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From build...@apache.org
Subject svn commit: r964043 [3/4] - in /websites/staging/singa/trunk/content: ./ community/ develop/ docs/
Date Wed, 02 Sep 2015 13:40:07 GMT
Modified: websites/staging/singa/trunk/content/docs/neural-net.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/neural-net.html (original)
+++ websites/staging/singa/trunk/content/docs/neural-net.html Wed Sep  2 13:40:05 2015
@@ -67,20 +67,30 @@
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Documentaion <b class="caret"></b></a>
         <ul class="dropdown-menu">
         
+                      <li>      <a href="../docs/overview.html"  title="Introduction">Introduction</a>
+</li>
+                  
                       <li>      <a href="../docs/installation.html"  title="Installation">Installation</a>
 </li>
                   
+                      <li>      <a href="../docs/quick-start.html"  title="Quick Start">Quick Start</a>
+</li>
+                  
                       <li class="dropdown-submenu">
                                       <a href="../docs/programmer-guide.html"  title="Programmer Guide">Programmer Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a href="../docs/model-config.html"  title="Model Configuration">Model Configuration</a>
 </li>
-                                  <li>      <a href="../docs/neuralnet.html"  title="Neural Network">Neural Network</a>
+                                  <li>      <a href="../docs/neural-net.html"  title="Neural Network">Neural Network</a>
 </li>
                                   <li>      <a href="../docs/layer.html"  title="Layer">Layer</a>
 </li>
                                   <li>      <a href="../docs/param.html"  title="Param">Param</a>
 </li>
+                                  <li>      <a href="../docs/train-one-batch.html"  title="TrainOneBatch">TrainOneBatch</a>
+</li>
+                                  <li>      <a href="../docs/updater.html"  title="Updater">Updater</a>
+</li>
                               </ul>
             </li>
                   
@@ -102,8 +112,19 @@
                       <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
-                      <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/examples.html"  title="Examples">Examples</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/cnn.html"  title="CNN">CNN</a>
+</li>
+                                  <li>      <a href="../docs/mlp.html"  title="MLP">MLP</a>
 </li>
+                                  <li>      <a href="../docs/rbm.html"  title="RBM + Auto-encoder">RBM + Auto-encoder</a>
+</li>
+                                  <li>      <a href="../docs/rnn.html"  title="RNN">RNN</a>
+</li>
+                              </ul>
+            </li>
                   
                       <li>      <a href="../docs/debug.html"  title="Debug">Debug</a>
 </li>
@@ -230,11 +251,25 @@
                               
       <li>
   
+                          <a href="../docs/overview.html" title="Introduction">
+          <span class="none"></span>
+        Introduction</a>
+            </li>
+                
+      <li>
+  
                           <a href="../docs/installation.html" title="Installation">
           <span class="none"></span>
         Installation</a>
             </li>
-                                                                                                                  
+                
+      <li>
+  
+                          <a href="../docs/quick-start.html" title="Quick Start">
+          <span class="none"></span>
+        Quick Start</a>
+            </li>
+                                                                                                                                                                
       <li>
   
                           <a href="../docs/programmer-guide.html" title="Programmer Guide">
@@ -249,12 +284,10 @@
         Model Configuration</a>
             </li>
                     
-      <li>
+      <li class="active">
   
-                          <a href="../docs/neuralnet.html" title="Neural Network">
-          <span class="none"></span>
-        Neural Network</a>
-            </li>
+            <a href="#"><span class="none"></span>Neural Network</a>
+          </li>
                     
       <li>
   
@@ -269,6 +302,20 @@
           <span class="none"></span>
         Param</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/train-one-batch.html" title="TrainOneBatch">
+          <span class="none"></span>
+        TrainOneBatch</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/updater.html" title="Updater">
+          <span class="none"></span>
+        Updater</a>
+            </li>
               </ul>
         </li>
                                                                                                 
@@ -315,13 +362,43 @@
           <span class="none"></span>
         Checkpoint</a>
             </li>
-                
+                                                                                                                  
       <li>
   
                           <a href="../docs/examples.html" title="Examples">
-          <span class="none"></span>
+          <span class="icon-chevron-down"></span>
         Examples</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/cnn.html" title="CNN">
+          <span class="none"></span>
+        CNN</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/mlp.html" title="MLP">
+          <span class="none"></span>
+        MLP</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/rbm.html" title="RBM + Auto-encoder">
+          <span class="none"></span>
+        RBM + Auto-encoder</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/rnn.html" title="RNN">
+          <span class="none"></span>
+        RNN</a>
             </li>
+              </ul>
+        </li>
                 
       <li>
   
@@ -427,7 +504,7 @@
                                   
             <h1>Neural Net</h1>
 <p><tt>NeuralNet</tt> in SINGA represents an instance of user&#x2019;s neural net model. As the neural net typically consists of a set of layers, <tt>NeuralNet</tt> comprises a set of unidirectionally connected <a class="externalLink" href="http://singa.incubator.apache.org/docs/layer">Layer</a>s. This page describes how to convert an user&#x2019;s neural net into the configuration of <tt>NeuralNet</tt>.</p>
-<p><img src="http://singa.incubator.apache.org/assets/image/model-category.png" align="center" width="200px" alt="" /> <span><b>Figure 1 - Categorization of popular deep learning models.</b></span></p>
+<p><img src="http://singa.incubator.apache.org/images/model-category.png" align="center" width="200px" alt="" /> <span><b>Figure 1 - Categorization of popular deep learning models.</b></span></p>
 <div class="section">
 <h2><a name="Net_structure_configuration"></a>Net structure configuration</h2>
 <p>Users configure the <tt>NeuralNet</tt> by listing all layers of the neural net and specifying each layer&#x2019;s source layer names. Popular deep learning models can be categorized as Figure 1. The subsequent sections give details for each category.</p>
@@ -435,7 +512,7 @@
 <h3><a name="Feed-forward_models"></a>Feed-forward models</h3>
 
 <div align="left">
-<img src="http://singa.incubator.apache.org/assets/image/mlp-net.png" align="center" width="200px" alt="" />
+<img src="http://singa.incubator.apache.org/images/mlp-net.png" align="center" width="200px" alt="" />
 <span><b>Figure 2 - Net structure of a MLP model.</b></span>
 </div>
 <p>Feed-forward models, e.g., CNN and MLP, can easily get configured as their layer connections are undirected without circles. The configuration for the MLP model shown in Figure 1 is as follows,</p>
@@ -471,7 +548,7 @@
 </pre></div></div></div>
 <div class="section">
 <h3><a name="Energy_models"></a>Energy models</h3>
-<p><img src="http://singa.incubator.apache.org/assets/image/rbm-rnn.png" align="center" width="500px" alt="" /> <span><b>Figure 3 - Convert connections in RBM and RNN.</b></span></p>
+<p><img src="http://singa.incubator.apache.org/images/rbm-rnn.png" align="center" width="500px" alt="" /> <span><b>Figure 3 - Convert connections in RBM and RNN.</b></span></p>
 <p>For energy models including RBM, DBM, etc., their connections are undirected (i.e., Category B). To represent these models using <tt>NeuralNet</tt>, users can simply replace each connection with two directed connections, as shown in Figure 3a. In other words, for each pair of connected layers, their source layer field should include each other&#x2019;s name. The full <a class="externalLink" href="http://singa.incubator.apache.org/docs/rbm">RBM example</a> has detailed neural net configuration for a RBM model, which looks like</p>
 
