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 Mon Jul 
27 05:53:45 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-24 
+ | Generated by Apache Maven Doxia at 2015-07-27 
  | 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="20150724" />
+    <meta name="Date-Revision-yyyymmdd" content="20150727" />
     <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" />
@@ -79,6 +79,8 @@
 </li>
                                   <li>      <a href="../docs/layer.html"  
title="Layer">Layer</a>
 </li>
+                                  <li>      <a href="../docs/param.html"  
title="Param">Param</a>
+</li>
                               </ul>
             </li>
                   
@@ -96,6 +98,9 @@
                   
                       <li>      <a href="../docs/examples.html"  
title="Examples">Examples</a>
 </li>
+                  
+                      <li>      <a href="../docs/debug.html"  
title="Debug">Debug</a>
+</li>
                           </ul>
       </li>
                 <li class="dropdown">
@@ -223,7 +228,7 @@
           <span class="none"></span>
         Installation</a>
             </li>
-                                                                               
                 
+                                                                               
                                   
       <li>
   
                           <a href="../docs/programmer-guide.html" 
title="Programmer Guide">
@@ -251,6 +256,13 @@
           <span class="none"></span>
         Layer</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/param.html" title="Param">
+          <span class="none"></span>
+        Param</a>
+            </li>
               </ul>
         </li>
                 
@@ -288,6 +300,13 @@
           <span class="none"></span>
         Examples</a>
             </li>
+                
+      <li>
+  
+                          <a href="../docs/debug.html" title="Debug">
+          <span class="none"></span>
+        Debug</a>
+            </li>
                               <li class="nav-header">Development</li>
                               
       <li>

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 Mon Jul 27 
05:53:45 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-24 
+ | Generated by Apache Maven Doxia at 2015-07-27 
  | 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="20150724" />
+    <meta name="Date-Revision-yyyymmdd" content="20150727" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; </title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -79,6 +79,8 @@
 </li>
                                   <li>      <a href="../docs/layer.html"  
title="Layer">Layer</a>
 </li>
+                                  <li>      <a href="../docs/param.html"  
title="Param">Param</a>
+</li>
                               </ul>
             </li>
                   
@@ -96,6 +98,9 @@
                   
                       <li>      <a href="../docs/examples.html"  
title="Examples">Examples</a>
 </li>
+                  
+                      <li>      <a href="../docs/debug.html"  
title="Debug">Debug</a>
+</li>
                           </ul>
       </li>
                 <li class="dropdown">
@@ -223,7 +228,7 @@
           <span class="none"></span>
         Installation</a>
             </li>
-                                                                               
                           
+                                                                               
                                             
       <li>
   
                           <a href="../docs/programmer-guide.html" 
title="Programmer Guide">
@@ -249,6 +254,13 @@
           <span class="none"></span>
         Layer</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/param.html" title="Param">
+          <span class="none"></span>
+        Param</a>
+            </li>
               </ul>
         </li>
                 
@@ -286,6 +298,13 @@
           <span class="none"></span>
         Examples</a>
             </li>
+                
+      <li>
+  
+                          <a href="../docs/debug.html" title="Debug">
+          <span class="none"></span>
+        Debug</a>
+            </li>
                               <li class="nav-header">Development</li>
                               
       <li>

Modified: websites/staging/singa/trunk/content/docs/programmer-guide.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/programmer-guide.html (original)
+++ websites/staging/singa/trunk/content/docs/programmer-guide.html Mon Jul 27 
05:53:45 2015
@@ -1,15 +1,15 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-24 
+ | Generated by Apache Maven Doxia at 2015-07-27 
  | 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="20150724" />
+    <meta name="Date-Revision-yyyymmdd" content="20150727" />
     <meta http-equiv="Content-Language" content="en" />
-    <title>Apache SINGA &#x2013; Programming Model</title>
+    <title>Apache SINGA &#x2013; Programmer Guide</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" />
@@ -79,6 +79,8 @@
 </li>
                                   <li>      <a href="../docs/layer.html"  
title="Layer">Layer</a>
 </li>
+                                  <li>      <a href="../docs/param.html"  
title="Param">Param</a>
+</li>
                               </ul>
             </li>
                   
@@ -96,6 +98,9 @@
                   
                       <li>      <a href="../docs/examples.html"  
title="Examples">Examples</a>
 </li>
+                  
+                      <li>      <a href="../docs/debug.html"  
title="Debug">Debug</a>
+</li>
                           </ul>
       </li>
                 <li class="dropdown">
@@ -178,7 +183,7 @@
         Apache SINGA</a>
                     <span class="divider">/</span>
       </li>
-        <li class="active ">Programming Model</li>
+        <li class="active ">Programmer Guide</li>
         
                 
                     
@@ -223,7 +228,7 @@
           <span class="none"></span>
         Installation</a>
             </li>
-                                                                               
                     
