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Posted to commits@singa.apache.org by wa...@apache.org on 2017/01/23 04:55:47 UTC

svn commit: r1779877 [3/4] - in /incubator/singa/site/trunk/en: ./ _sources/ _sources/docs/ _sources/docs/model_zoo/ _sources/docs/model_zoo/caffe/ _sources/docs/model_zoo/char-rnn/ _sources/docs/model_zoo/cifar10/ _sources/docs/model_zoo/imagenet/ _so...

Added: incubator/singa/site/trunk/en/docs/model_zoo/index.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/index.html?rev=1779877&view=auto
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--- incubator/singa/site/trunk/en/docs/model_zoo/index.html (added)
+++ incubator/singa/site/trunk/en/docs/model_zoo/index.html Mon Jan 23 04:55:46 2017
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+<h1>Model Zoo<a class="headerlink" href="#model-zoo" title="Permalink to this headline">¶</a></h1>
+<div class="toctree-wrapper compound">
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Added: incubator/singa/site/trunk/en/docs/model_zoo/mnist/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/mnist/README.html?rev=1779877&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/mnist/README.html (added)
+++ incubator/singa/site/trunk/en/docs/model_zoo/mnist/README.html Mon Jan 23 04:55:46 2017
@@ -0,0 +1,263 @@
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+        
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+  </ul>
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+           <div itemprop="articleBody">
+            
+  <div class="section" id="train-a-rbm-model-against-mnist-dataset">
+<span id="train-a-rbm-model-against-mnist-dataset"></span><h1>Train a RBM model against MNIST dataset<a class="headerlink" href="#train-a-rbm-model-against-mnist-dataset" title="Permalink to this headline">¶</a></h1>
+<p>This example is to train an RBM model using the
+MNIST dataset. The RBM model and its hyper-parameters are set following
+<a class="reference external" href="http://www.cs.toronto.edu/~hinton/science.pdf">Hinton&#8217;s paper</a></p>
+<div class="section" id="running-instructions">
+<span id="running-instructions"></span><h2>Running instructions<a class="headerlink" href="#running-instructions" title="Permalink to this headline">¶</a></h2>
+<ol>
+<li><p class="first">Download the pre-processed <a class="reference external" href="https://github.com/mnielsen/neural-networks-and-deep-learning/raw/master/data/mnist.pkl.gz">MNIST dataset</a></p>
+</li>
+<li><p class="first">Start the training</p>
+<div class="highlight-python"><div class="highlight"><pre> python train.py mnist.pkl.gz
+</pre></div>
+</div>
+</li>
+</ol>
+<p>By default the training code would run on CPU. To run it on a GPU card, please start
+the program with an additional argument</p>
+<div class="highlight-python"><div class="highlight"><pre>    python train.py mnist.pkl.gz --use_gpu
+</pre></div>
+</div>
+</div>
+</div>
+
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+          </div>
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Modified: incubator/singa/site/trunk/en/docs/net.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/net.html?rev=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/net.html (original)
+++ incubator/singa/site/trunk/en/docs/net.html Mon Jan 23 04:55:46 2017
@@ -106,7 +106,7 @@
 <li class="toctree-l2"><a class="reference internal" href="snapshot.html">Snapshot</a></li>
 <li class="toctree-l2"><a class="reference internal" href="converter.html">Caffe Converter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="utils.html">Utils</a></li>
-<li class="toctree-l2"><a class="reference internal" href="examples/index.html">Examples</a></li>
+<li class="toctree-l2"><a class="reference internal" href="model_zoo/index.html">Model Zoo</a></li>
 </ul>
 </li>
 </ul>
@@ -171,6 +171,202 @@
 <span id="feedforward-net"></span><h1>FeedForward Net<a class="headerlink" href="#module-singa.net" title="Permalink to this headline">¶</a></h1>
 <p>Nerual net class for constructing the nets using layers and providing access
 functions for net info, e.g., parameters.</p>
+<dl class="class">
+<dt id="singa.net.FeedForwardNet">
+<em class="property">class </em><code class="descclassname">singa.net.</code><code class="descname">FeedForwardNet</code><span class="sig-paren">(</span><em>loss=None</em>, <em>metric=None</em><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet" title="Permalink to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal"><span class="pre">object</span></code></p>