 <div class="source">
@@ -513,7 +590,7 @@
 <p>A neural net can be partitioned in different ways to distribute the training over multiple workers.</p>
 <div class="section">
 <h3><a name="Batch_and_feature_dimension"></a>Batch and feature dimension</h3>
-<p><img src="http://singa.incubator.apache.org/assets/image/partition_fc.png" align="center" width="400px" alt="" /> <span><b>Figure 4 - Partitioning of a fully connected layer.</b></span></p>
+<p><img src="http://singa.incubator.apache.org/images/partition_fc.png" align="center" width="400px" alt="" /> <span><b>Figure 4 - Partitioning of a fully connected layer.</b></span></p>
 <p>Every layer&#x2019;s feature blob is considered a matrix whose rows are feature vectors. Thus, one layer can be split on two dimensions. Partitioning on dimension 0 (also called batch dimension) slices the feature matrix by rows. For instance, if the mini-batch size is 256 and the layer is partitioned into 2 sub-layers, each sub-layer would have 128 feature vectors in its feature blob. Partitioning on this dimension has no effect on the parameters, as every <a class="externalLink" href="http://singa.incubator.apache.org/docs/param">Param</a> object is replicated in the sub-layers. Partitioning on dimension 1 (also called feature dimension) slices the feature matrix by columns. For example, suppose the original feature vector has 50 units, after partitioning into 2 sub-layers, each sub-layer would have 25 units. This partitioning may result in <a class="externalLink" href="http://singa.incubator.apache.org/docs/param">Param</a> object being split, as shown in Figure 4. Both the bi
 as vector and weight matrix are partitioned into two sub-layers.</p></div>
 <div class="section">
 <h3><a name="Partitioning_configuration"></a>Partitioning configuration</h3>
@@ -658,8 +735,7 @@ Param* paramid2param(int id) const;
 <p>SINGA partitions the neural net in <tt>CreateGraph</tt> function, which creates one node for each (partitioned) layer. For example, if one layer&#x2019;s partition dimension is 0 or 1, then it creates <tt>npartition</tt> nodes for it; if the partition dimension is -1, a single node is created, i.e., no partitioning. Each node is assigned a partition (or location) ID. If the original layer is configured with a location ID, then the ID is assigned to each newly created node. These nodes are connected according to the connections of the original layers. Some connection layers will be added automatically. For instance, if two connected sub-layers are located at two different workers, then a pair of bridge layers is inserted to transfer the feature (and gradient) blob between them. When two layers are partitioned on different dimensions, a concatenation layer which concatenates feature rows (or columns) and a slice layer which slices feature rows (or columns) would be inserted. These 
 connection layers help making the network communication and synchronization transparent to the users.</p></div>
 <div class="section">
 <h4><a name="Dispatching_partitions_to_workers"></a>Dispatching partitions to workers</h4>
-<p>Each (partitioned) layer is assigned a location ID, based on which it is dispatched to one worker. Particularly, the shared pointer to the <tt>NeuralNet</tt> instance is passed to every worker within the same group, but each worker only computes over the layers that have the same partition (or location) ID as the worker&#x2019;s ID. When every worker computes the gradients of the entire model parameters (strategy-2), we refer to this process as data parallelism. When different workers compute the gradients of different parameters (strategy-3 or strategy-1), we call this process model parallelism. The hybrid partitioning leads to hybrid parallelism where some workers compute the gradients of the same subset of model parameters while other workers compute on different model parameters. For example, to implement the hybrid parallelism in for the <a class="externalLink" href="http://arxiv.org/abs/1404.5997">DCNN model</a>, we set <tt>partition_dim = 0</tt> for lower layers and <tt>pa
 rtition_dim = 1</tt> for higher layers.</p>
-<p>{% endcomment %}</p></div></div></div>
+<p>Each (partitioned) layer is assigned a location ID, based on which it is dispatched to one worker. Particularly, the shared pointer to the <tt>NeuralNet</tt> instance is passed to every worker within the same group, but each worker only computes over the layers that have the same partition (or location) ID as the worker&#x2019;s ID. When every worker computes the gradients of the entire model parameters (strategy-2), we refer to this process as data parallelism. When different workers compute the gradients of different parameters (strategy-3 or strategy-1), we call this process model parallelism. The hybrid partitioning leads to hybrid parallelism where some workers compute the gradients of the same subset of model parameters while other workers compute on different model parameters. For example, to implement the hybrid parallelism in for the <a class="externalLink" href="http://arxiv.org/abs/1404.5997">DCNN model</a>, we set <tt>partition_dim = 0</tt> for lower layers and <tt>pa
 rtition_dim = 1</tt> for higher layers.</p></div></div></div>
                   </div>
             </div>
           </div>

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 Sep  2 13:40:05 2015
@@ -67,20 +67,30 @@
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Documentaion <b class="caret"></b></a>
         <ul class="dropdown-menu">
         
+                      <li>      <a href="../docs/overview.html"  title="Introduction">Introduction</a>
+</li>
+                  
                       <li>      <a href="../docs/installation.html"  title="Installation">Installation</a>
 </li>
                   
+                      <li>      <a href="../docs/quick-start.html"  title="Quick Start">Quick Start</a>
+</li>
+                  
                       <li class="dropdown-submenu">
                                       <a href="../docs/programmer-guide.html"  title="Programmer Guide">Programmer Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a href="../docs/model-config.html"  title="Model Configuration">Model Configuration</a>
 </li>
-                                  <li>      <a href="../docs/neuralnet.html"  title="Neural Network">Neural Network</a>
+                                  <li>      <a href="../docs/neural-net.html"  title="Neural Network">Neural Network</a>
 </li>
                                   <li>      <a href="../docs/layer.html"  title="Layer">Layer</a>
 </li>
                                   <li>      <a href="../docs/param.html"  title="Param">Param</a>
 </li>
+                                  <li>      <a href="../docs/train-one-batch.html"  title="TrainOneBatch">TrainOneBatch</a>
+</li>
+                                  <li>      <a href="../docs/updater.html"  title="Updater">Updater</a>
+</li>
                               </ul>
             </li>
                   