+                                                                               
                                       
       <li class="active">
   
             <a href="#"><span class="icon-chevron-down"></span>Programmer 
Guide</a>
@@ -249,6 +254,13 @@
           <span class="none"></span>
         Layer</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/param.html" title="Param">
+          <span class="none"></span>
+        Param</a>
+            </li>
               </ul>
         </li>
                 
@@ -286,6 +298,13 @@
           <span class="none"></span>
         Examples</a>
             </li>
+                
+      <li>
+  
+                          <a href="../docs/debug.html" title="Debug">
+          <span class="none"></span>
+        Debug</a>
+            </li>
                               <li class="nav-header">Development</li>
                               
       <li>
@@ -383,11 +402,12 @@
         <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>
+<h2><a name="Programmer_Guide"></a>Programmer Guide</h2>
+<hr />
+<p>This guide provides 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>Deep learning is labeled as a feature learning technique, which usually 
consists of multiple layers. Each layer is associated with 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>

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 Mon Jul 27 05:53:45 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-24 
+ | Generated by Apache Maven Doxia at 2015-07-27 
  | 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="20150724" />
+    <meta name="Date-Revision-yyyymmdd" content="20150727" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; </title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -79,6 +79,8 @@
 </li>
                                   <li>      <a href="../docs/layer.html"  
title="Layer">Layer</a>
 </li>
+                                  <li>      <a href="../docs/param.html"  
title="Param">Param</a>
+</li>
                               </ul>
             </li>
                   
@@ -96,6 +98,9 @@
                   
                       <li>      <a href="../docs/examples.html"  
title="Examples">Examples</a>
 </li>
+                  
+                      <li>      <a href="../docs/debug.html"  
title="Debug">Debug</a>
+</li>
                           </ul>
       </li>
                 <li class="dropdown">
@@ -223,7 +228,7 @@
           <span class="none"></span>
         Installation</a>
             </li>
-                                                                               
                 
+                                                                               
                                   
       <li>
   
                           <a href="../docs/programmer-guide.html" 
title="Programmer Guide">
@@ -251,6 +256,13 @@
           <span class="none"></span>
         Layer</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/param.html" title="Param">
+          <span class="none"></span>
+        Param</a>
+            </li>
               </ul>
         </li>
                 
@@ -288,6 +300,13 @@
           <span class="none"></span>
         Examples</a>
             </li>
+                
+      <li>
+  
+                          <a href="../docs/debug.html" title="Debug">
+          <span class="none"></span>
+        Debug</a>
+            </li>
                               <li class="nav-header">Development</li>
                               
       <li>

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 Mon Jul 27 05:53:45 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-24 
+ | Generated by Apache Maven Doxia at 2015-07-27 
  | 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="20150724" />
+    <meta name="Date-Revision-yyyymmdd" content="20150727" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; </title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />
@@ -79,6 +79,8 @@
 </li>
                                   <li>      <a href="../docs/layer.html"  
title="Layer">Layer</a>
 </li>
+                                  <li>      <a href="../docs/param.html"  
title="Param">Param</a>
+</li>
                               </ul>
             </li>
                   
@@ -96,6 +98,9 @@
                   
                       <li>      <a href="../docs/examples.html"  
title="Examples">Examples</a>
 </li>
+                  
+                      <li>      <a href="../docs/debug.html"  
title="Debug">Debug</a>
+</li>
                           </ul>
       </li>
                 <li class="dropdown">
@@ -223,7 +228,7 @@
           <span class="none"></span>
         Installation</a>
             </li>
-                                                                               
                 
+                                                                               
                                   
       <li>
   
                           <a href="../docs/programmer-guide.html" 
title="Programmer Guide">
@@ -251,6 +256,13 @@
           <span class="none"></span>
         Layer</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/param.html" title="Param">
+          <span class="none"></span>
+        Param</a>
+            </li>
               </ul>
         </li>
                 
@@ -288,6 +300,13 @@
           <span class="none"></span>
         Examples</a>
             </li>
+                
+      <li>
+  
+                          <a href="../docs/debug.html" title="Debug">
+          <span class="none"></span>
+        Debug</a>
+            </li>
                               <li class="nav-header">Development</li>
                               
       <li>

Modified: websites/staging/singa/trunk/content/index.html
==============================================================================
--- websites/staging/singa/trunk/content/index.html (original)
+++ websites/staging/singa/trunk/content/index.html Mon Jul 27 05:53:45 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-24 
+ | Generated by Apache Maven Doxia at 2015-07-27 
  | 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="20150724" />
+    <meta name="Date-Revision-yyyymmdd" content="20150727" />
     <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" />
@@ -79,6 +79,8 @@
 </li>
                                   <li>      <a href="docs/layer.html"  
title="Layer">Layer</a>
 </li>
+                                  <li>      <a href="docs/param.html"  
title="Param">Param</a>
+</li>
                               </ul>
             </li>
                   
