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class="externalLink" title="Apache Software Foundation"> + <span class="none"></span> + Apache Software Foundation</a> + </li> + + <li> + + <a href="http://www.comp.nus.edu.sg/~dbsystem/singa/"; class="externalLink" title="NUS Site"> + <span class="none"></span> + NUS Site</a> + </li> + </ul> + + + + <hr /> + + <div id="poweredBy"> + <div class="clear"></div> + <div class="clear"></div> + <div class="clear"></div> + <div class="clear"></div> + <a href="http://incubator.apache.org"; title="apache-incubator" class="builtBy"> + <img class="builtBy" alt="Apache Incubator" src="http://incubator.apache.org/images/egg-logo.png"; /> + </a> + </div> + </div> + </div> + + + <div id="bodyColumn" class="span10" > + + <h1>Updater</h1> +<hr /> +<p>Every server in SINGA has an <a href="../api/classsinga_1_1Updater.html">Updater</a> instance that updates parameters based on gradients. In this page, the <i>Basic user guide</i> describes the configuration of an updater. The <i>Advanced user guide</i> present details on how to implement a new updater and a new learning rate changing method.</p> +<div class="section"> +<h2><a name="Basic_user_guide"></a>Basic user guide</h2> +<p>There are many different parameter updating protocols (i.e., subclasses of <tt>Updater</tt>). They share some configuration fields like</p> + +<ul> + +<li><tt>type</tt>, an integer for identifying an updater;</li> + +<li><tt>learning_rate</tt>, configuration for the <a href="../api/classsinga_1_1LRGenerator.html">LRGenerator</a> which controls the learning rate.</li> + +<li><tt>weight_decay</tt>, the co-efficient for <a class="externalLink" href="http://deeplearning.net/tutorial/gettingstarted.html#regularization";>L2 * regularization</a>.</li> + +<li><a class="externalLink" href="http://ufldl.stanford.edu/tutorial/supervised/OptimizationStochasticGradientDescent/";>momentum</a>.</li> +</ul> +<p>If you are not familiar with the above terms, you can get their meanings in <a class="externalLink" href="http://cs231n.github.io/neural-networks-3/#update";>this page provided by Karpathy</a>.</p> +<div class="section"> +<h3><a name="Configuration_of_built-in_updater_classes"></a>Configuration of built-in updater classes</h3> +<div class="section"> +<h4><a name="Updater"></a>Updater</h4> +<p>The base <tt>Updater</tt> implements the <a class="externalLink" href="http://cs231n.github.io/neural-networks-3/#sgd";>vanilla SGD algorithm</a>. Its configuration type is <tt>kSGD</tt>. Users need to configure at least the <tt>learning_rate</tt> field. <tt>momentum</tt> and <tt>weight_decay</tt> are optional fields.</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">updater{ + type: kSGD + momentum: float + weight_decay: float + learning_rate { + ... + } +} +</pre></div></div></div> +<div class="section"> +<h4><a name="AdaGradUpdater"></a>AdaGradUpdater</h4> +<p>It inherits the base <tt>Updater</tt> to implement the <a class="externalLink" href="http://www.magicbroom.info/Papers/DuchiHaSi10.pdf";>AdaGrad</a> algorithm. Its type is <tt>kAdaGrad</tt>. <tt>AdaGradUpdater</tt> is configured similar to <tt>Updater</tt> except that <tt>momentum</tt> is not used.</p></div> +<div class="section"> +<h4><a name="NesterovUpdater"></a>NesterovUpdater</h4> +<p>It inherits the base <tt>Updater</tt> to implements the <a class="externalLink" href="http://arxiv.org/pdf/1212.0901v2.pdf";>Nesterov</a> (section 3.5) updating protocol. Its type is <tt>kNesterov</tt>. <tt>learning_rate</tt> and <tt>momentum</tt> must be configured. <tt>weight_decay</tt> is an optional configuration field.</p></div> +<div class="section"> +<h4><a name="RMSPropUpdater"></a>RMSPropUpdater</h4> +<p>It inherits the base <tt>Updater</tt> to implements the <a class="externalLink" href="http://cs231n.github.io/neural-networks-3/#sgd";>RMSProp algorithm</a> proposed by <a class="externalLink" href="http://www.cs.toronto.edu/%7Etijmen/csc321/slides/lecture_slides_lec6.pdf";>Hinton</a>(slide 29). Its type is <tt>kRMSProp</tt>.</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">updater { + type: kRMSProp + rmsprop_conf { + rho: float # [0,1] + } +} +</pre></div></div></div></div> +<div class="section"> +<h3><a name="Configuration_of_learning_rate"></a>Configuration of learning rate</h3> +<p>The <tt>learning_rate</tt> field is configured as,</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">learning_rate { + type: ChangeMethod + base_lr: float # base/initial learning rate + ... # fields to a specific changing method +} +</pre></div></div> +<p>The common fields include <tt>type</tt> and <tt>base_lr</tt>. SINGA provides the following <tt>ChangeMethod</tt>s.</p> +<div class="section"> +<h4><a name="kFixed"></a>kFixed</h4> +<p>The <tt>base_lr</tt> is used for all steps.