+<dl class="method">
+<dt id="singa.net.FeedForwardNet.to_device">
+<code class="descname">to_device</code><span class="sig-paren">(</span><em>dev</em><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.to_device" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="method">
+<dt id="singa.net.FeedForwardNet.add">
+<code class="descname">add</code><span class="sig-paren">(</span><em>lyr</em>, <em>src=None</em><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.add" title="Permalink to this definition">¶</a></dt>
+<dd><p>Append a layer into the layer list.</p>
+<p>This function will get the sample shape from the src layers to setup the
+newly added layer. For the first layer, it is setup outside. The calling
+function should ensure the correctness of the layer order. If src is
+None, the last layer is the src layer. If there are multiple src layers,
+the src is a list of the src layers.</p>
+<table class="docutils field-list" frame="void" rules="none">
+<col class="field-name" />
+<col class="field-body" />
+<tbody valign="top">
+<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><strong>lyr</strong> (<a class="reference internal" href="layer.html#singa.layer.Layer" title="singa.layer.Layer"><em>Layer</em></a>) &#8211; the layer to be added</td>
+</tr>
+</tbody>
+</table>
+</dd></dl>
+
+<dl class="method">
+<dt id="singa.net.FeedForwardNet.param_values">
+<code class="descname">param_values</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.param_values" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="method">
+<dt id="singa.net.FeedForwardNet.param_specs">
+<code class="descname">param_specs</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.param_specs" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="method">
+<dt id="singa.net.FeedForwardNet.param_names">
+<code class="descname">param_names</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.param_names" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="method">
+<dt id="singa.net.FeedForwardNet.train">
+<code class="descname">train</code><span class="sig-paren">(</span><em>x</em>, <em>y</em><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.train" title="Permalink to this definition">¶</a></dt>
+<dd><p>Run BP for one iteration.</p>
+<p>Currently only support nets with a single output layer, and a single
+loss objective and metric.
+TODO(wangwei) consider multiple loss objectives and metrics.</p>
+<table class="docutils field-list" frame="void" rules="none">
+<col class="field-name" />
+<col class="field-body" />
+<tbody valign="top">
+<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
+<li><strong>x</strong> &#8211; input data, a single input Tensor or a dict: layer name -&gt; Tensor</li>
+<li><strong>y</strong> &#8211; label data, a single input Tensor.</li>
+</ul>
+</td>
+</tr>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">gradients of parameters and the loss and metric values.</p>
+</td>
+</tr>
+</tbody>
+</table>
+</dd></dl>
+
+<dl class="method">
+<dt id="singa.net.FeedForwardNet.evaluate">
+<code class="descname">evaluate</code><span class="sig-paren">(</span><em>x</em>, <em>y</em><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.evaluate" title="Permalink to this definition">¶</a></dt>
+<dd><p>Evaluate the loss and metric of the given data.</p>
+<p>Currently only support nets with a single output layer, and a single
+loss objective and metric.
+TODO(wangwei) consider multiple loss objectives and metrics.</p>
+<table class="docutils field-list" frame="void" rules="none">
+<col class="field-name" />
+<col class="field-body" />
+<tbody valign="top">
+<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first last simple">
+<li><strong>x</strong> &#8211; input data, a single input Tensor or a dict: layer name -&gt; Tensor</li>
+<li><strong>y</strong> &#8211; label data, a single input Tensor.</li>
+</ul>
+</td>
+</tr>
+</tbody>
+</table>
+</dd></dl>
+
+<dl class="method">
+<dt id="singa.net.FeedForwardNet.predict">
+<code class="descname">predict</code><span class="sig-paren">(</span><em>x</em><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.predict" title="Permalink to this definition">¶</a></dt>
+<dd><p>Forward the input data through each layer to get the values of the
+output layers.</p>
+<p>Currently only support nets with a single output layer</p>
+<table class="docutils field-list" frame="void" rules="none">
+<col class="field-name" />
+<col class="field-body" />
+<tbody valign="top">