@@ -102,8 +112,19 @@
                       <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
-                      <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/examples.html"  title="Examples">Examples</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/cnn.html"  title="CNN">CNN</a>
 </li>
+                                  <li>      <a href="../docs/mlp.html"  title="MLP">MLP</a>
+</li>
+                                  <li>      <a href="../docs/rbm.html"  title="RBM + Auto-encoder">RBM + Auto-encoder</a>
+</li>
+                                  <li>      <a href="../docs/rnn.html"  title="RNN">RNN</a>
+</li>
+                              </ul>
+            </li>
                   
                       <li>      <a href="../docs/debug.html"  title="Debug">Debug</a>
 </li>
@@ -230,11 +251,25 @@
                               
       <li>
   
+                          <a href="../docs/overview.html" title="Introduction">
+          <span class="none"></span>
+        Introduction</a>
+            </li>
+                
+      <li>
+  
                           <a href="../docs/installation.html" title="Installation">
           <span class="none"></span>
         Installation</a>
             </li>
-                                                                                                                  
+                
+      <li>
+  
+                          <a href="../docs/quick-start.html" title="Quick Start">
+          <span class="none"></span>
+        Quick Start</a>
+            </li>
+                                                                                                                                                      
       <li>
   
                           <a href="../docs/programmer-guide.html" title="Programmer Guide">
@@ -251,7 +286,7 @@
                     
       <li>
   
-                          <a href="../docs/neuralnet.html" title="Neural Network">
+                          <a href="../docs/neural-net.html" title="Neural Network">
           <span class="none"></span>
         Neural Network</a>
             </li>
@@ -269,6 +304,20 @@
           <span class="none"></span>
         Param</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/train-one-batch.html" title="TrainOneBatch">
+          <span class="none"></span>
+        TrainOneBatch</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/updater.html" title="Updater">
+          <span class="none"></span>
+        Updater</a>
+            </li>
               </ul>
         </li>
                                                                                                 
@@ -315,13 +364,43 @@
           <span class="none"></span>
         Checkpoint</a>
             </li>
-                
+                                                                                                                  
       <li>
   
                           <a href="../docs/examples.html" title="Examples">
-          <span class="none"></span>
+          <span class="icon-chevron-down"></span>
         Examples</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/cnn.html" title="CNN">
+          <span class="none"></span>
+        CNN</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/mlp.html" title="MLP">
+          <span class="none"></span>
+        MLP</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/rbm.html" title="RBM + Auto-encoder">
+          <span class="none"></span>
+        RBM + Auto-encoder</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/rnn.html" title="RNN">
+          <span class="none"></span>
+        RNN</a>
+            </li>
+              </ul>
+        </li>
                 
       <li>
   

Modified: websites/staging/singa/trunk/content/docs/overview.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/overview.html (original)
+++ websites/staging/singa/trunk/content/docs/overview.html Wed Sep  2 13:40:05 2015
@@ -67,20 +67,30 @@
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Documentaion <b class="caret"></b></a>
         <ul class="dropdown-menu">
         
+                      <li>      <a href="../docs/overview.html"  title="Introduction">Introduction</a>
+</li>
+                  
                       <li>      <a href="../docs/installation.html"  title="Installation">Installation</a>
 </li>
                   
+                      <li>      <a href="../docs/quick-start.html"  title="Quick Start">Quick Start</a>
+</li>
+                  
                       <li class="dropdown-submenu">
                                       <a href="../docs/programmer-guide.html"  title="Programmer Guide">Programmer Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a href="../docs/model-config.html"  title="Model Configuration">Model Configuration</a>
 </li>
-                                  <li>      <a href="../docs/neuralnet.html"  title="Neural Network">Neural Network</a>
+                                  <li>      <a href="../docs/neural-net.html"  title="Neural Network">Neural Network</a>
 </li>
                                   <li>      <a href="../docs/layer.html"  title="Layer">Layer</a>
 </li>
                                   <li>      <a href="../docs/param.html"  title="Param">Param</a>
 </li>
+                                  <li>      <a href="../docs/train-one-batch.html"  title="TrainOneBatch">TrainOneBatch</a>
+</li>
+                                  <li>      <a href="../docs/updater.html"  title="Updater">Updater</a>
+</li>
                               </ul>
             </li>
                   
@@ -102,8 +112,19 @@
                       <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
-                      <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/examples.html"  title="Examples">Examples</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/cnn.html"  title="CNN">CNN</a>
 </li>
+                                  <li>      <a href="../docs/mlp.html"  title="MLP">MLP</a>
+</li>
+                                  <li>      <a href="../docs/rbm.html"  title="RBM + Auto-encoder">RBM + Auto-encoder</a>
+</li>
+                                  <li>      <a href="../docs/rnn.html"  title="RNN">RNN</a>
+</li>
+                              </ul>
+            </li>
                   
                       <li>      <a href="../docs/debug.html"  title="Debug">Debug</a>
 </li>
@@ -228,13 +249,25 @@
             </li>
                               <li class="nav-header">Documentaion</li>
                               
+      <li class="active">
+  
+            <a href="#"><span class="none"></span>Introduction</a>
+          </li>
+                
       <li>
   
                           <a href="../docs/installation.html" title="Installation">
           <span class="none"></span>
         Installation</a>
             </li>
-                                                                                                                  
+                
+      <li>
+  
+                          <a href="../docs/quick-start.html" title="Quick Start">
+          <span class="none"></span>
+        Quick Start</a>
+            </li>
+                                                                                                                                                      
       <li>
   
                           <a href="../docs/programmer-guide.html" title="Programmer Guide">
@@ -251,7 +284,7 @@
                     
       <li>
   
-                          <a href="../docs/neuralnet.html" title="Neural Network">
+                          <a href="../docs/neural-net.html" title="Neural Network">
           <span class="none"></span>
         Neural Network</a>
             </li>
@@ -269,6 +302,20 @@
           <span class="none"></span>
         Param</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/train-one-batch.html" title="TrainOneBatch">
+          <span class="none"></span>
+        TrainOneBatch</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/updater.html" title="Updater">
+          <span class="none"></span>
+        Updater</a>
+            </li>
               </ul>
         </li>
                                                                                                 
@@ -315,13 +362,43 @@
           <span class="none"></span>
         Checkpoint</a>
             </li>
-                
+                                                                                                                  
       <li>
   
                           <a href="../docs/examples.html" title="Examples">
-          <span class="none"></span>
+          <span class="icon-chevron-down"></span>
         Examples</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/cnn.html" title="CNN">
+          <span class="none"></span>
+        CNN</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/mlp.html" title="MLP">
+          <span class="none"></span>
+        MLP</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/rbm.html" title="RBM + Auto-encoder">
+          <span class="none"></span>
+        RBM + Auto-encoder</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/rnn.html" title="RNN">
+          <span class="none"></span>
+        RNN</a>
+            </li>
+              </ul>
+        </li>
                 
       <li>
   

Modified: websites/staging/singa/trunk/content/docs/param.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/param.html (original)
+++ websites/staging/singa/trunk/content/docs/param.html Wed Sep  2 13:40:05 2015
@@ -67,20 +67,30 @@
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Documentaion <b class="caret"></b></a>
         <ul class="dropdown-menu">
         
