Added: websites/staging/singa/trunk/content/docs/hybrid.html ============================================================================== --- websites/staging/singa/trunk/content/docs/hybrid.html (added) +++ websites/staging/singa/trunk/content/docs/hybrid.html Sat Jan 9 10:24:11 2016 @@ -0,0 +1,521 @@ +<!DOCTYPE html> +<!-- + | Generated by Apache Maven Doxia at 2016-01-09 + | 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="20160109" /> + <meta http-equiv="Content-Language" content="en" /> + <title>Apache SINGA – Hybrid Parallelism</title> + <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> + <link rel="stylesheet" href="../css/site.css" /> + <link rel="stylesheet" href="../css/print.css" media="print" /> + + + + + + <script type="text/javascript" src="../js/apache-maven-fluido-1.4.min.js"></script> + + + +<script src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"; type="text/javascript"></script> + + +<script type="text/x-mathjax-config">MathJax.Hub.Config({tex2jax: {inlineMath: [['$','$'], ['\\(','\\)']]}});</script> + + +<meta content="Apache SINGA" name="author"/> + + +<meta content="SINGA, Deep Learning, Distributed training" name="keywords"/> + + </head> + <body class="topBarEnabled"> + + + + + + + <a href="https://github.com/apache/incubator-singa";> + <img style="position: absolute; top: 0; right: 0; border: 0; z-index: 10000;" + src="https://s3.amazonaws.com/github/ribbons/forkme_right_orange_ff7600.png"; + alt="Fork me on GitHub"> + </a> + + + + + + <div id="topbar" class="navbar navbar-fixed-top navbar-inverse"> + <div class="navbar-inner"> + <div class="container-fluid"> + <a data-target=".nav-collapse" data-toggle="collapse" class="btn btn-navbar"> + <span class="icon-bar"></span> + <span class="icon-bar"></span> + <span class="icon-bar"></span> + </a> + + <ul class="nav"> + <li class="dropdown"> + <a href="#" class="dropdown-toggle" data-toggle="dropdown">Apache SINGA <b class="caret"></b></a> + <ul class="dropdown-menu"> + + <li> <a href="../docs/overview.html" title="Introduction">Introduction</a> +</li> + + <li> <a href="../docs/quick-start.html" title="Quick Start">Quick Start</a> +</li> + + <li> <a href="../downloads.html" title="Downloads">Downloads</a> +</li> + </ul> + </li> + <li class="dropdown"> + <a href="#" class="dropdown-toggle" data-toggle="dropdown">Documentaion <b class="caret"></b></a> + <ul class="dropdown-menu"> + + <li class="dropdown-submenu"> + <a href="../docs/index.html" title="Latest">Latest</a> + <ul class="dropdown-menu"> + <li> <a href="../docs/installation.html" title="Installation">Installation</a> +</li> + <li> <a href="../docs/programmer-guide.html" title="Programmer Guide">Programmer Guide</a> +</li> + <li> <a href="../docs/distributed-training.html" title="Distributed Training">Distributed Training</a> +</li> + <li> <a href="../docs/data.html" title="Data Preparation">Data Preparation</a> +</li> + <li> <a href="../docs/checkpoint.html" title="Checkpoint">Checkpoint</a> +</li> + <li> <a href="../docs/test.html" title="Test">Test</a> +</li> + <li> <a href="../docs/examples.html" title="Examples">Examples</a> +</li> + <li> <a href="../docs/debug.html" title="Debug">Debug</a> +</li> + </ul> + </li> + + <li> <a href="../v0.1.0/index.html" title="v0.1.0">v0.1.0</a> +</li> + </ul> + </li> + <li class="dropdown"> + <a href="#" class="dropdown-toggle" data-toggle="dropdown">Development <b class="caret"></b></a> + <ul class="dropdown-menu"> + + <li> <a href="../develop/schedule.html" title="Schedule">Schedule</a> +</li> + + <li class="dropdown-submenu"> + <a href="../develop/how-contribute.html" title="How to Contribute">How to Contribute</a> + <ul class="dropdown-menu"> + <li> <a href="../develop/contribute-code.html" title="Code">Code</a> +</li> + <li> <a href="../develop/contribute-docs.html" title="Documentation">Documentation</a> +</li> + </ul> + </li> + </ul> + </li> + <li class="dropdown"> + <a href="#" class="dropdown-toggle" data-toggle="dropdown">Community <b class="caret"></b></a> + <ul class="dropdown-menu"> + + <li> <a href="../community/source-repository.html" title="Source Repository">Source Repository</a> +</li> + + <li> <a href="../community/mail-lists.html" title="Mailing Lists">Mailing Lists</a> +</li> + + <li> <a href="../community/issue-tracking.html" title="Issue Tracking">Issue Tracking</a> +</li> + + <li> <a href="../community/team-list.html" title="SINGA Team">SINGA Team</a> +</li> + </ul> + </li> + <li class="dropdown"> + <a href="#" class="dropdown-toggle" data-toggle="dropdown">External Links <b class="caret"></b></a> + <ul class="dropdown-menu"> + + <li> <a href="http://www.apache.org/"; title="Apache Software Foundation">Apache Software Foundation</a> +</li> + + <li> <a href="http://www.comp.nus.edu.sg/~dbsystem/singa/"; title="NUS Site">NUS Site</a> +</li> + </ul> + </li> + </ul> + + + + + </div> + + </div> + </div> + </div> + + <div class="container-fluid"> + <div id="banner"> + <div