</p></div> +<div class="section"> +<h4><a name="kLinear"></a>kLinear</h4> +<p>The updater should be configured like</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">learning_rate { + base_lr: float + linear_conf { + freq: int + final_lr: float + } +} +</pre></div></div> +<p>Linear interpolation is used to change the learning rate,</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">lr = (1 - step / freq) * base_lr + (step / freq) * final_lr +</pre></div></div></div> +<div class="section"> +<h4><a name="kExponential"></a>kExponential</h4> +<p>The udapter should be configured like</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">learning_rate { + base_lr: float + exponential_conf { + freq: int + } +} +</pre></div></div> +<p>The learning rate for <tt>step</tt> is</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">lr = base_lr / 2^(step / freq) +</pre></div></div></div> +<div class="section"> +<h4><a name="kInverseT"></a>kInverseT</h4> +<p>The updater should be configured like</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">learning_rate { + base_lr: float + inverset_conf { + final_lr: float + } +} +</pre></div></div> +<p>The learning rate for <tt>step</tt> is</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">lr = base_lr / (1 + step / final_lr) +</pre></div></div></div> +<div class="section"> +<h4><a name="kInverse"></a>kInverse</h4> +<p>The updater should be configured like</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">learning_rate { + base_lr: float + inverse_conf { + gamma: float + pow: float + } +} +</pre></div></div> +<p>The learning rate for <tt>step</tt> is</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">lr = base_lr * (1 + gamma * setp)^(-pow) +</pre></div></div></div> +<div class="section"> +<h4><a name="kStep"></a>kStep</h4> +<p>The updater should be configured like</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">learning_rate { + base_lr : float + step_conf { + change_freq: int + gamma: float + } +} +</pre></div></div> +<p>The learning rate for <tt>step</tt> is</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">lr = base_lr * gamma^ (step / change_freq) +</pre></div></div></div> +<div class="section"> +<h4><a name="kFixedStep"></a>kFixedStep</h4> +<p>The updater should be configured like</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">learning_rate { + fixedstep_conf { + step: int + step_lr: float + + step: int + step_lr: float + + ... + } +} +</pre></div></div> +<p>Denote the i-th tuple as (step[i], step_lr[i]), then the learning rate for <tt>step</tt> is,</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">step_lr[k] +</pre></div></div> +<p>where step[k] is the smallest number that is larger than <tt>step</tt>.</p></div></div></div> +<div class="section"> +<h2><a name="Advanced_user_guide"></a>Advanced user guide</h2> +<div class="section"> +<h3><a name="Implementing_a_new_Updater_subclass"></a>Implementing a new Updater subclass</h3> +<p>The base Updater class has one virtual function,</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">class Updater{ + public: + virtual void Update(int step, Param* param, float grad_scale = 1.0f) = 0; + + protected: + UpdaterProto proto_; + LRGenerator lr_gen_; +}; +</pre></div></div> +<p>It updates the values of the <tt>param</tt> based on its gradients. The <tt>step</tt> argument is for deciding the learning rate which may change through time (step). <tt>grad_scale</tt> scales the original gradient values. This function is called by servers once it receives all gradients for the same <tt>Param</tt> object.</p> +<p>To implement a new Updater subclass, users must override the <tt>Update</tt> function.</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">class FooUpdater : public Updater { + void Update(int step, Param* param, float grad_scale = 1.0f) override; +}; +</pre></div></div> +<p>Configuration of this new updater can be declared similar to that of a new layer,</p> + +<div class="source"> +<div class="source"><pre class="prettyprint"># in user.proto +FooUpdaterProto { + optional int32 c = 1; +} + +extend UpdaterProto { + optional FooUpdaterProto fooupdater_conf= 101; +} +</pre></div></div> +<p>The new updater should be registered in the <a href="programming-guide.html">main function</a></p> + +<div class="source"> +<div class="source"><pre class="prettyprint">driver.RegisterUpdater<FooUpdater>("FooUpdater"); +</pre></div></div> +<p>Users can then configure the job as</p> + +<div class="source"> +<div class="source"><pre class="prettyprint"># in job.conf +updater { + user_type: "FooUpdater" # must use user_type with the same string identifier as the one used for registration + fooupdater_conf { + c : 20; + } +} +</pre></div></div></div> +<div class="section"> +<h3><a name="Implementing_a_new_LRGenerator_subclass"></a>Implementing a new LRGenerator subclass</h3> +<p>The base <tt>LRGenerator</tt> is declared as,</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">virtual float Get(int step); +</pre></div></div> +<p>To implement a subclass, e.g., <tt>FooLRGen</tt>, users should declare it like</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">class FooLRGen : public LRGenerator { + public: + float Get(int step) override; +}; +</pre></div></div> +<p>Configuration of <tt>FooLRGen</tt> can be defined using a protocol message,</p> + +<div class="source"> +<div class="source"><pre