+<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><strong>x</strong> &#8211; input data, a single input Tensor or a dict: layer name -&gt; Tensor</td>
+</tr>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body">a single output tensor as the prediction result.</td>
+</tr>
+</tbody>
+</table>
+</dd></dl>
+
+<dl class="method">
+<dt id="singa.net.FeedForwardNet.topo_sort">
+<code class="descname">topo_sort</code><span class="sig-paren">(</span><em>layers</em>, <em>src_of_layer</em><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.topo_sort" title="Permalink to this definition">¶</a></dt>
+<dd><p>Topology sort of layers.</p>
+<p>It would try to preserve the orders of the input layers.</p>
+<table class="docutils field-list" frame="void" rules="none">
+<col class="field-name" />
+<col class="field-body" />
+<tbody valign="top">
+<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
+<li><strong>layers</strong> &#8211; a list of layers; the layers from the output of the same
+layer (e.g., slice layer) should be added by users in correct
+order; This function would not change their order.</li>
+<li><strong>src_of_layer</strong> &#8211; a dictionary: src layer name -&gt; a list of src layers</li>
+</ul>
+</td>
+</tr>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">A list of ordered layer</p>
+</td>
+</tr>
+</tbody>
+</table>
+</dd></dl>
+
+<dl class="method">
+<dt id="singa.net.FeedForwardNet.forward">
+<code class="descname">forward</code><span class="sig-paren">(</span><em>flag</em>, <em>x</em>, <em>output=[]</em><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.forward" title="Permalink to this definition">¶</a></dt>
+<dd><p>Forward the input(s) through every layer.</p>
+<p>If a layer has inputs from other layers and from x, the data from x is
+ordered before the data from other layers, e.g., if layer 1 -&gt; layer 2,
+and x[&#8216;layer 2&#8217;] has data, then the input of layer 2 is
+flatten([x[&#8216;layer 2&#8217;], output of layer 1])</p>
+<table class="docutils field-list" frame="void" rules="none">
+<col class="field-name" />
+<col class="field-body" />
+<tbody valign="top">
+<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
+<li><strong>flag</strong> &#8211; True for training; False for evaluation; could also be
+model_pb2.kTrain or model_pb2.kEval, or other values for future
+use.</li>
+<li><strong>x</strong> &#8211; a single SINGA tensor or a dictionary: layer name-&gt; singa tensor</li>
+<li><strong>output</strong> (<em>list</em>) &#8211; a list of layer names whose output would be returned
+in addition to the default output</li>
+</ul>
+</td>
+</tr>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">if there is only one output layer, return its output tensor(s);
+else return a dictionary: layer name -&gt; output tensor(s)</p>
+</td>
+</tr>
+</tbody>
+</table>
+</dd></dl>
+
+<dl class="method">
+<dt id="singa.net.FeedForwardNet.backward">
+<code class="descname">backward</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.backward" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="method">
+<dt id="singa.net.FeedForwardNet.save">
+<code class="descname">save</code><span class="sig-paren">(</span><em>f</em>, <em>buffer_size=10</em>, <em>use_pickle=False</em><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.save" title="Permalink to this definition">¶</a></dt>
+<dd><p>Save model parameters using io/snapshot.</p>
+<table class="docutils field-list" frame="void" rules="none">
+<col class="field-name" />
+<col class="field-body" />
+<tbody valign="top">
+<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first last simple">
+<li><strong>f</strong> &#8211; file name</li>
+<li><strong>buffer_size</strong> &#8211; size (MB) of the IO, default setting is 10MB; Please
+make sure it is larger than any single parameter object.</li>
+<li><strong>use_pickle</strong> (<em>Boolean</em>) &#8211; if true, it would use pickle for dumping;
+otherwise, it would use protobuf for serialization, which uses
+less space.</li>
+</ul>
+</td>
+</tr>
+</tbody>
+</table>
+</dd></dl>
+
+<dl class="method">
+<dt id="singa.net.FeedForwardNet.load">
+<code class="descname">load</code><span class="sig-paren">(</span><em>f</em>, <em>buffer_size=10</em>, <em>use_pickle=False</em><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.load" title="Permalink to this definition">¶</a></dt>
+<dd><p>Load model parameters using io/snapshot.</p>
+<p>Please refer to the argument description in save().</p>
+</dd></dl>
+
+</dd></dl>
+
 </div>
 
