values based on 
gradients. SINGA has implemented three algorithms for gradient calculation, 
namely Back propagation algorithm for feed-forward models, back-propagation 
through time for recurrent neural networks and contrastive divergence for 
energy models like RBM and DBM. Variant SGD updaters are also provided, 
including <a class="externalLink" 
href="http://arxiv.org/pdf/1212.5701v1.pdf";>AdaDelta</a>, <a 
class="externalLink" 
href="http://www.magicbroom.info/Papers/DuchiHaSi10.pdf";>AdaGrad</a>, <a 
class="externalLink" 
href="http://www.cs.toronto.edu/~tijmen/csc321/slides/lecture_slides_lec6.pdf";>RMSProp</a>,
 <a class="externalLink" 
href="http://scholar.google.com/citations?view_op=view_citation&amp;hl=en&a
 
mp;user=DJ8Ep8YAAAAJ&amp;citation_for_view=DJ8Ep8YAAAAJ:hkOj_22Ku90C">Nesterov</a>.</p>
+<p>Consequently, what a user needs to do to submit a training job is</p>
+
+<ol style="list-style-type: decimal">
+  
+<li>
+<p><a href="data.html">Prepare the data</a> for training, validation and 
test.</p></li>
+  
+<li>
+<p><a href="layer.html">Implement the new Layers</a> to support specific 
feature transformations  required in the new model.</p></li>
+  
+<li>
+<p>Configure the training job including the <a 
href="architecture.html">cluster setting</a>  and <a 
href="model-config.html">model configuration</a></p></li>
+</ol></div>
+<div class="section">
+<h3><a name="Driver_program"></a>Driver program</h3>
+<p>Each training job has a driver program that</p>
+
+<ul>
+  
+<li>
+<p>registers the layers implemented by the user and,</p></li>
+  
+<li>
+<p>starts the <a class="externalLink" 
href="https://github.com/apache/incubator-singa/blob/master/include/trainer/trainer.h";>Trainer</a>
  by providing the job configuration.</p></li>
+</ul>
+<p>An example driver program is like</p>
+
+<div class="source">
+<div class="source"><pre class="prettyprint">#include &quot;singa.h&quot;
+#include &quot;user-layer.h&quot;  // header for user defined layers
+
+DEFINE_int32(job, -1, &quot;Job ID&quot;);  // job ID generated by the SINGA 
script
+DEFINE_string(workspace, &quot;examples/mnist/&quot;, &quot;workspace of the 
training job&quot;);
+DEFINE_bool(resume, false, &quot;resume from checkpoint&quot;);
+
+int main(int argc, char** argv) {
+  google::InitGoogleLogging(argv[0]);
+  gflags::ParseCommandLineFlags(&amp;argc, &amp;argv, true);
+
+  // register all user defined layers in user-layer.h
+  Register(kFooLayer, FooLayer);
+  ...
+
+  JobProto jobConf;
+  // read job configuration from text conf file
+  ReadProtoFromTextFile(&amp;jobConf, FLAGS_workspace + &quot;/job.conf&quot;);
+  Trainer trainer;
+  trainer.Start(FLAGS_job, jobConf, FLAGS_resume);
+}
+</pre></div></div>
+<p>Users can also configure the job in the driver program instead of writing 
the configuration file</p>
+
+<div class="source">
+<div class="source"><pre class="prettyprint">  JobProto jobConf;
+  jobConf.set_job_name(&quot;my singa job&quot;);
+  ... // configure cluster and model
+  Trainer trainer;
+  trainer.Start(FLAGS_job, jobConf, FLAGS_resume);
+</pre></div></div>
+<p>We will provide helper functions to make the configuration easier in the 
future, like <a class="externalLink" 
href="https://github.com/fchollet/keras";>keras</a>.</p>
+<p>Compile and link the driver program with singa library to generate an 
executable, e.g., with name <tt>mysinga</tt>. To submit the job, just pass the 
path of the executable and the workspace to the singa job submission script</p>
+
+<div class="source">
+<div class="source"><pre class="prettyprint">./bin/singa-run.sh &lt;path to 
mysinga&gt; -workspace=&lt;my job workspace&gt;
+</pre></div></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/index.html
==============================================================================
--- websites/staging/singa/trunk/content/index.html (original)
+++ websites/staging/singa/trunk/content/index.html Wed Jul 22 15:43:23 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-20 
+ | Generated by Apache Maven Doxia at 2015-07-22 
  | 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="20150720" />
+    <meta name="Date-Revision-yyyymmdd" content="20150722" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Welcome to Apache SINGA</title>
     <link rel="stylesheet" href="./css/apache-maven-fluido-1.4.min.css" />
@@ -71,7 +71,7 @@
 </li>
                   
                       <li class="dropdown-submenu">
-                                      <a href="docs/program-model.html"  
title="Programming Model">Programming Model</a>
+                                      <a href="docs/user-guide.html"  
title="User Guide">User Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a href="docs/model-config.html"  
title="Model Configuration">Model Configuration</a>
 </li>
@@ -241,9 +241,9 @@
                                                                                
                 
       <li>
   
-                          <a href="docs/program-model.html" title="Programming 
Model">
+                          <a href="docs/user-guide.html" title="User Guide">
           <span class="icon-chevron-down"></span>
-        Programming Model</a>
+        User Guide</a>
                     <ul class="nav nav-list">
                     
       <li>


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