@@ -96,6 +98,9 @@
                   
                       <li>      <a href="docs/examples.html"  
title="Examples">Examples</a>
 </li>
+                  
+                      <li>      <a href="docs/debug.html"  
title="Debug">Debug</a>
+</li>
                           </ul>
       </li>
                 <li class="dropdown">
@@ -221,7 +226,7 @@
           <span class="none"></span>
         Installation</a>
             </li>
-                                                                               
                 
+                                                                               
                                   
       <li>
   
                           <a href="docs/programmer-guide.html" 
title="Programmer Guide">
@@ -249,6 +254,13 @@
           <span class="none"></span>
         Layer</a>
             </li>
+                    
+      <li>
+  
+                          <a href="docs/param.html" title="Param">
+          <span class="none"></span>
+        Param</a>
+            </li>
               </ul>
         </li>
                 
@@ -286,6 +298,13 @@
           <span class="none"></span>
         Examples</a>
             </li>
+                
+      <li>
+  
+                          <a href="docs/debug.html" title="Debug">
+          <span class="none"></span>
+        Debug</a>
+            </li>
                               <li class="nav-header">Development</li>
                               
       <li>

Modified: websites/staging/singa/trunk/content/introduction.html
==============================================================================
--- websites/staging/singa/trunk/content/introduction.html (original)
+++ websites/staging/singa/trunk/content/introduction.html Mon Jul 27 05:53:45 
2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-24 
+ | Generated by Apache Maven Doxia at 2015-07-27 
  | 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="20150724" />
+    <meta name="Date-Revision-yyyymmdd" content="20150727" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Introduction</title>
     <link rel="stylesheet" href="./css/apache-maven-fluido-1.4.min.css" />
@@ -79,6 +79,8 @@
 </li>
                                   <li>      <a href="docs/layer.html"  
title="Layer">Layer</a>
 </li>
+                                  <li>      <a href="docs/param.html"  
title="Param">Param</a>
+</li>
                               </ul>
             </li>
                   
@@ -96,6 +98,9 @@
                   
                       <li>      <a href="docs/examples.html"  
title="Examples">Examples</a>
 </li>
+                  
+                      <li>      <a href="docs/debug.html"  
title="Debug">Debug</a>
+</li>
                           </ul>
       </li>
                 <li class="dropdown">
@@ -221,7 +226,7 @@
           <span class="none"></span>
         Installation</a>
             </li>
-                                                                               
                 
+                                                                               
                                   
       <li>
   
                           <a href="docs/programmer-guide.html" 
title="Programmer Guide">
@@ -249,6 +254,13 @@
           <span class="none"></span>
         Layer</a>
             </li>
+                    
+      <li>
+  
+                          <a href="docs/param.html" title="Param">
+          <span class="none"></span>
+        Param</a>
+            </li>
               </ul>
         </li>
                 
@@ -286,6 +298,13 @@
           <span class="none"></span>
         Examples</a>
             </li>
+                
+      <li>
+  
+                          <a href="docs/debug.html" title="Debug">
+          <span class="none"></span>
+        Debug</a>
+            </li>
                               <li class="nav-header">Development</li>
                               
       <li>

Modified: websites/staging/singa/trunk/content/quick-start.html
==============================================================================
--- websites/staging/singa/trunk/content/quick-start.html (original)
+++ websites/staging/singa/trunk/content/quick-start.html Mon Jul 27 05:53:45 
2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-07-24 
+ | Generated by Apache Maven Doxia at 2015-07-27 
  | 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="20150724" />
+    <meta name="Date-Revision-yyyymmdd" content="20150727" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Quick Start</title>
     <link rel="stylesheet" href="./css/apache-maven-fluido-1.4.min.css" />
@@ -79,6 +79,8 @@
 </li>
                                   <li>      <a href="docs/layer.html"  
title="Layer">Layer</a>
 </li>
+                                  <li>      <a href="docs/param.html"  
title="Param">Param</a>
+</li>
                               </ul>
             </li>
                   
@@ -96,6 +98,9 @@
                   
                       <li>      <a href="docs/examples.html"  
title="Examples">Examples</a>
 </li>
+                  
+                      <li>      <a href="docs/debug.html"  
title="Debug">Debug</a>
+</li>
                           </ul>
       </li>
                 <li class="dropdown">
@@ -221,7 +226,7 @@
           <span class="none"></span>
         Installation</a>
             </li>
-                                                                               
                 
+                                                                               
                                   
       <li>
   
                           <a href="docs/programmer-guide.html" 
title="Programmer Guide">
@@ -249,6 +254,13 @@
           <span class="none"></span>
         Layer</a>
             </li>
+                    
+      <li>
+  
+                          <a href="docs/param.html" title="Param">
+          <span class="none"></span>
+        Param</a>
+            </li>
               </ul>
         </li>
                 
@@ -286,6 +298,13 @@
           <span class="none"></span>
         Examples</a>
             </li>
+                
+      <li>
+  
+                          <a href="docs/debug.html" title="Debug">
+          <span class="none"></span>
+        Debug</a>
+            </li>
                               <li class="nav-header">Development</li>
                               
       <li>


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