+                      <li>      <a href="../docs/overview.html"  title="Introduction">Introduction</a>
+</li>
+                  
                       <li>      <a href="../docs/installation.html"  title="Installation">Installation</a>
 </li>
                   
+                      <li>      <a href="../docs/quick-start.html"  title="Quick Start">Quick Start</a>
+</li>
+                  
                       <li class="dropdown-submenu">
                                       <a href="../docs/programmer-guide.html"  title="Programmer Guide">Programmer Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a href="../docs/model-config.html"  title="Model Configuration">Model Configuration</a>
 </li>
-                                  <li>      <a href="../docs/neuralnet.html"  title="Neural Network">Neural Network</a>
+                                  <li>      <a href="../docs/neural-net.html"  title="Neural Network">Neural Network</a>
 </li>
                                   <li>      <a href="../docs/layer.html"  title="Layer">Layer</a>
 </li>
                                   <li>      <a href="../docs/param.html"  title="Param">Param</a>
 </li>
+                                  <li>      <a href="../docs/train-one-batch.html"  title="TrainOneBatch">TrainOneBatch</a>
+</li>
+                                  <li>      <a href="../docs/updater.html"  title="Updater">Updater</a>
+</li>
                               </ul>
             </li>
                   
@@ -102,8 +112,19 @@
                       <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
-                      <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/examples.html"  title="Examples">Examples</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/cnn.html"  title="CNN">CNN</a>
 </li>
+                                  <li>      <a href="../docs/mlp.html"  title="MLP">MLP</a>
+</li>
+                                  <li>      <a href="../docs/rbm.html"  title="RBM + Auto-encoder">RBM + Auto-encoder</a>
+</li>
+                                  <li>      <a href="../docs/rnn.html"  title="RNN">RNN</a>
+</li>
+                              </ul>
+            </li>
                   
                       <li>      <a href="../docs/debug.html"  title="Debug">Debug</a>
 </li>
@@ -230,11 +251,25 @@
                               
       <li>
   
+                          <a href="../docs/overview.html" title="Introduction">
+          <span class="none"></span>
+        Introduction</a>
+            </li>
+                
+      <li>
+  
                           <a href="../docs/installation.html" title="Installation">
           <span class="none"></span>
         Installation</a>
             </li>
-                                                                                                                            
+                
+      <li>
+  
+                          <a href="../docs/quick-start.html" title="Quick Start">
+          <span class="none"></span>
+        Quick Start</a>
+            </li>
+                                                                                                                                                                
       <li>
   
                           <a href="../docs/programmer-guide.html" title="Programmer Guide">
@@ -251,7 +286,7 @@
                     
       <li>
   
-                          <a href="../docs/neuralnet.html" title="Neural Network">
+                          <a href="../docs/neural-net.html" title="Neural Network">
           <span class="none"></span>
         Neural Network</a>
             </li>
@@ -267,6 +302,20 @@
   
             <a href="#"><span class="none"></span>Param</a>
           </li>
+                    
+      <li>
+  
+                          <a href="../docs/train-one-batch.html" title="TrainOneBatch">
+          <span class="none"></span>
+        TrainOneBatch</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/updater.html" title="Updater">
+          <span class="none"></span>
+        Updater</a>
+            </li>
               </ul>
         </li>
                                                                                                 
@@ -313,13 +362,43 @@
           <span class="none"></span>
         Checkpoint</a>
             </li>
-                
+                                                                                                                  
       <li>
   
                           <a href="../docs/examples.html" title="Examples">
-          <span class="none"></span>
+          <span class="icon-chevron-down"></span>
         Examples</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/cnn.html" title="CNN">
+          <span class="none"></span>
+        CNN</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/mlp.html" title="MLP">
+          <span class="none"></span>
+        MLP</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/rbm.html" title="RBM + Auto-encoder">
+          <span class="none"></span>
+        RBM + Auto-encoder</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/rnn.html" title="RNN">
+          <span class="none"></span>
+        RNN</a>
+            </li>
+              </ul>
+        </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 Wed Sep  2 13:40:05 2015
@@ -67,20 +67,30 @@
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Documentaion <b class="caret"></b></a>
         <ul class="dropdown-menu">
         
+                      <li>      <a href="../docs/overview.html"  title="Introduction">Introduction</a>
+</li>
+                  
                       <li>      <a href="../docs/installation.html"  title="Installation">Installation</a>
 </li>
                   
+                      <li>      <a href="../docs/quick-start.html"  title="Quick Start">Quick Start</a>
+</li>
+                  
                       <li class="dropdown-submenu">
                                       <a href="../docs/programmer-guide.html"  title="Programmer Guide">Programmer Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a href="../docs/model-config.html"  title="Model Configuration">Model Configuration</a>
 </li>
-                                  <li>      <a href="../docs/neuralnet.html"  title="Neural Network">Neural Network</a>
+                                  <li>      <a href="../docs/neural-net.html"  title="Neural Network">Neural Network</a>
 </li>
                                   <li>      <a href="../docs/layer.html"  title="Layer">Layer</a>
 </li>
                                   <li>      <a href="../docs/param.html"  title="Param">Param</a>
 </li>
+                                  <li>      <a href="../docs/train-one-batch.html"  title="TrainOneBatch">TrainOneBatch</a>
+</li>
+                                  <li>      <a href="../docs/updater.html"  title="Updater">Updater</a>
+</li>
                               </ul>
             </li>
                   
@@ -102,8 +112,19 @@
                       <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
-                      <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/examples.html"  title="Examples">Examples</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/cnn.html"  title="CNN">CNN</a>
 </li>
+                                  <li>      <a href="../docs/mlp.html"  title="MLP">MLP</a>
+</li>
+                                  <li>      <a href="../docs/rbm.html"  title="RBM + Auto-encoder">RBM + Auto-encoder</a>
+</li>
+                                  <li>      <a href="../docs/rnn.html"  title="RNN">RNN</a>
+</li>
+                              </ul>
+            </li>
                   
                       <li>      <a href="../docs/debug.html"  title="Debug">Debug</a>
 </li>
@@ -230,11 +251,25 @@
                               
       <li>
   
+                          <a href="../docs/overview.html" title="Introduction">
+          <span class="none"></span>
+        Introduction</a>
+            </li>
+                
+      <li>
+  
                           <a href="../docs/installation.html" title="Installation">
           <span class="none"></span>
         Installation</a>
             </li>
-                                                                                                                      
+                
+      <li>
+  
+                          <a href="../docs/quick-start.html" title="Quick Start">
+          <span class="none"></span>
+        Quick Start</a>
+            </li>
+                                                                                                                                                          
       <li class="active">
   
             <a href="#"><span class="icon-chevron-down"></span>Programmer Guide</a>
@@ -249,7 +284,7 @@
                     