class="pull-left"> + <a href="../index.html" id="bannerLeft" title="Apache SINGA"> + <img src="../images/singa-logo.png" alt="Apache SINGA"/> + </a> + </div> + <div class="pull-right"> <div id="bannerRight"> + <img src="../images/singa-title.png" alt="Apache SINGA"/> + </div> + </div> + <div class="clear"><hr/></div> + </div> + + <div id="breadcrumbs"> + <ul class="breadcrumb"> + + + <li class=""> + <a href="../index.html" title="Apache SINGA"> + Apache SINGA</a> + <span class="divider">/</span> + </li> + <li class="active ">Hybrid Parallelism</li> + + + + + </ul> + </div> + + + <div class="row-fluid"> + <div id="leftColumn" class="span2"> + <div class="well sidebar-nav"> + + + <ul class="nav nav-list"> + <li class="nav-header">Apache SINGA</li> + + <li> + + <a href="../docs/overview.html" title="Introduction"> + <span class="none"></span> + Introduction</a> + </li> + + <li> + + <a href="../docs/quick-start.html" title="Quick Start"> + <span class="none"></span> + Quick Start</a> + </li> + + <li> + + <a href="../downloads.html" title="Downloads"> + <span class="none"></span> + Downloads</a> + </li> + <li class="nav-header">Documentaion</li> + + <li> + + <a href="../docs/index.html" title="Latest"> + <span class="icon-chevron-down"></span> + Latest</a> + <ul class="nav nav-list"> + + <li> + + <a href="../docs/installation.html" title="Installation"> + <span class="icon-chevron-right"></span> + Installation</a> + </li> + + <li> + + <a href="../docs/programmer-guide.html" title="Programmer Guide"> + <span class="icon-chevron-right"></span> + Programmer Guide</a> + </li> + + <li> + + <a href="../docs/distributed-training.html" title="Distributed Training"> + <span class="icon-chevron-down"></span> + Distributed Training</a> + <ul class="nav nav-list"> + + <li> + + <a href="../docs/architecture.html" title="System Architecture"> + <span class="none"></span> + System Architecture</a> + </li> + + <li> + + <a href="../docs/frameworks.html" title="Frameworks"> + <span class="none"></span> + Frameworks</a> + </li> + + <li> + + <a href="../docs/communication.html" title="Communication"> + <span class="none"></span> + Communication</a> + </li> + + <li class="active"> + + <a href="#"><span class="none"></span>Hybrid Parallelism</a> + </li> + + <li> + + <a href="../docs/mesos.html" title="Training on Mesos"> + <span class="none"></span> + Training on Mesos</a> + </li> + + <li> + + <a href="../docs/hdfs.html" title="Using HDFS"> + <span class="none"></span> + Using HDFS</a> + </li> + </ul> + </li> + + <li> + + <a href="../docs/data.html" title="Data Preparation"> + <span class="none"></span> + Data Preparation</a> + </li> + + <li> + + <a href="../docs/checkpoint.html" title="Checkpoint"> + <span class="none"></span> + Checkpoint</a> + </li> + + <li> + + <a href="../docs/test.html" title="Test"> + <span class="none"></span> + Test</a> + </li> + + <li> + + <a href="../docs/examples.html" title="Examples"> + <span class="icon-chevron-right"></span> + Examples</a> + </li> + + <li> + + <a href="../docs/debug.html" title="Debug"> + <span class="none"></span> + Debug</a> + </li> + </ul> + </li> + + <li> + + <a href="../v0.1.0/index.html" title="v0.1.0"> + <span class="none"></span> + v0.1.0</a> + </li> + <li class="nav-header">Development</li> + + <li> + + <a href="../develop/schedule.html" title="Schedule"> + <span class="none"></span> + Schedule</a> + </li> + + <li> + + <a href="../develop/how-contribute.html" title="How to Contribute"> + <span class="icon-chevron-right"></span> + How to Contribute</a> + </li> + <li class="nav-header">Community</li> + + <li> + + <a href="../community/source-repository.html" title="Source Repository"> + <span class="none"></span> + Source Repository</a> + </li> + + <li> + + <a href="../community/mail-lists.html" title="Mailing Lists"> + <span class="none"></span> + Mailing Lists</a> + </li> + + <li> + + <a href="../community/issue-tracking.html" title="Issue Tracking"> + <span class="none"></span> + Issue Tracking</a> + </li> + + <li> + + <a href="../community/team-list.html" title="SINGA Team"> + <span class="none"></span> + SINGA Team</a> + </li> + <li class="nav-header">External Links</li> + + <li> + + <a href="http://www.apache.org/"; class="externalLink" title="Apache Software Foundation"> + <span class="none"></span> + Apache Software Foundation</a> + </li> + + <li> + + <a href="http://www.comp.nus.edu.sg/~dbsystem/singa/"; class="externalLink" title="NUS 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>Hybrid Parallelism</h1> +<hr /> +<div class="section"> +<h2><a name="User_Guide"></a>User Guide</h2> +<p>SINGA supports different parallelism options for distributed training. Users just need to configure it in the job configuration.</p> +<p>Both <tt>NetProto</tt> and <tt>LayerProto</tt> have a field <tt>partition_dim</tt> to control the parallelism option:</p> + +<ul> + +<li><tt>partition_dim=0</tt>: neuralnet/layer is partitioned on data dimension, i.e., each worker processes a subset of data records.