Modified: websites/staging/singa/trunk/content/docs/kr/distributed-training.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/distributed-training.html (original) +++ websites/staging/singa/trunk/content/docs/kr/distributed-training.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – ë¶ì° í¸ë ì´ë</title> <link rel="stylesheet" href="../../css/apache-maven-fluido-1.4.min.css" /> @@ -329,7 +329,7 @@ <ul> -<li>하이브리드 병렬화 (hybrid.html)</li> +<li><a href="hybrid.html">하이브리드 병렬화</a></li> </ul> <p>현재 SINGA는 Mesos과 통합되어 있기 때문에 분산 트레이닝을 Mesos 프레임워크로 실행할 수 있습니다. Mesos 클러스터는 SINGA 컨테이너에서 설정할 수 있습니다. Mesos와 SINGA를 번들 한 Docker 이미지를 준비했습니다.</p> <p>클러스터의 준비와 시작에 관한 자세한 내용은 아래 링크를 참조하십시오.</p>
Modified: websites/staging/singa/trunk/content/docs/kr/docker.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/docker.html (original) +++ websites/staging/singa/trunk/content/docs/kr/docker.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Building SINGA Docker container</title> <link rel="stylesheet" href="../../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/kr/examples.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/examples.html (original) +++ websites/staging/singa/trunk/content/docs/kr/examples.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <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" /> Modified: websites/staging/singa/trunk/content/docs/kr/frameworks.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/frameworks.html (original) +++ websites/staging/singa/trunk/content/docs/kr/frameworks.html Tue Mar 29 04:42:10 2016 @@ -1,15 +1,15 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <meta http-equiv="Content-Language" content="en" /> - <title>Apache SINGA – Distributed Training Framework</title> + <title>Apache SINGA – ë¶ì° í¸ë ì´ë</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" /> @@ -177,7 +177,7 @@ Apache SINGA</a> <span class="divider">/</span> </li> - <li class="active ">Distributed Training Framework</li> + <li class="active ">ë¶ì° í¸ë ì´ë</li> @@ -309,11 +309,12 @@ <div id="bodyColumn" class="span10" > - <h1>Distributed Training Framework</h1> + <h1>분산 트레이닝</h1> <hr /> <div class="section"> -<h2><a name="Cluster_Topology_Configuration"></a>Cluster Topology Configuration</h2> -<p>Here we describe how to configure SINGA’s cluster topology to support different distributed training frameworks. The cluster topology is configured in the <tt>cluster</tt> field in <tt>JobProto</tt>. The <tt>cluster</tt> is of type <tt>ClusterProto</tt>:</p> +<h2><a name="Cluster_Topology_"></a>Cluster Topology 설정</h2> +<p>SINGA 에서 다양한 분산 트레이닝 프레임워크를 실행하는 방법을 설명합니다.</p> +<p>cluster topology 는 <tt>JobProto</tt> 속의 <tt>cluster</tt> field 를 설정해줍니다. <tt>cluster</tt> 는 <tt>ClusterProto</tt> 타입 입니다. 예를 들어</p> <div class="source"> <div class="source"><pre class="prettyprint">message ClusterProto { @@ -330,24 +331,27 @@ ...... } </pre></div></div> -<p>The mostly used fields are as follows:</p> +<p>자주 사용되는 field 는 다음과 같습니다:</p> <ul> -<li><tt>nworkers_per_group</tt> and <tt>nworkers_per_procs</tt>: decide the partitioning of worker side ParamShard.</li> +<li> +<p><tt>nworkers_per_group</tt> and <tt>nworkers_per_procs</tt>: decide the partitioning of worker side ParamShard.</p></li> -<li><tt>nservers_per_group</tt> and <tt>nservers_per_procs</tt>: decide the partitioning of server side ParamShard.</li> +<li> +<p><tt>nservers_per_group</tt> and <tt>nservers_per_procs</tt>: decide the partitioning of server side ParamShard.</p></li> -<li><tt>server_worker_separate</tt>: separate servers and workers in different processes.</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="Different_Training_Frameworks"></a>Different Training Frameworks</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> +<h2><a name="a__"></a>다양한 트레이닝 프레임워크</h2> +<p>SINGA 에서 worker groups 들은 비동기적으로, group 속에서 workers 들은 동기적으로 실행됩니다. 