       <li>
   
-                          <a href="../docs/neuralnet.html" title="Neural Network">
+                          <a href="../docs/neural-net.html" title="Neural Network">
           <span class="none"></span>
         Neural Network</a>
             </li>
@@ -267,6 +302,20 @@
           <span class="none"></span>
         Param</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/train-one-batch.html" title="TrainOneBatch">
+          <span class="none"></span>
+        TrainOneBatch</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/updater.html" title="Updater">
+          <span class="none"></span>
+        Updater</a>
+            </li>
               </ul>
         </li>
                                                                                                 
@@ -313,13 +362,43 @@
           <span class="none"></span>
         Checkpoint</a>
             </li>
-                
+                                                                                                                  
       <li>
   
                           <a href="../docs/examples.html" title="Examples">
-          <span class="none"></span>
+          <span class="icon-chevron-down"></span>
         Examples</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/cnn.html" title="CNN">
+          <span class="none"></span>
+        CNN</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/mlp.html" title="MLP">
+          <span class="none"></span>
+        MLP</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/rbm.html" title="RBM + Auto-encoder">
+          <span class="none"></span>
+        RBM + Auto-encoder</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/rnn.html" title="RNN">
+          <span class="none"></span>
+        RNN</a>
+            </li>
+              </ul>
+        </li>
                 
       <li>
   

Modified: websites/staging/singa/trunk/content/docs/programming-guide.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/programming-guide.html (original)
+++ websites/staging/singa/trunk/content/docs/programming-guide.html Wed Sep  2 13:40:05 2015
@@ -67,20 +67,30 @@
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Documentaion <b class="caret"></b></a>
         <ul class="dropdown-menu">
         
+                      <li>      <a href="../docs/overview.html"  title="Introduction">Introduction</a>
+</li>
+                  
                       <li>      <a href="../docs/installation.html"  title="Installation">Installation</a>
 </li>
                   
+                      <li>      <a href="../docs/quick-start.html"  title="Quick Start">Quick Start</a>
+</li>
+                  
                       <li class="dropdown-submenu">
                                       <a href="../docs/programmer-guide.html"  title="Programmer Guide">Programmer Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a href="../docs/model-config.html"  title="Model Configuration">Model Configuration</a>
 </li>
-                                  <li>      <a href="../docs/neuralnet.html"  title="Neural Network">Neural Network</a>
+                                  <li>      <a href="../docs/neural-net.html"  title="Neural Network">Neural Network</a>
 </li>
                                   <li>      <a href="../docs/layer.html"  title="Layer">Layer</a>
 </li>
                                   <li>      <a href="../docs/param.html"  title="Param">Param</a>
 </li>
+                                  <li>      <a href="../docs/train-one-batch.html"  title="TrainOneBatch">TrainOneBatch</a>
+</li>
+                                  <li>      <a href="../docs/updater.html"  title="Updater">Updater</a>
+</li>
                               </ul>
             </li>
                   
@@ -102,8 +112,19 @@
                       <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
-                      <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/examples.html"  title="Examples">Examples</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/cnn.html"  title="CNN">CNN</a>
 </li>
+                                  <li>      <a href="../docs/mlp.html"  title="MLP">MLP</a>
+</li>
+                                  <li>      <a href="../docs/rbm.html"  title="RBM + Auto-encoder">RBM + Auto-encoder</a>
+</li>
+                                  <li>      <a href="../docs/rnn.html"  title="RNN">RNN</a>
+</li>
+                              </ul>
+            </li>
                   
                       <li>      <a href="../docs/debug.html"  title="Debug">Debug</a>
 </li>
@@ -230,11 +251,25 @@
                               
       <li>
   
+                          <a href="../docs/overview.html" title="Introduction">
+          <span class="none"></span>
+        Introduction</a>
+            </li>
+                
+      <li>
+  
                           <a href="../docs/installation.html" title="Installation">
           <span class="none"></span>
         Installation</a>
             </li>
-                                                                                                                  
+                
+      <li>
+  
+                          <a href="../docs/quick-start.html" title="Quick Start">
+          <span class="none"></span>
+        Quick Start</a>
+            </li>
+                                                                                                                                                      
       <li>
   
                           <a href="../docs/programmer-guide.html" title="Programmer Guide">
@@ -251,7 +286,7 @@
                     
       <li>
   
-                          <a href="../docs/neuralnet.html" title="Neural Network">
+                          <a href="../docs/neural-net.html" title="Neural Network">
           <span class="none"></span>
         Neural Network</a>
             </li>
@@ -269,6 +304,20 @@
           <span class="none"></span>
         Param</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/train-one-batch.html" title="TrainOneBatch">
+          <span class="none"></span>
+        TrainOneBatch</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/updater.html" title="Updater">
+          <span class="none"></span>
+        Updater</a>
+            </li>
               </ul>
         </li>
                                                                                                 
@@ -315,13 +364,43 @@
           <span class="none"></span>
         Checkpoint</a>
             </li>
-                
+                                                                                                                  
       <li>
   
                           <a href="../docs/examples.html" title="Examples">
-          <span class="none"></span>
+          <span class="icon-chevron-down"></span>
         Examples</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/cnn.html" title="CNN">
+          <span class="none"></span>
+        CNN</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/mlp.html" title="MLP">
+          <span class="none"></span>
+        MLP</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/rbm.html" title="RBM + Auto-encoder">
+          <span class="none"></span>
+        RBM + Auto-encoder</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/rnn.html" title="RNN">
+          <span class="none"></span>
+        RNN</a>
+            </li>
+              </ul>
+        </li>
                 
       <li>
   

Modified: websites/staging/singa/trunk/content/docs/quick-start.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/quick-start.html (original)
+++ websites/staging/singa/trunk/content/docs/quick-start.html Wed Sep  2 13:40:05 2015
@@ -67,20 +67,30 @@
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Documentaion <b class="caret"></b></a>
         <ul class="dropdown-menu">
         
+                      <li>      <a href="../docs/overview.html"  title="Introduction">Introduction</a>
+</li>
+                  
                       <li>      <a href="../docs/installation.html"  title="Installation">Installation</a>
 </li>
                   
+                      <li>      <a href="../docs/quick-start.html"  title="Quick Start">Quick Start</a>
+</li>
+                  
                       <li class="dropdown-submenu">
                                       <a href="../docs/programmer-guide.html"  title="Programmer Guide">Programmer Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a href="../docs/model-config.html"  title="Model Configuration">Model Configuration</a>
 </li>
-                                  <li>      <a href="../docs/neuralnet.html"  title="Neural Network">Neural Network</a>
+                                  <li>      <a href="../docs/neural-net.html"  title="Neural Network">Neural Network</a>
 </li>
                                   <li>      <a href="../docs/layer.html"  title="Layer">Layer</a>
 </li>
                                   <li>      <a href="../docs/param.html"  title="Param">Param</a>
 </li>
+                                  <li>      <a href="../docs/train-one-batch.html"  title="TrainOneBatch">TrainOneBatch</a>
+</li>
+                                  <li>      <a href="../docs/updater.html"  title="Updater">Updater</a>
+</li>
                               </ul>
             </li>
                   