 

Modified: incubator/singa/site/trunk/en/docs/optimizer.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/optimizer.html?rev=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/optimizer.html (original)
+++ incubator/singa/site/trunk/en/docs/optimizer.html Mon Jan 23 04:55:46 2017
@@ -106,7 +106,7 @@
 <li class="toctree-l2"><a class="reference internal" href="snapshot.html">Snapshot</a></li>
 <li class="toctree-l2"><a class="reference internal" href="converter.html">Caffe Converter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="utils.html">Utils</a></li>
-<li class="toctree-l2"><a class="reference internal" href="examples/index.html">Examples</a></li>
+<li class="toctree-l2"><a class="reference internal" href="model_zoo/index.html">Model Zoo</a></li>
 </ul>
 </li>
 </ul>

Modified: incubator/singa/site/trunk/en/docs/snapshot.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/snapshot.html?rev=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/snapshot.html (original)
+++ incubator/singa/site/trunk/en/docs/snapshot.html Mon Jan 23 04:55:46 2017
@@ -106,7 +106,7 @@
 <li class="toctree-l2 current"><a class="current reference internal" href="">Snapshot</a></li>
 <li class="toctree-l2"><a class="reference internal" href="converter.html">Caffe Converter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="utils.html">Utils</a></li>
-<li class="toctree-l2"><a class="reference internal" href="examples/index.html">Examples</a></li>
+<li class="toctree-l2"><a class="reference internal" href="model_zoo/index.html">Model Zoo</a></li>
 </ul>
 </li>
 </ul>

Modified: incubator/singa/site/trunk/en/docs/software_stack.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/software_stack.html?rev=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/software_stack.html (original)
+++ incubator/singa/site/trunk/en/docs/software_stack.html Mon Jan 23 04:55:46 2017
@@ -111,7 +111,7 @@
 <li class="toctree-l2"><a class="reference internal" href="snapshot.html">Snapshot</a></li>
 <li class="toctree-l2"><a class="reference internal" href="converter.html">Caffe Converter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="utils.html">Utils</a></li>
-<li class="toctree-l2"><a class="reference internal" href="examples/index.html">Examples</a></li>
+<li class="toctree-l2"><a class="reference internal" href="model_zoo/index.html">Model Zoo</a></li>
 </ul>
 </li>
 </ul>

Modified: incubator/singa/site/trunk/en/docs/tensor.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/tensor.html?rev=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/tensor.html (original)
+++ incubator/singa/site/trunk/en/docs/tensor.html Mon Jan 23 04:55:46 2017
@@ -111,7 +111,7 @@
 <li class="toctree-l2"><a class="reference internal" href="snapshot.html">Snapshot</a></li>
 <li class="toctree-l2"><a class="reference internal" href="converter.html">Caffe Converter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="utils.html">Utils</a></li>
-<li class="toctree-l2"><a class="reference internal" href="examples/index.html">Examples</a></li>
+<li class="toctree-l2"><a class="reference internal" href="model_zoo/index.html">Model Zoo</a></li>
 </ul>
 </li>
 </ul>

Modified: incubator/singa/site/trunk/en/docs/utils.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/utils.html?rev=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/utils.html (original)
+++ incubator/singa/site/trunk/en/docs/utils.html Mon Jan 23 04:55:46 2017
@@ -33,7 +33,7 @@
   
     <link rel="top" title="incubator-singa 1.0.1 documentation" href="../index.html"/>
         <link rel="up" title="Documentation" href="index.html"/>
-        <link rel="next" title="Examples" href="examples/index.html"/>
+        <link rel="next" title="Model Zoo" href="model_zoo/index.html"/>
         <link rel="prev" title="Caffe Converter" href="converter.html"/>
     <link href="../_static/style.css" rel="stylesheet" type="text/css">
 
@@ -106,7 +106,7 @@
 <li class="toctree-l2"><a class="reference internal" href="snapshot.html">Snapshot</a></li>
 <li class="toctree-l2"><a class="reference internal" href="converter.html">Caffe Converter</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="">Utils</a></li>
-<li class="toctree-l2"><a class="reference internal" href="examples/index.html">Examples</a></li>
+<li class="toctree-l2"><a class="reference internal" href="model_zoo/index.html">Model Zoo</a></li>
 </ul>
 </li>
 </ul>
@@ -196,7 +196,7 @@
   
     <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
       
-        <a href="examples/index.html" class="btn btn-neutral float-right" title="Examples" accesskey="n">Next <span class="fa fa-arrow-circle-right"></span></a>
+        <a href="model_zoo/index.html" class="btn btn-neutral float-right" title="Model Zoo" accesskey="n">Next <span class="fa fa-arrow-circle-right"></span></a>
       
       
         <a href="converter.html" class="btn btn-neutral" title="Caffe Converter" accesskey="p"><span class="fa fa-arrow-circle-left"></span> Previous</a>

Modified: incubator/singa/site/trunk/en/genindex.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/genindex.html?rev=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/genindex.html (original)
+++ incubator/singa/site/trunk/en/genindex.html Mon Jan 23 04:55:46 2017
@@ -221,6 +221,12 @@
   <dt><a href="docs/tensor.html#singa.tensor.add">add() (in module singa.tensor)</a>
   </dt>
 