</li> + +<li><tt>partition_dim=1</tt>: neuralnet/layer is partitioned on feature dimension, i.e., each worker maintains a subset of feature parameters.</li> +</ul> +<p><tt>partition_dim</tt> field in <tt>NetProto</tt> will be applied to all layers, unless a layer has its own <tt>partition_dim</tt> field set.</p> +<p>If we want data parallelism for the whole model, just leave <tt>partition_dim</tt> as default (which is 0), or configure the job.conf like:</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">neuralnet { + partition_dim: 0 + layer { + name: ... + type: ... + } + ... +} +</pre></div></div> +<p>With the hybrid parallelism, we can have layers either partitioned on data dimension or feature dimension. For example, if we want a specific layer partitioned on feature dimension, just configure like:</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">neuralnet { + partition_dim: 0 + layer { + name: "layer1_partition_on_data_dimension" + type: ... + } + layer { + name: "layer2_partition_on_feature_dimension" + type: ... + partition_dim: 1 + } + ... +} +</pre></div></div></div> +<div class="section"> +<h2><a name="Developer_Guide"></a>Developer Guide</h2> +<p>To support hybrid parallelism, after singa read users’ model and paration configuration, a set of connection layers are automatically added between layers when needed:</p> + +<ul> + +<li> +<p><tt>BridgeSrcLayer</tt> & <tt>BridgeDstLayer</tt> are added when two connected layers are not in the same machine. They are paired and are responsible for sending data/gradient to the other side during each iteration.</p></li> + +<li> +<p><tt>ConcateLayer</tt> is added when there are multiple source layers. It combines their feature blobs along a given dimension.</p></li> + +<li> +<p><tt>SliceLayer</tt> is added when there are mutliple dest layers, each of which only needs a subset(slice) of this layers’ feature blob.</p></li> + +<li> +<p><tt>SplitLayer</tt> is added when there are multiple dest layers, each of which needs the whole feature blob.</p></li> +</ul> +<p>Following is the logic used in our code to add connection layers:</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">Add Slice, Concate, Split Layers for Hybrid Partition + +All cases are as follows: +src_pdim | dst_pdim | connection_type | Action + 0 | 0 | OneToOne | Direct Connection + 1 | 1 | OneToOne | Direct Connection + 0 | 0 | OneToAll | Direct Connection + 1 | 0 | OneToOne | Slice -> Concate + 0 | 1 | OneToOne | Slice -> Concate + 1 | 0 | OneToAll | Slice -> Concate + 0 | 1 | OneToAll | Split -> Concate + 1 | 1 | OneToAll | Split -> Concate + +Logic: +dst_pdim = 1 && OneToAll ? + (YES) Split -> Concate + (NO) src_pdim = dst_pdim ? + (YES) Direct Connection + (NO) Slice -> Concate +</pre></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/index.html ============================================================================== --- websites/staging/singa/trunk/content/docs/index.html (original) +++ websites/staging/singa/trunk/content/docs/index.html Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Latest Documentation</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> @@ -223,7 +223,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li class="active"> <a href="#"><span class="icon-chevron-down"></span>Latest</a> @@ -242,7 +242,7 @@ <span class="icon-chevron-right"></span> Programmer Guide</a> </li> - + <li> <a href="../docs/distributed-training.html" title="Distributed Training"> Modified: websites/staging/singa/trunk/content/docs/installation.html ============================================================================== --- websites/staging/singa/trunk/content/docs/installation.html (original) +++ websites/staging/singa/trunk/content/docs/installation.html Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Installation</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> @@ -223,7 +223,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="../docs/index.html" title="Latest"> @@ -258,7 +258,7 @@ <span class="icon-chevron-right"></span> Programmer Guide</a> </li> - + <li> <a href="../docs/distributed-training.html" title="Distributed Training"> Modified: websites/staging/singa/trunk/content/docs/installation_source.html ============================================================================== --- websites/staging/singa/trunk/content/docs/installation_source.html (original) +++ websites/staging/singa/trunk/content/docs/installation_source.html Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Building SINGA from source</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> @@ -223,7 +223,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="../docs/index.html" title="Latest"> @@ -258,7 +258,7 @@ <span class="icon-chevron-right"></span> Programmer Guide</a> </li> - + <li> <a href="../docs/distributed-training.html" title="Distributed Training"> 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 Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Layers</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> @@ -223,7 +223,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="../docs/index.html" title="Latest"> @@ -286,7 +286,7 @@ </li> </ul> </li> - + <li> <a href="../docs/distributed-training.html" title="Distributed Training"> 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 Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – </title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> @@ -223,7 +223,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="../docs/index.html" title="Latest"> 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 Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <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" /> @@ -223,7 +223,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="../docs/index.html" title="Latest"> @@ -244,7 +244,7 @@ <span class="icon-chevron-right"></span> Programmer Guide</a> </li> - + <li> <a href="../docs/distributed-training.html" title="Distributed Training"> @@ -252,11 +252,6 @@ Distributed Training</a> <ul class="nav nav-list"> - <li class="active"> - - <a href="#"><span class="none"></span>Training on Mesos</a> - </li> - <li> <a href="../docs/architecture.html" title="System Architecture"> @@ -280,6 +275,18 @@ <li> + <a href="../docs/hybrid.html" title="Hybrid Parallelism"> + <span class="none"></span> + Hybrid Parallelism</a> + </li> + + <li class="active"> + + <a href="#"><span class="none"></span>Training on Mesos</a> + </li> + + <li> + <a href="../docs/hdfs.html" title="Using HDFS"> <span class="none"></span> Using HDFS</a> 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 Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <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" /> @@ -223,7 +223,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="../docs/index.html" title="Latest"> @@ -244,7 +244,7 @@ <span class="icon-chevron-right"></span> Programmer Guide</a> </li> - + <li> <a href="../docs/distributed-training.html" title="Distributed Training"> 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 Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <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" /> @@ -223,7 +223,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="../docs/index.html" title="Latest"> @@ -286,7 +286,7 @@ </li> </ul> </li> - + <li> <a href="../docs/distributed-training.html" title="Distributed Training"> 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 Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <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" /> @@ -223,7 +223,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="../docs/index.html" title="Latest"> @@ -286,7 +286,7 @@ </li> </ul> </li> - + <li> <a href="../docs/distributed-training.html" title="Distributed Training"> 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 Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <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" /> @@ -223,7 +223,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="../docs/index.html" title="Latest"> 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 Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Introduction</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> @@ -221,7 +221,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="../docs/index.html" title="Latest"> 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 Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Parameters</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> @@ -223,7 +223,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="../docs/index.html" title="Latest"> @@ -286,7 +286,7 @@ </li> </ul> </li> - + <li> <a href="../docs/distributed-training.html" title="Distributed Training"> 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 Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <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" /> @@ -223,7 +223,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="../docs/index.html" title="Latest"> @@ -286,7 +286,7 @@ </li> </ul> </li> - + <li> <a href="../docs/distributed-training.html" title="Distributed Training"> 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 Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <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" /> @@ -223,7 +223,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="../docs/index.html" title="Latest"> 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 Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Python Binding</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> @@ -223,7 +223,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="../docs/index.html" title="Latest"> 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 Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Quick Start</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> @@ -221,7 +221,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="../docs/index.html" title="Latest"> 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 Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <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" /> @@ -223,7 +223,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="../docs/index.html" title="Latest"> @@ -244,7 +244,7 @@ <span class="icon-chevron-right"></span> Programmer Guide</a> </li> - + <li> <a href="../docs/distributed-training.html" title="Distributed Training"> 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 Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <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" /> @@ -223,7 +223,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="../docs/index.html" title="Latest"> @@ -244,7 +244,7 @@ <span class="icon-chevron-right"></span> Programmer Guide</a> </li> - + <li> <a href="../docs/distributed-training.html" title="Distributed Training"> 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 Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <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" /> @@ -223,7 +223,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="../docs/index.html" title="Latest"> @@ -244,7 +244,7 @@ <span class="icon-chevron-right"></span> Programmer Guide</a> </li> - + <li> <a href="../docs/distributed-training.html" title="Distributed Training"> 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 Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <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" /> @@ -223,7 +223,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="../docs/index.html" title="Latest"> @@ -286,7 +286,7 @@ </li> </ul> </li> - + <li> <a href="../docs/distributed-training.html" title="Distributed Training"> 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 Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Updater</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> @@ -223,7 +223,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="../docs/index.html" title="Latest"> @@ -286,7 +286,7 @@ </li> </ul> </li> - + <li> <a href="../docs/distributed-training.html" title="Distributed Training"> Modified: websites/staging/singa/trunk/content/downloads.html ============================================================================== --- websites/staging/singa/trunk/content/downloads.html (original) +++ websites/staging/singa/trunk/content/downloads.html Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Download SINGA</title> <link rel="stylesheet" href="./css/apache-maven-fluido-1.4.min.css" /> @@ -221,7 +221,7 @@ <a href="#"><span class="none"></span>Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="docs/index.html" title="Latest"> Modified: websites/staging/singa/trunk/content/index.html ============================================================================== --- websites/staging/singa/trunk/content/index.html (original) +++ websites/staging/singa/trunk/content/index.html Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – A Distributed Deep Learning Platform</title> <link rel="stylesheet" href="./css/apache-maven-fluido-1.4.min.css" /> @@ -223,7 +223,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="docs/index.html" title="Latest"> Modified: websites/staging/singa/trunk/content/releases/RELEASE_NOTES_0.1.0.html ============================================================================== --- websites/staging/singa/trunk/content/releases/RELEASE_NOTES_0.1.0.html (original) +++ websites/staging/singa/trunk/content/releases/RELEASE_NOTES_0.1.0.html Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – singa-incubating-0.1.0 Release Notes</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> @@ -223,7 +223,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="../docs/index.html" title="Latest"> Modified: websites/staging/singa/trunk/content/releases/RELEASE_NOTES_0.2.0.html ============================================================================== --- websites/staging/singa/trunk/content/releases/RELEASE_NOTES_0.2.0.html (original) +++ websites/staging/singa/trunk/content/releases/RELEASE_NOTES_0.2.0.html Sat Jan 9 10:24:11 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-08 + | Generated by Apache Maven Doxia at 2016-01-09 | 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="20160108" /> + <meta name="Date-Revision-yyyymmdd" content="20160109" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – singa-incubating-0.2.0 Release Notes</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> @@ -223,7 +223,7 @@ Downloads</a> </li> <li class="nav-header">Documentaion</li> - + <li> <a href="../docs/index.html" title="Latest">
![https://s3.amazonaws.com/github/ribbons/forkme_right_orange_ff7600.png"](https://s3.amazonaws.com/github/ribbons/forkme_right_orange_ff7600.png"){kind=link}
![http://incubator.apache.org/images/egg-logo.png"](http://incubator.apache.org/images/egg-logo.png"){kind=link}