@@ -102,8 +112,19 @@
                       <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
-                      <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/examples.html"  title="Examples">Examples</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/cnn.html"  title="CNN">CNN</a>
 </li>
+                                  <li>      <a href="../docs/mlp.html"  title="MLP">MLP</a>
+</li>
+                                  <li>      <a href="../docs/rbm.html"  title="RBM + Auto-encoder">RBM + Auto-encoder</a>
+</li>
+                                  <li>      <a href="../docs/rnn.html"  title="RNN">RNN</a>
+</li>
+                              </ul>
+            </li>
                   
                       <li>      <a href="../docs/debug.html"  title="Debug">Debug</a>
 </li>
@@ -230,11 +251,23 @@
                               
       <li>
   
+                          <a href="../docs/overview.html" title="Introduction">
+          <span class="none"></span>
+        Introduction</a>
+            </li>
+                
+      <li>
+  
                           <a href="../docs/installation.html" title="Installation">
           <span class="none"></span>
         Installation</a>
             </li>
-                                                                                                                  
+                
+      <li class="active">
+  
+            <a href="#"><span class="none"></span>Quick Start</a>
+          </li>
+                                                                                                                                                      
       <li>
   
                           <a href="../docs/programmer-guide.html" title="Programmer Guide">
@@ -251,7 +284,7 @@
                     
       <li>
   
-                          <a href="../docs/neuralnet.html" title="Neural Network">
+                          <a href="../docs/neural-net.html" title="Neural Network">
           <span class="none"></span>
         Neural Network</a>
             </li>
@@ -269,6 +302,20 @@
           <span class="none"></span>
         Param</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/train-one-batch.html" title="TrainOneBatch">
+          <span class="none"></span>
+        TrainOneBatch</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/updater.html" title="Updater">
+          <span class="none"></span>
+        Updater</a>
+            </li>
               </ul>
         </li>
                                                                                                 
@@ -315,13 +362,43 @@
           <span class="none"></span>
         Checkpoint</a>
             </li>
-                
+                                                                                                                  
       <li>
   
                           <a href="../docs/examples.html" title="Examples">
-          <span class="none"></span>
+          <span class="icon-chevron-down"></span>
         Examples</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/cnn.html" title="CNN">
+          <span class="none"></span>
+        CNN</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/mlp.html" title="MLP">
+          <span class="none"></span>
+        MLP</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/rbm.html" title="RBM + Auto-encoder">
+          <span class="none"></span>
+        RBM + Auto-encoder</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/rnn.html" title="RNN">
+          <span class="none"></span>
+        RNN</a>
+            </li>
+              </ul>
+        </li>
                 
       <li>
   

Modified: websites/staging/singa/trunk/content/docs/rbm.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/rbm.html (original)
+++ websites/staging/singa/trunk/content/docs/rbm.html Wed Sep  2 13:40:05 2015
@@ -67,20 +67,30 @@
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Documentaion <b class="caret"></b></a>
         <ul class="dropdown-menu">
         
+                      <li>      <a href="../docs/overview.html"  title="Introduction">Introduction</a>
+</li>
+                  
                       <li>      <a href="../docs/installation.html"  title="Installation">Installation</a>
 </li>
                   
+                      <li>      <a href="../docs/quick-start.html"  title="Quick Start">Quick Start</a>
+</li>
+                  
                       <li class="dropdown-submenu">
                                       <a href="../docs/programmer-guide.html"  title="Programmer Guide">Programmer Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a href="../docs/model-config.html"  title="Model Configuration">Model Configuration</a>
 </li>
-                                  <li>      <a href="../docs/neuralnet.html"  title="Neural Network">Neural Network</a>
+                                  <li>      <a href="../docs/neural-net.html"  title="Neural Network">Neural Network</a>
 </li>
                                   <li>      <a href="../docs/layer.html"  title="Layer">Layer</a>
 </li>
                                   <li>      <a href="../docs/param.html"  title="Param">Param</a>
 </li>
+                                  <li>      <a href="../docs/train-one-batch.html"  title="TrainOneBatch">TrainOneBatch</a>
+</li>
+                                  <li>      <a href="../docs/updater.html"  title="Updater">Updater</a>
+</li>
                               </ul>
             </li>
                   
@@ -102,8 +112,19 @@
                       <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
-                      <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/examples.html"  title="Examples">Examples</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/cnn.html"  title="CNN">CNN</a>
 </li>
+                                  <li>      <a href="../docs/mlp.html"  title="MLP">MLP</a>
+</li>
+                                  <li>      <a href="../docs/rbm.html"  title="RBM + Auto-encoder">RBM + Auto-encoder</a>
+</li>
+                                  <li>      <a href="../docs/rnn.html"  title="RNN">RNN</a>
+</li>
+                              </ul>
+            </li>
                   
                       <li>      <a href="../docs/debug.html"  title="Debug">Debug</a>
 </li>
@@ -230,11 +251,25 @@
                               
       <li>
   
+                          <a href="../docs/overview.html" title="Introduction">
+          <span class="none"></span>
+        Introduction</a>
+            </li>
+                
+      <li>
+  
                           <a href="../docs/installation.html" title="Installation">
           <span class="none"></span>
         Installation</a>
             </li>
-                                                                                                                  
+                
+      <li>
+  
+                          <a href="../docs/quick-start.html" title="Quick Start">
+          <span class="none"></span>
+        Quick Start</a>
+            </li>
+                                                                                                                                                      
       <li>
   
                           <a href="../docs/programmer-guide.html" title="Programmer Guide">
@@ -251,7 +286,7 @@
                     
       <li>
   
-                          <a href="../docs/neuralnet.html" title="Neural Network">
+                          <a href="../docs/neural-net.html" title="Neural Network">
           <span class="none"></span>
         Neural Network</a>
             </li>
@@ -269,6 +304,20 @@
           <span class="none"></span>
         Param</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/train-one-batch.html" title="TrainOneBatch">
+          <span class="none"></span>
+        TrainOneBatch</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/updater.html" title="Updater">
+          <span class="none"></span>
+        Updater</a>
+            </li>
               </ul>
         </li>
                                                                                                 
@@ -315,13 +364,41 @@
           <span class="none"></span>
         Checkpoint</a>
             </li>
-                
+                                                                                                                            
       <li>
   