+      <dd><dl>
+        
+  <dt><a href="docs/net.html#singa.net.FeedForwardNet.add">(singa.net.FeedForwardNet method)</a>
+  </dt>
+
+      </dl></dd>
       
   <dt><a href="docs/tensor.html#singa.tensor.add_column">add_column() (in module singa.tensor)</a>
   </dt>
@@ -366,6 +372,10 @@
   <dt><a href="docs/loss.html#singa.loss.SquaredError.backward">(singa.loss.SquaredError method)</a>
   </dt>
 
+        
+  <dt><a href="docs/net.html#singa.net.FeedForwardNet.backward">(singa.net.FeedForwardNet method)</a>
+  </dt>
+
       </dl></dd>
       
   <dt><a href="docs/layer.html#singa.layer.BatchNormalization">BatchNormalization (class in singa.layer)</a>
@@ -552,6 +562,10 @@
   <dt><a href="docs/metric.html#singa.metric.Metric.evaluate">(singa.metric.Metric method)</a>
   </dt>
 
+        
+  <dt><a href="docs/net.html#singa.net.FeedForwardNet.evaluate">(singa.net.FeedForwardNet method)</a>
+  </dt>
+
       </dl></dd>
       
   <dt><a href="docs/tensor.html#singa.tensor.exp">exp() (in module singa.tensor)</a>
@@ -564,6 +578,10 @@
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%" valign="top"><dl>
       
+  <dt><a href="docs/net.html#singa.net.FeedForwardNet">FeedForwardNet (class in singa.net)</a>
+  </dt>
+
+      
   <dt><a href="docs/layer.html#singa.layer.Flatten">Flatten (class in singa.layer)</a>
   </dt>
 
@@ -614,6 +632,10 @@
   <dt><a href="docs/metric.html#singa.metric.Metric.forward">(singa.metric.Metric method)</a>
   </dt>
 
+        
+  <dt><a href="docs/net.html#singa.net.FeedForwardNet.forward">(singa.net.FeedForwardNet method)</a>
+  </dt>
+
       </dl></dd>
       
   <dt><a href="docs/tensor.html#singa.tensor.from_numpy">from_numpy() (in module singa.tensor)</a>
@@ -749,6 +771,10 @@
   <dt><a href="docs/tensor.html#singa.tensor.le">le() (in module singa.tensor)</a>
   </dt>
 
+      
+  <dt><a href="docs/net.html#singa.net.FeedForwardNet.load">load() (singa.net.FeedForwardNet method)</a>
+  </dt>
+
   </dl></td>
   <td style="width: 33%" valign="top"><dl>
       
@@ -855,10 +881,26 @@
   <dt><a href="docs/layer.html#singa.layer.Layer.param_names">param_names() (singa.layer.Layer method)</a>
   </dt>
 
+      <dd><dl>
+        
+  <dt><a href="docs/net.html#singa.net.FeedForwardNet.param_names">(singa.net.FeedForwardNet method)</a>
+  </dt>
+
+      </dl></dd>
+      
+  <dt><a href="docs/net.html#singa.net.FeedForwardNet.param_specs">param_specs() (singa.net.FeedForwardNet method)</a>
+  </dt>
+
       
   <dt><a href="docs/layer.html#singa.layer.Layer.param_values">param_values() (singa.layer.Layer method)</a>
   </dt>
 
+      <dd><dl>
+        
+  <dt><a href="docs/net.html#singa.net.FeedForwardNet.param_values">(singa.net.FeedForwardNet method)</a>
+  </dt>
+
+      </dl></dd>
   </dl></td>
   <td style="width: 33%" valign="top"><dl>
       
@@ -869,6 +911,10 @@
   <dt><a href="docs/tensor.html#singa.tensor.pow">pow() (in module singa.tensor)</a>
   </dt>
 
+      
+  <dt><a href="docs/net.html#singa.net.FeedForwardNet.predict">predict() (singa.net.FeedForwardNet method)</a>
+  </dt>
+
   </dl></td>
 </tr></table>
 
@@ -946,6 +992,10 @@
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%" valign="top"><dl>
       
+  <dt><a href="docs/net.html#singa.net.FeedForwardNet.save">save() (singa.net.FeedForwardNet method)</a>
+  </dt>
+
+      
   <dt><a href="docs/tensor.html#singa.tensor.Tensor.set_value">set_value() (singa.tensor.Tensor method)</a>
   </dt>
 