유저는 이 일반디저인을 이용해서 <b>synchronous</b> 와 <b>asynchronous</b> 트레이닝 프레임워크를 실행 할수 있습니다. 널리 알려진 분산 트레이닝을 어떻게 설정하고 실행하는지 설명하겠습니다.</p> <p><img src="../../images/frameworks.png" style="width: 800px" alt="" /> -<p><b> Fig.1 - Training frameworks in SINGA</b></p> +<p><b> Fig.1 - 다양한 트레이닝 프레임워크</b></p> <div class="section"> <h3><a name="Sandblaster"></a>Sandblaster</h3> -<p>This is a <b>synchronous</b> framework used by Google Brain. Fig.2(a) shows the Sandblaster framework implemented in SINGA. Its configuration is as follows:</p> +<p>Google Brain 에서 쓰이는 <b>synchronous</b> 프레임워크. Fig.2(a) 는 SINGA에서 Sandblaster 프레임워크를 실행하기 위한 cluster 의 설정 예입니다.</p> <div class="source"> <div class="source"><pre class="prettyprint">cluster { @@ -358,10 +362,10 @@ 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> +<p>각 server group 는 모든 workers 의 requests 를 처리합니다. 각 worker 는 뉴럴네트 모델의 한 부분을 담당하여 계산을 하고, 모든 servers 와 통신을 하여 관련 parameters 값을 얻습니다.</p></div> <div class="section"> <h3><a name="AllReduce"></a>AllReduce</h3> -<p>This is a <b>synchronous</b> framework used by Baidu’s DeepImage. Fig.2(b) shows the AllReduce framework implemented in SINGA. Its configuration is as follows:</p> +<p>Baidu’s DeepImage 에서 쓰이는 <b>synchronous</b> 프레임워크. Fig.2(b) 는 SINGA에서 AllReduce 프레임워크를 실행하기 위한 cluster 의 설정 예입니다.</p> <div class="source"> <div class="source"><pre class="prettyprint">cluster { @@ -372,10 +376,10 @@ 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> +<p>각 node 에서 1 worker 와 1 server 를 실행하여, 각 node 가 parameters 의 한 부분을 담당하고 계산을 하도록 설정합니다. 다른 nodes 와 업데이트 된 정보를 교환합니다.</p></div> <div class="section"> <h3><a name="Downpour"></a>Downpour</h3> -<p>This is a <b>asynchronous</b> framework used by Google Brain. Fig.2(c) shows the Downpour framework implemented in SINGA. Its configuration is as follows:</p> +<p>Google Brain 에서 쓰이는 <b>asynchronous</b> 프레임워크. Fig.2(c) 는 SINGA에서 Downpour 프레임워크를 실행하기 위한 cluster 의 설정 예입니다.</p> <div class="source"> <div class="source"><pre class="prettyprint">cluster { @@ -386,10 +390,10 @@ 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> +<p>synchronous Sandblaster 와 비슷하게, 모든 workers 는 1 server group 에 requests 를 보냅니다. 여기서는 workers 들을 여러 worker groups 으로 나누어서, 각 worker 가 <i>update</i> reply 에서 받은 최신 parameters 를 써서 계산 하도록 설정하였습니다.</p></div> <div class="section"> <h3><a name="Distributed_Hogwild"></a>Distributed Hogwild</h3> -<p>This is a <b>asynchronous</b> framework used by Caffe. Fig.2(d) shows the Distributed Hogwild framework implemented in SINGA. Its configuration is as follows:</p> +<p>Caffe 에서 쓰이는 <b>asynchronous</b> 프레임워크. Fig.2(d) 는 SINGA에서 Hogwild 프레임워크를 실행하기 위한 cluster 의 설정 예입니다.</p> <div class="source"> <div class="source"><pre class="prettyprint">cluster { @@ -400,7 +404,7 @@ 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> +<p>각 node 는 1 server group 와 1 worker group 를 실행합니다. Parameter updates 를 node 에서 각각 실행시킴으로써 통신코스트와 트레이닝 스텝을 최소화 합니다. 그러나 server groups 들은 정기적으로 네이버링 groups 들과 동기 시켜야 됩니다.</p></div></div> </div> </div> </div> Modified: websites/staging/singa/trunk/content/docs/kr/index.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/index.html (original) +++ websites/staging/singa/trunk/content/docs/kr/index.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – ìµì 문ì</title> <link rel="stylesheet" href="../../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/kr/installation.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/installation.html (original) +++ websites/staging/singa/trunk/content/docs/kr/installation.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – ì¸ì¤í¨</title> <link rel="stylesheet" href="../../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/kr/installation_source.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/installation_source.html (original) +++ websites/staging/singa/trunk/content/docs/kr/installation_source.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <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" /> Modified: websites/staging/singa/trunk/content/docs/kr/layer.