                           <a href="../docs/examples.html" title="Examples">
-          <span class="none"></span>
+          <span class="icon-chevron-down"></span>
         Examples</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/cnn.html" title="CNN">
+          <span class="none"></span>
+        CNN</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/mlp.html" title="MLP">
+          <span class="none"></span>
+        MLP</a>
+            </li>
+                    
+      <li class="active">
+  
+            <a href="#"><span class="none"></span>RBM + Auto-encoder</a>
+          </li>
+                    
+      <li>
+  
+                          <a href="../docs/rnn.html" title="RNN">
+          <span class="none"></span>
+        RNN</a>
+            </li>
+              </ul>
+        </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 Wed Sep  2 13:40:05 2015
@@ -67,20 +67,30 @@
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Documentaion <b class="caret"></b></a>
         <ul class="dropdown-menu">
         
+                      <li>      <a href="../docs/overview.html"  title="Introduction">Introduction</a>
+</li>
+                  
                       <li>      <a href="../docs/installation.html"  title="Installation">Installation</a>
 </li>
                   
+                      <li>      <a href="../docs/quick-start.html"  title="Quick Start">Quick Start</a>
+</li>
+                  
                       <li class="dropdown-submenu">
                                       <a href="../docs/programmer-guide.html"  title="Programmer Guide">Programmer Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a href="../docs/model-config.html"  title="Model Configuration">Model Configuration</a>
 </li>
-                                  <li>      <a href="../docs/neuralnet.html"  title="Neural Network">Neural Network</a>
+                                  <li>      <a href="../docs/neural-net.html"  title="Neural Network">Neural Network</a>
 </li>
                                   <li>      <a href="../docs/layer.html"  title="Layer">Layer</a>
 </li>
                                   <li>      <a href="../docs/param.html"  title="Param">Param</a>
 </li>
+                                  <li>      <a href="../docs/train-one-batch.html"  title="TrainOneBatch">TrainOneBatch</a>
+</li>
+                                  <li>      <a href="../docs/updater.html"  title="Updater">Updater</a>
+</li>
                               </ul>
             </li>
                   
@@ -102,8 +112,19 @@
                       <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
-                      <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/examples.html"  title="Examples">Examples</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/cnn.html"  title="CNN">CNN</a>
 </li>
+                                  <li>      <a href="../docs/mlp.html"  title="MLP">MLP</a>
+</li>
+                                  <li>      <a href="../docs/rbm.html"  title="RBM + Auto-encoder">RBM + Auto-encoder</a>
+</li>
+                                  <li>      <a href="../docs/rnn.html"  title="RNN">RNN</a>
+</li>
+                              </ul>
+            </li>
                   
                       <li>      <a href="../docs/debug.html"  title="Debug">Debug</a>
 </li>
@@ -230,11 +251,25 @@
                               
       <li>
   
+                          <a href="../docs/overview.html" title="Introduction">
+          <span class="none"></span>
+        Introduction</a>
+            </li>
+                
+      <li>
+  
                           <a href="../docs/installation.html" title="Installation">
           <span class="none"></span>
         Installation</a>
             </li>
-                                                                                                                  
+                
+      <li>
+  
+                          <a href="../docs/quick-start.html" title="Quick Start">
+          <span class="none"></span>
+        Quick Start</a>
+            </li>
+                                                                                                                                                      
       <li>
   
                           <a href="../docs/programmer-guide.html" title="Programmer Guide">
@@ -251,7 +286,7 @@
                     
       <li>
   
-                          <a href="../docs/neuralnet.html" title="Neural Network">
+                          <a href="../docs/neural-net.html" title="Neural Network">
           <span class="none"></span>
         Neural Network</a>
             </li>
@@ -269,6 +304,20 @@
           <span class="none"></span>
         Param</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/train-one-batch.html" title="TrainOneBatch">
+          <span class="none"></span>
+        TrainOneBatch</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/updater.html" title="Updater">
+          <span class="none"></span>
+        Updater</a>
+            </li>
               </ul>
         </li>
                                                                                                 
@@ -315,13 +364,41 @@
           <span class="none"></span>
         Checkpoint</a>
             </li>
-                
+                                                                                                                            
       <li>
   
                           <a href="../docs/examples.html" title="Examples">
-          <span class="none"></span>
+          <span class="icon-chevron-down"></span>
         Examples</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/cnn.html" title="CNN">
+          <span class="none"></span>
+        CNN</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/mlp.html" title="MLP">
+          <span class="none"></span>
+        MLP</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/rbm.html" title="RBM + Auto-encoder">
+          <span class="none"></span>
+        RBM + Auto-encoder</a>
+            </li>
+                    
+      <li class="active">
+  
+            <a href="#"><span class="none"></span>RNN</a>
+          </li>
+              </ul>
+        </li>
                 
       <li>
   

Modified: websites/staging/singa/trunk/content/docs/train-one-batch.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/train-one-batch.html (original)
+++ websites/staging/singa/trunk/content/docs/train-one-batch.html Wed Sep  2 13:40:05 2015
@@ -67,20 +67,30 @@
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Documentaion <b class="caret"></b></a>
         <ul class="dropdown-menu">
         
+                      <li>      <a href="../docs/overview.html"  title="Introduction">Introduction</a>
+</li>
+                  
                       <li>      <a href="../docs/installation.html"  title="Installation">Installation</a>
 </li>
                   
+                      <li>      <a href="../docs/quick-start.html"  title="Quick Start">Quick Start</a>
+</li>
+                  
                       <li class="dropdown-submenu">
                                       <a href="../docs/programmer-guide.html"  title="Programmer Guide">Programmer Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a href="../docs/model-config.html"  title="Model Configuration">Model Configuration</a>
 </li>
-                                  <li>      <a href="../docs/neuralnet.html"  title="Neural Network">Neural Network</a>
+                                  <li>      <a href="../docs/neural-net.html"  title="Neural Network">Neural Network</a>
 </li>
                                   <li>      <a href="../docs/layer.html"  title="Layer">Layer</a>
 </li>
                                   <li>      <a href="../docs/param.html"  title="Param">Param</a>
 </li>
+                                  <li>      <a href="../docs/train-one-batch.html"  title="TrainOneBatch">TrainOneBatch</a>
+</li>
+                                  <li>      <a href="../docs/updater.html"  title="Updater">Updater</a>
+</li>
                               </ul>
             </li>
                   
@@ -102,8 +112,19 @@
                       <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
-                      <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/examples.html"  title="Examples">Examples</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/cnn.html"  title="CNN">CNN</a>
 </li>
+                                  <li>      <a href="../docs/mlp.html"  title="MLP">MLP</a>
+</li>
+                                  <li>      <a href="../docs/rbm.html"  title="RBM + Auto-encoder">RBM + Auto-encoder</a>
+</li>
+                                  <li>      <a href="../docs/rnn.html"  title="RNN">RNN</a>
+</li>
+                              </ul>
+            </li>
                   
                       <li>      <a href="../docs/debug.html"  title="Debug">Debug</a>
 </li>
@@ -230,11 +251,25 @@
                               