@@ -1107,18 +1157,22 @@
   <dt><a href="docs/tensor.html#singa.tensor.Tensor">Tensor (class in singa.tensor)</a>
   </dt>
 
-  </dl></td>
-  <td style="width: 33%" valign="top"><dl>
       
   <dt><a href="docs/layer.html#singa.layer.Layer.to_device">to_device() (singa.layer.Layer method)</a>
   </dt>
 
       <dd><dl>
         
+  <dt><a href="docs/net.html#singa.net.FeedForwardNet.to_device">(singa.net.FeedForwardNet method)</a>
+  </dt>
+
+        
   <dt><a href="docs/tensor.html#singa.tensor.Tensor.to_device">(singa.tensor.Tensor method)</a>
   </dt>
 
       </dl></dd>
+  </dl></td>
+  <td style="width: 33%" valign="top"><dl>
       
   <dt><a href="docs/tensor.html#singa.tensor.Tensor.to_host">to_host() (singa.tensor.Tensor method)</a>
   </dt>
@@ -1127,6 +1181,14 @@
   <dt><a href="docs/tensor.html#singa.tensor.to_numpy">to_numpy() (in module singa.tensor)</a>
   </dt>
 
+      
+  <dt><a href="docs/net.html#singa.net.FeedForwardNet.topo_sort">topo_sort() (singa.net.FeedForwardNet method)</a>
+  </dt>
+
+      
+  <dt><a href="docs/net.html#singa.net.FeedForwardNet.train">train() (singa.net.FeedForwardNet method)</a>
+  </dt>
+
   </dl></td>
 </tr></table>
 

Modified: incubator/singa/site/trunk/en/index.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/index.html?rev=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/index.html (original)
+++ incubator/singa/site/trunk/en/index.html Mon Jan 23 04:55:46 2017
@@ -170,16 +170,15 @@
 <div class="section" id="getting-started">
 <h2>Getting Started<a class="headerlink" href="#getting-started" title="Permalink to this headline">¶</a></h2>
 <ul class="simple">
-<li>The <a class="reference external" href="docs/software_stack.html">Software stack</a> page gives an overview of SINGA.</li>
-<li>The <a class="reference external" href="docs/installation.html">Installation</a> guide describes details on downloading and installing SINGA.</li>
-<li>Please follow the <a class="reference external" href="docs/examples/index.html">Examples</a> guide to run simple applications on SINGA.</li>
-<li>More exmaples in <a class="reference external" href="http://jupyter.org/">Jupyter</a> (IPython) can be open in <a class="reference external" href="http://nbviewer.jupyter.org/github/apache/incubator-singa/blob/master/doc/en/docs/notebook/index.ipynb">notebook viewer</a> .</li>
+<li>Try SINGA on <a class="reference external" href="https://aws.amazon.com/marketplace/pp/B01NAUAWZW">AWS</a> or via <a class="reference external" href="https://hub.docker.com/r/nusdbsystem/singa/">Docker</a>.</li>
+<li>Install SINGA via <a class="reference external" href="./docs/installation.html#from-wheel">python wheel files</a>, <a class="reference external" href="./docs/installation.html#from-debian-package">Debian packages</a> or from <a class="reference external" href="./docs/installation.html#from-source">source</a>.</li>
+<li>Refer to the <a class="reference external" href="http://nbviewer.jupyter.org/github/apache/incubator-singa/blob/master/doc/en/docs/notebook/index.ipynb">Jupyter notebooks</a> for some basic examples and the <a class="reference external" href="./docs/model_zoo/index.html">model zoo page</a> for more examples.</li>
 </ul>
 </div>
 <div class="section" id="documentation">
 <h2>Documentation<a class="headerlink" href="#documentation" title="Permalink to this headline">¶</a></h2>
 <ul class="simple">
-<li>Documentations are listed <a class="reference external" href="docs.html">here</a>.</li>
+<li>Documentation and APIs are listed <a class="reference external" href="docs.html">here</a>.</li>
 <li>Research publication list is available <a class="reference external" href="http://www.comp.nus.edu.sg/~dbsystem/singa/research/publication/">here</a>.</li>
 </ul>
 </div>

Modified: incubator/singa/site/trunk/en/objects.inv
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/objects.inv?rev=1779877&r1=1779876&r2=1779877&view=diff
==============================================================================
Binary files - no diff available.