class="prettyprint"># in user.proto +message FooLRProto { + ... +} + +extend LRGenProto { + optional FooLRProto foolr_conf = 101; +} +</pre></div></div> +<p>The configuration is then like,</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">learning_rate { + user_type : "FooLR" # must use user_type with the same string identifier as the one used for registration + base_lr: float + foolr_conf { + ... + } +} +</pre></div></div> +<p>Users have to register this subclass in the main function,</p> + +<div class="source"> +<div class="source"><pre class="prettyprint"> driver.RegisterLRGenerator<FooLRGen, std::string>("FooLR") +</pre></div></div></div></div> + </div> + </div> + </div> + + <hr/> + + <footer> + <div class="container-fluid"> + <div class="row-fluid"> + +<p>Copyright © 2015 The Apache Software Foundation. All rights reserved. Apache Singa, Apache, the Apache feather logo, and the Apache Singa project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners.</p> + </div> + + + </div> + </footer> + </body> +</html>
Modified: websites/staging/singa/trunk/content/docs/layer.html ============================================================================== --- websites/staging/singa/trunk/content/docs/layer.html (original) +++ websites/staging/singa/trunk/content/docs/layer.html Wed Jan 13 03:47:56 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-12 + | Generated by Apache Maven Doxia at 2016-01-13 | Rendered using Apache Maven Fluido Skin 1.4 --> <html xmlns="http://www.w3.org/1999/xhtml"; xml:lang="en" lang="en"> <head> <meta charset="UTF-8" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /> - <meta name="Date-Revision-yyyymmdd" content="20160112" /> + <meta name="Date-Revision-yyyymmdd" content="20160113" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Layers</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/lmdb.html ============================================================================== --- websites/staging/singa/trunk/content/docs/lmdb.html (original) +++ websites/staging/singa/trunk/content/docs/lmdb.html Wed Jan 13 03:47:56 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-12 + | Generated by Apache Maven Doxia at 2016-01-13 | Rendered using Apache Maven Fluido Skin 1.4 --> <html xmlns="http://www.w3.org/1999/xhtml"; xml:lang="en" lang="en"> <head> <meta charset="UTF-8" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /> - <meta name="Date-Revision-yyyymmdd" content="20160112" /> + <meta name="Date-Revision-yyyymmdd" content="20160113" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – </title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/mesos.html ============================================================================== --- websites/staging/singa/trunk/content/docs/mesos.html (original) +++ websites/staging/singa/trunk/content/docs/mesos.html Wed Jan 13 03:47:56 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-12 + | Generated by Apache Maven Doxia at 2016-01-13 | Rendered using Apache Maven Fluido Skin 1.4 --> <html xmlns="http://www.w3.org/1999/xhtml"; xml:lang="en" lang="en"> <head> <meta charset="UTF-8" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /> - <meta name="Date-Revision-yyyymmdd" content="20160112" /> + <meta name="Date-Revision-yyyymmdd" content="20160113" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Distributed Training on Mesos</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/mlp.html ============================================================================== --- websites/staging/singa/trunk/content/docs/mlp.html (original) +++ websites/staging/singa/trunk/content/docs/mlp.html Wed Jan 13 03:47:56 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-12 + | Generated by Apache Maven Doxia at 2016-01-13 | Rendered using Apache Maven Fluido Skin 1.4 --> <html xmlns="http://www.w3.org/1999/xhtml"; xml:lang="en" lang="en"> <head> <meta charset="UTF-8" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /> - <meta name="Date-Revision-yyyymmdd" content="20160112" /> + <meta name="Date-Revision-yyyymmdd" content="20160113" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – MLP Example</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/model-config.html ============================================================================== --- websites/staging/singa/trunk/content/docs/model-config.html (original) +++ websites/staging/singa/trunk/content/docs/model-config.html Wed Jan 13 03:47:56 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-12 + | Generated by Apache Maven Doxia at 2016-01-13 | Rendered using Apache Maven Fluido Skin 1.4 --> <html xmlns="http://www.w3.org/1999/xhtml"; xml:lang="en" lang="en"> <head> <meta charset="UTF-8" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /> - <meta name="Date-Revision-yyyymmdd" content="20160112" /> + <meta name="Date-Revision-yyyymmdd" content="20160113" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Model Configuration</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> 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 Jan 13 03:47:56 