Added: websites/staging/singa/trunk/content/docs/jp/examples.html ============================================================================== --- websites/staging/singa/trunk/content/docs/jp/examples.html (added) +++ websites/staging/singa/trunk/content/docs/jp/examples.html Wed Jan 13 03:47:56 2016 @@ -0,0 +1,369 @@ +<!DOCTYPE html> +<!-- + | 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="20160113" /> + <meta http-equiv="Content-Language" content="en" /> + <title>Apache SINGA – Example Models</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"; 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Added: websites/staging/singa/trunk/content/docs/jp/frameworks.html ============================================================================== --- websites/staging/singa/trunk/content/docs/jp/frameworks.html (added) +++ websites/staging/singa/trunk/content/docs/jp/frameworks.html Wed Jan 13 03:47:56 2016 @@ -0,0 +1,432 @@ +<!DOCTYPE html> +<!-- + | 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="20160113" /> + <meta http-equiv="Content-Language" content="en" /> + <title>Apache SINGA – åæ£ãã¬ã¼ãã³ã° ãã¬ã¼ã ã¯ã¼ã¯</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"; 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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>分散トレーニング フレームワーク</h1> +<hr /> +<div class="section"> +<h2><a name="a"></a>クラスタトポロジーの設定</h2> +<p>クラスタトポロジーは <tt>JobProto</tt> の <tt>cluster</tt> フィールドで設定します。 <tt>cluster</tt> の type は <tt>ClusterProto</tt> です。</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">message ClusterProto { + optional int32 nworker_groups = 1; + optional int32 nserver_groups = 2; + optional int32 nworkers_per_group = 3 [default = 1]; + optional int32 nservers_per_group = 4 [default = 1]; + optional int32 nworkers_per_procs = 5 [default = 1]; + optional int32 nservers_per_procs = 6 [default = 1]; + + // servers and workers in different processes? + optional bool server_worker_separate = 20 [default = false]; + + ...... +} +</pre></div></div> +<p>下記のフィールドを設定して、クラスタトポロジーをカスタマイズします。</p> + +<ul> + +<li> +<p><tt>nworkers_per_group</tt> と <tt>nworkers_per_procs</tt> decide the partitioning of worker side ParamShard.</p></li> + +<li> +<p><tt>nservers_per_group</tt> と <tt>nservers_per_procs</tt> decide the partitioning of server side ParamShard.</p></li> + +<li> +<p><tt>server_worker_separate</tt> separate servers and workers in different processes.</p></li> +</ul></div> +<div class="section"> +<h2><a name="a_"></a>トレーニング フレームワーク</h2> +<p>In SINGA, worker groups run asynchronously and　workers within one group run synchronously. Users can leverage this general design to run　both <b>synchronous</b> and <b>asynchronous</b> training frameworks. Here we illustrate how to configure　popular distributed training frameworks in SINGA.</p> +<p><img src="../images/frameworks.png" style="width: 800px" alt="" /> +<p><b> Fig.1 - Training frameworks in SINGA</b></p> +<div class="section"> +<h3><a name="Sandblaster"></a>Sandblaster</h3> +<p>Google Brain で使われている <b>synchronous</b> フレームワークです。 Fig.2(a)に、SINGA で実装された Sandblaster を示します。 cluster フィールドの設定は次のとおりです。</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">cluster { + nworker_groups: 1 + nserver_groups: 1 + nworkers_per_group: 3 + nservers_per_group: 2 + server_worker_separate: true +} +</pre></div></div> +<p>A single server group is launched to handle all requests from workers. A worker computes on its partition of the model, and only communicates with servers handling related parameters.</p></div> +<div class="section"> +<h3><a name="AllReduce"></a>AllReduce</h3> +<p>Baidu’s DeepImage で使われている <b>synchronous</b> フレームワークです。 Fig.2(b)に、SINGA で実装された AllReduce を示します。 cluster フィールドの設定は次のとおりです。</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">cluster { + nworker_groups: 1 + nserver_groups: 1 + nworkers_per_group: 3 + nservers_per_group: 3 + server_worker_separate: false +} +</pre></div></div> +<p>We bind each worker with a server on the same node, so that each node is responsible for maintaining a partition of parameters and collecting updates from all other nodes.</p></div> +<div class="section"> +<h3><a name="Downpour"></a>Downpour</h3> +<p>Google Brain で使われている <b>asynchronous</b> フレームワークです。 Fig.2(c)に、SINGA で実装された Downpour を示します。 cluster フィールドの設定は次のとおりです。</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">cluster { + nworker_groups: 2 + nserver_groups: 1 + nworkers_per_group: 2 + nservers_per_group: 2 + server_worker_separate: true +} +</pre></div></div> +<p>Similar to the synchronous Sandblaster, all workers send requests to a global server group. We divide workers into several worker groups, each running independently and working on parameters from the last <i>update</i> response.</p></div> +<div class="section"> +<h3><a name="Distributed_Hogwild"></a>Distributed Hogwild</h3> +<p>Caffe で使われている <b>asynchronous</b> フレームワークです。 Fig.2(d)に、SINGA で実装された Distributed Hogwild を示します。 cluster フィールドの設定は次のとおりです。</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">cluster { + nworker_groups: 3 + nserver_groups: 3 + nworkers_per_group: 1 + nservers_per_group: 1 + server_worker_separate: false +} +</pre></div></div> +<p>Each node contains a complete server group and a complete worker group. Parameter updates are done locally, so that communication cost during each training step is minimized. However, the server group must periodically synchronize with neighboring groups to improve the training convergence.</p></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. 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