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/layer.html (original) +++ websites/staging/singa/trunk/content/docs/kr/layer.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <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/kr/lmdb.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/lmdb.html (original) +++ websites/staging/singa/trunk/content/docs/kr/lmdb.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <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/kr/mesos.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/mesos.html (original) +++ websites/staging/singa/trunk/content/docs/kr/mesos.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <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/kr/mlp.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/mlp.html (original) +++ websites/staging/singa/trunk/content/docs/kr/mlp.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <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/kr/model-config.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/model-config.html (original) +++ websites/staging/singa/trunk/content/docs/kr/model-config.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <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/kr/neural-net.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/neural-net.html (original) +++ websites/staging/singa/trunk/content/docs/kr/neural-net.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <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/kr/neuralnet-partition.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/neuralnet-partition.html (original) +++ websites/staging/singa/trunk/content/docs/kr/neuralnet-partition.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <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/kr/overview.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/overview.html (original) +++ websites/staging/singa/trunk/content/docs/kr/overview.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – ê°ì</title> <link rel="stylesheet" href="../../css/apache-maven-fluido-1.4.min.css" /> @@ -333,14 +333,26 @@ <p>유용성 : 대규모 분산 모델의 효율적인 트레이닝에 필요한 데이터와 모델의 분할, 네트워크 통신등 프로그래머의 작업을 단순화하고, 복잡한 모델 및 알고리즘의 구축을 쉽게 한다.</p></div> <div class="section"> <h2><a name="a_"></a>설계 이념</h2> -<p>확장성은 분산 딥러닝에서 중요한 연구 과제입니다. SINGA는 다양한 트레이닝 프레임워크의 확장성을 유지할 수 있도록 설계되어 있습니다. * Synchronous (동기) : 트레이닝의 1단계에서 얻을 수있는 효과를 높입니다. * Asynchronous (비동기) : 트레이닝의 수렴 속도를 향상시킵니다. * Hybrid (하이브리드) : 코스트 및 리소스 (클러스터 
 06c;기 등)에 맞는 효과와 수렴 속도의 균형을 잡고 확장성을 향상시킵니다.</p> +<p>확장성은 분산 딥러닝에서 중요한 연구 과제입니다. SINGA는 다양한 트레이닝 프레임워크의 확장성을 유지할 수 있도록 설계되어 있습니다.</p> + +<ul> + +<li> +<p>Synchronous (동기) : 트레이닝의 1단계에서 얻을 수있는 효과를 높입니다.</p></li> + +<li> +<p>Asynchronous (비동기) : 트레이닝의 수렴 속도를 향상시킵니다.</p></li> + +<li> +<p>Hybrid (하이브리드) : 코스트 및 리소스 (클러스터 크기 등)에 맞는 효과와 수렴 속도의 균형을 잡고 확장성을 향상시킵니다.</p></li> +</ul> <p>SINGA는 딥러닝 모델의 네트워크 “레이어” 개념에 따라 직관적으로 프로그래밍을 할 수 있도록 디자인되어 있습니다. 다양한 모델을 쉽게 구축하고 트레이닝 할 수 있습니다.</p></div> <div class="section"> <h2><a name="a_"></a>시스템 개요</h2> -<p><img src="../../images/sgd.png" align="center" width="400px" alt="" /> <span> <b> Figure 1 - SGD Flow </b> </span></p> -<p>“딥러닝 모델을 학습한다”는 것은 특정 작업(분류, 예측 등)을 달성하기 위하여 사용되는 특징량(feature)을 생성하는 변환 함수의 최적 파라미터를 찾는 것입니다. 그 변수의 좋고 나쁨은, Cross-Entropy Loss (<a class="externalLink" href="https://en.wikipedia.org/wiki/Cross_entropy";>https://en.wikipedia.org/wiki/Cross_entropy</a>) 등의 loss function (손실 함수)으로 확인합니다. 이 함수는 일반적으로 비선형 또는 &#x be44; 볼록 함수이므로 閉解을 찾기가 힘듭니다.</p> -<p>그래서 Stochastic Gradient Descent (확률적구배강하법)을 이용합니다. Figure 1과 같이 무작위로 초기화 된 파라미터 값을 손실 함수가 작아 지도록 반복 업데이트하고 있습니다.</p> -<p><img src="../../images/overview.png" align="center" width="400px" alt="" /> <span> <b> Figure 2 - SINGA 개요 </b> </span></p> +<p><img src="../../images/sgd.png" align="center" width="400px" alt="" /> <span><b> Figure 1 - SGD Flow </b></span></p> +<p>“딥러닝 모델을 학습한다”는 것은 특정 작업(분류, 예측 등)을 달성하기 위하여 사용되는 특징량(feature)을 생성하는 변환 함수의 최적 파라미터를 찾는다는 것입니다. 