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-12 + | Generated by Apache Maven Doxia at 2016-01-13 | Rendered using Apache Maven Fluido Skin 1.4 --> <html xmlns="http://www.w3.org/1999/xhtml"; xml:lang="en" lang="en"> <head> <meta charset="UTF-8" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /> - <meta name="Date-Revision-yyyymmdd" content="20160112" /> + <meta name="Date-Revision-yyyymmdd" content="20160113" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Neural Net</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> 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 Jan 13 03:47:56 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-12 + | Generated by Apache Maven Doxia at 2016-01-13 | Rendered using Apache Maven Fluido Skin 1.4 --> <html xmlns="http://www.w3.org/1999/xhtml"; xml:lang="en" lang="en"> <head> <meta charset="UTF-8" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /> - <meta name="Date-Revision-yyyymmdd" content="20160112" /> + <meta name="Date-Revision-yyyymmdd" content="20160113" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Neural Net Partition</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> 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 Jan 13 03:47:56 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-12 + | Generated by Apache Maven Doxia at 2016-01-13 | Rendered using Apache Maven Fluido Skin 1.4 --> <html xmlns="http://www.w3.org/1999/xhtml"; xml:lang="en" lang="en"> <head> <meta charset="UTF-8" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /> - <meta name="Date-Revision-yyyymmdd" content="20160112" /> + <meta name="Date-Revision-yyyymmdd" content="20160113" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Introduction</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> 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 Jan 13 03:47:56 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-12 + | Generated by Apache Maven Doxia at 2016-01-13 | Rendered using Apache Maven Fluido Skin 1.4 --> <html xmlns="http://www.w3.org/1999/xhtml"; xml:lang="en" lang="en"> <head> <meta charset="UTF-8" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /> - <meta name="Date-Revision-yyyymmdd" content="20160112" /> + <meta name="Date-Revision-yyyymmdd" content="20160113" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Parameters</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> 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 Jan 13 03:47:56 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-12 + | Generated by Apache Maven Doxia at 2016-01-13 | Rendered using Apache Maven Fluido Skin 1.4 --> <html xmlns="http://www.w3.org/1999/xhtml"; xml:lang="en" lang="en"> <head> <meta charset="UTF-8" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /> - <meta name="Date-Revision-yyyymmdd" content="20160112" /> + <meta name="Date-Revision-yyyymmdd" content="20160113" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Programmer Guide</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> 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 Jan 13 03:47:56 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-12 + | Generated by Apache Maven Doxia at 2016-01-13 | Rendered using Apache Maven Fluido Skin 1.4 --> <html xmlns="http://www.w3.org/1999/xhtml"; xml:lang="en" lang="en"> <head> <meta charset="UTF-8" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /> - <meta name="Date-Revision-yyyymmdd" content="20160112" /> + <meta name="Date-Revision-yyyymmdd" content="20160113" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Programming Guide</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/python.html ============================================================================== --- websites/staging/singa/trunk/content/docs/python.html (original) +++ websites/staging/singa/trunk/content/docs/python.html Wed Jan 13 03:47:56 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-12 + | Generated by Apache Maven Doxia at 2016-01-13 | Rendered using Apache Maven Fluido Skin 1.4 --> <html xmlns="http://www.w3.org/1999/xhtml"; 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xml:lang="en" lang="en"> <head> <meta charset="UTF-8" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /> - <meta name="Date-Revision-yyyymmdd" content="20160112" /> + <meta name="Date-Revision-yyyymmdd" content="20160113" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – RBM Example</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> 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 Jan 13 03:47:56 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-12 + | Generated by Apache Maven Doxia at 2016-01-13 | Rendered using Apache Maven Fluido Skin 1.4 --> <html xmlns="http://www.w3.org/1999/xhtml"; xml:lang="en" lang="en"> <head> <meta charset="UTF-8" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /> - <meta name="Date-Revision-yyyymmdd" content="20160112" /> + <meta name="Date-Revision-yyyymmdd" content="20160113" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Recurrent Neural Networks for Language Modelling</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/test.html ============================================================================== --- websites/staging/singa/trunk/content/docs/test.html (original) +++ websites/staging/singa/trunk/content/docs/test.html Wed Jan 13 03:47:56 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-12 + | Generated by Apache Maven Doxia at 2016-01-13 | Rendered using Apache Maven Fluido Skin 1.4 --> <html xmlns="http://www.w3.org/1999/xhtml"; xml:lang="en" lang="en"> <head> <meta charset="UTF-8" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /> - <meta name="Date-Revision-yyyymmdd" content="20160112" /> + <meta name="Date-Revision-yyyymmdd" content="20160113" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Performance Test and Feature Extraction</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> 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 Jan 13 03:47:56 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-12 + | Generated by Apache Maven Doxia at 2016-01-13 | Rendered using Apache Maven Fluido Skin 1.4 --> <html xmlns="http://www.w3.org/1999/xhtml"; xml:lang="en" lang="en"> <head> <meta charset="UTF-8" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /> - <meta name="Date-Revision-yyyymmdd" content="20160112" /> + <meta name="Date-Revision-yyyymmdd" content="20160113" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Train-One-Batch</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> 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 Jan 13 03:47:56 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-12 + | Generated by Apache Maven Doxia at 2016-01-13 | Rendered using Apache Maven Fluido Skin 1.4 --> <html xmlns="http://www.w3.org/1999/xhtml"; xml:lang="en" lang="en"> <head> <meta charset="UTF-8" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /> - <meta name="Date-Revision-yyyymmdd" content="20160112" /> + <meta name="Date-Revision-yyyymmdd" content="20160113" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Updater</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/zh/overview.html ============================================================================== --- websites/staging/singa/trunk/content/docs/zh/overview.html (original) +++ websites/staging/singa/trunk/content/docs/zh/overview.html Wed Jan 13 03:47:56 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-12 + | Generated by Apache Maven Doxia at 2016-01-13 | Rendered using Apache Maven Fluido Skin 1.4 --> <html xmlns="http://www.w3.org/1999/xhtml"; xml:lang="en" lang="en"> <head> <meta charset="UTF-8" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /> - <meta name="Date-Revision-yyyymmdd" content="20160112" /> + <meta name="Date-Revision-yyyymmdd" content="20160113" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – ç®ä»</title> <link rel="stylesheet" href="../../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/zh/programming-guide.html ============================================================================== --- websites/staging/singa/trunk/content/docs/zh/programming-guide.html (original) +++ websites/staging/singa/trunk/content/docs/zh/programming-guide.html Wed Jan 13 03:47:56 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-12 + | Generated by Apache Maven Doxia at 2016-01-13 | Rendered using Apache Maven Fluido Skin 1.4 --> <html xmlns="http://www.w3.org/1999/xhtml"; 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xml:lang="en" lang="en"> <head> <meta charset="UTF-8" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /> - <meta name="Date-Revision-yyyymmdd" content="20160112" /> + <meta name="Date-Revision-yyyymmdd" content="20160113" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – RBM Example</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/v0.1.0/rnn.html ============================================================================== --- websites/staging/singa/trunk/content/v0.1.0/rnn.html (original) +++ websites/staging/singa/trunk/content/v0.1.0/rnn.html Wed Jan 13 03:47:56 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-12 + | Generated by Apache Maven Doxia at 2016-01-13 | Rendered using Apache Maven Fluido Skin 1.4 --> <html xmlns="http://www.w3.org/1999/xhtml"; xml:lang="en" lang="en"> <head> <meta charset="UTF-8" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /> - <meta name="Date-Revision-yyyymmdd" content="20160112" /> + <meta name="Date-Revision-yyyymmdd" content="20160113" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Recurrent Neural Networks for Language Modelling</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/v0.1.0/train-one-batch.html ============================================================================== --- websites/staging/singa/trunk/content/v0.1.0/train-one-batch.html (original) +++ websites/staging/singa/trunk/content/v0.1.0/train-one-batch.html Wed Jan 13 03:47:56 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-12 + | Generated by Apache Maven Doxia at 2016-01-13 | Rendered using Apache Maven Fluido Skin 1.4 --> <html xmlns="http://www.w3.org/1999/xhtml"; 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