       <li>
   
+                          <a href="../docs/overview.html" title="Introduction">
+          <span class="none"></span>
+        Introduction</a>
+            </li>
+                
+      <li>
+  
                           <a href="../docs/installation.html" title="Installation">
           <span class="none"></span>
         Installation</a>
             </li>
-                                                                                                                  
+                
+      <li>
+  
+                          <a href="../docs/quick-start.html" title="Quick Start">
+          <span class="none"></span>
+        Quick Start</a>
+            </li>
+                                                                                                                                                                
       <li>
   
                           <a href="../docs/programmer-guide.html" title="Programmer Guide">
@@ -251,7 +286,7 @@
                     
       <li>
   
-                          <a href="../docs/neuralnet.html" title="Neural Network">
+                          <a href="../docs/neural-net.html" title="Neural Network">
           <span class="none"></span>
         Neural Network</a>
             </li>
@@ -269,6 +304,18 @@
           <span class="none"></span>
         Param</a>
             </li>
+                    
+      <li class="active">
+  
+            <a href="#"><span class="none"></span>TrainOneBatch</a>
+          </li>
+                    
+      <li>
+  
+                          <a href="../docs/updater.html" title="Updater">
+          <span class="none"></span>
+        Updater</a>
+            </li>
               </ul>
         </li>
                                                                                                 
@@ -315,13 +362,43 @@
           <span class="none"></span>
         Checkpoint</a>
             </li>
-                
+                                                                                                                  
       <li>
   
                           <a href="../docs/examples.html" title="Examples">
-          <span class="none"></span>
+          <span class="icon-chevron-down"></span>
         Examples</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/cnn.html" title="CNN">
+          <span class="none"></span>
+        CNN</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/mlp.html" title="MLP">
+          <span class="none"></span>
+        MLP</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/rbm.html" title="RBM + Auto-encoder">
+          <span class="none"></span>
+        RBM + Auto-encoder</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/rnn.html" title="RNN">
+          <span class="none"></span>
+        RNN</a>
+            </li>
+              </ul>
+        </li>
                 
       <li>
   

Modified: websites/staging/singa/trunk/content/docs/updater.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/updater.html (original)
+++ websites/staging/singa/trunk/content/docs/updater.html Wed Sep  2 13:40:05 2015
@@ -67,20 +67,30 @@
         <a href="#" class="dropdown-toggle" data-toggle="dropdown">Documentaion <b class="caret"></b></a>
         <ul class="dropdown-menu">
         
+                      <li>      <a href="../docs/overview.html"  title="Introduction">Introduction</a>
+</li>
+                  
                       <li>      <a href="../docs/installation.html"  title="Installation">Installation</a>
 </li>
                   
+                      <li>      <a href="../docs/quick-start.html"  title="Quick Start">Quick Start</a>
+</li>
+                  
                       <li class="dropdown-submenu">
                                       <a href="../docs/programmer-guide.html"  title="Programmer Guide">Programmer Guide</a>
               <ul class="dropdown-menu">
                                   <li>      <a href="../docs/model-config.html"  title="Model Configuration">Model Configuration</a>
 </li>
-                                  <li>      <a href="../docs/neuralnet.html"  title="Neural Network">Neural Network</a>
+                                  <li>      <a href="../docs/neural-net.html"  title="Neural Network">Neural Network</a>
 </li>
                                   <li>      <a href="../docs/layer.html"  title="Layer">Layer</a>
 </li>
                                   <li>      <a href="../docs/param.html"  title="Param">Param</a>
 </li>
+                                  <li>      <a href="../docs/train-one-batch.html"  title="TrainOneBatch">TrainOneBatch</a>
+</li>
+                                  <li>      <a href="../docs/updater.html"  title="Updater">Updater</a>
+</li>
                               </ul>
             </li>
                   
@@ -102,8 +112,19 @@
                       <li>      <a href="../docs/checkpoint.html"  title="Checkpoint">Checkpoint</a>
 </li>
                   
-                      <li>      <a href="../docs/examples.html"  title="Examples">Examples</a>
+                      <li class="dropdown-submenu">
+                                      <a href="../docs/examples.html"  title="Examples">Examples</a>
+              <ul class="dropdown-menu">
+                                  <li>      <a href="../docs/cnn.html"  title="CNN">CNN</a>
 </li>
+                                  <li>      <a href="../docs/mlp.html"  title="MLP">MLP</a>
+</li>
+                                  <li>      <a href="../docs/rbm.html"  title="RBM + Auto-encoder">RBM + Auto-encoder</a>
+</li>
+                                  <li>      <a href="../docs/rnn.html"  title="RNN">RNN</a>
+</li>
+                              </ul>
+            </li>
                   
                       <li>      <a href="../docs/debug.html"  title="Debug">Debug</a>
 </li>
@@ -230,11 +251,25 @@
                               
       <li>
   
+                          <a href="../docs/overview.html" title="Introduction">
+          <span class="none"></span>
+        Introduction</a>
+            </li>
+                
+      <li>
+  
                           <a href="../docs/installation.html" title="Installation">
           <span class="none"></span>
         Installation</a>
             </li>
-                                                                                                                  
+                
+      <li>
+  
+                          <a href="../docs/quick-start.html" title="Quick Start">
+          <span class="none"></span>
+        Quick Start</a>
+            </li>
+                                                                                                                                                                
       <li>
   
                           <a href="../docs/programmer-guide.html" title="Programmer Guide">
@@ -251,7 +286,7 @@
                     
       <li>
   
-                          <a href="../docs/neuralnet.html" title="Neural Network">
+                          <a href="../docs/neural-net.html" title="Neural Network">
           <span class="none"></span>
         Neural Network</a>
             </li>
@@ -269,6 +304,18 @@
           <span class="none"></span>
         Param</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/train-one-batch.html" title="TrainOneBatch">
+          <span class="none"></span>
+        TrainOneBatch</a>
+            </li>
+                    
+      <li class="active">
+  
+            <a href="#"><span class="none"></span>Updater</a>
+          </li>
               </ul>
         </li>
                                                                                                 
@@ -315,13 +362,43 @@
           <span class="none"></span>
         Checkpoint</a>
             </li>
-                
+                                                                                                                  
       <li>
   
                           <a href="../docs/examples.html" title="Examples">
-          <span class="none"></span>
+          <span class="icon-chevron-down"></span>
         Examples</a>
+                    <ul class="nav nav-list">
+                    
+      <li>
+  
+                          <a href="../docs/cnn.html" title="CNN">
+          <span class="none"></span>
+        CNN</a>
             </li>
+                    
+      <li>
+  
+                          <a href="../docs/mlp.html" title="MLP">
+          <span class="none"></span>
+        MLP</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/rbm.html" title="RBM + Auto-encoder">
+          <span class="none"></span>
+        RBM + Auto-encoder</a>
+            </li>
+                    
+      <li>
+  
+                          <a href="../docs/rnn.html" title="RNN">
+          <span class="none"></span>
+        RNN</a>
+            </li>
+              </ul>
+        </li>
                 
       <li>
   



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