그 변수의 좋고 나쁨은, Cross-Entropy Loss (<a class="externalLink" href="https://en.wikipedia.org/wiki/Cross_entropy";>https://en.wikipedia.org/wiki/Cross_entropy</a>) 등의 loss function (손실 함수)으로 확인합니다. 이 함수는 일반적으로 비선형  610;는 비 볼록 함수이므로 閉解을 찾기가 힘듭니다.</p> +<p>그래서 Stochastic Gradient Descent (확률적구배강하법)을 이용합니다. Figure 1과 같이 랜덤으로 초기화 된 파라미터 값을, 손실 함수가 작아 지도록 반복 업데이트하고 있습니다.</p> +<p><img src="../../images/overview.png" align="center" width="400px" alt="" /> <span> <b> Figure 2 - SINGA Overview </b> </span></p> <p>트레이닝에 필요한 워크로드는 workers 와 servers 에 분산됩니다. Figure 2와 같이 루프(iteration)마다 workers 는 <i>TrainOneBatch</i> 함수를 불러서 파라미터 구배를 계산합니다. <i>TrainOneBatch</i> 는 뉴럴네트워크의 구조가 기술 된 <i>NeuralNet</i> 정보에 따라서 “Layer”를 차례로 둘러봅니다. 계산 된 구배는 로컬노드의 stub 에 보내져 집계 된 후, 해당 servers 에 전송됩니다. Servers 는 업데이트 된 파라미터 값을 workers 한테 되돌려주고, 다음 루프(iteration)를 진행합니다.</p></div> <div class="section"> <h2><a name="Job"></a>Job</h2> Modified: websites/staging/singa/trunk/content/docs/kr/param.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/param.html (original) +++ websites/staging/singa/trunk/content/docs/kr/param.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <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/kr/programmer-guide.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/programmer-guide.html (original) +++ websites/staging/singa/trunk/content/docs/kr/programmer-guide.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <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/kr/programming-guide.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/programming-guide.html (original) +++ websites/staging/singa/trunk/content/docs/kr/programming-guide.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – íë¡ê·¸ëë° ê°ì´ë</title> <link rel="stylesheet" href="../../css/apache-maven-fluido-1.4.min.css" /> @@ -323,16 +323,16 @@ <li><a href="distributed-training.html">Cluster Topology</a> : workers와 servers 분산 토폴로지를 기술합니다.</li> </ul> -<p>The <i>Basic user guide</i> section describes how to submit a training job using built-in components; while the <i>Advanced user guide</i> section presents details on writing user’s own main function to register components implemented by themselves. In addition, the training data must be prepared, which has the same <a href="data.html">process</a> for both advanced users and basic users.</p> -<p><img src="../../images/overview.png" align="center" width="400px" alt="" /> <span><b>Figure 1 - SINGA 개요 </b></span></p> +<p><i>Basic 유저 가이드</i> 에서 built-in components 를 써서 트레이닝을 시작하는 방법을 설명합니다. <i>Advanced 유저 가이드</i> 에서는 유저가 임플리멘트한 모델, 함수, 알고리듬을 써서 트레이닝을 시작하는 방법을 설병합니다. 트레이닝 데이타는 <a href="data.html">process</a> 를 참고로 준비를 해주세요.</p> +<p><img src="../../images/overview.png" align="center" width="400px" alt="" /> <span><b>Figure 1 - SINGA Overview </b></span></p> <div class="section"> <h2><a name="Basic__"></a>Basic 유저 가이드</h2> -<p>Users can use the default main function provided SINGA to submit the training job. For this case, a job configuration file written as a google protocol buffer message for the <a href="../api/classsinga_1_1JobProto.html">JobProto</a> must be provided in the command line,</p> +<p>SINGA 에서 준비된 main 함수를 써서 쉽게 트레이닝을 시작할수 있습니다. 이 경우 <a href="../api/classsinga_1_1JobProto.html">JobProto</a> 를 위하여 google protocol buffer message 로 씌여진 job configuration 파일을 준비합니다. 그리고 아래의 커맨드라인을 실행합니다.</p> <div class="source"> <div class="source"><pre class="prettyprint">./bin/singa-run.sh -conf <path to job conf> [-resume] </pre></div></div> -<p><tt>-resume</tt> is for continuing the training from last <a href="checkpoint.html">checkpoint</a>. The <a href="mlp.html">MLP</a> and <a href="cnn.html">CNN</a> examples use built-in components. Please read the corresponding pages for their job configuration files. The subsequent pages will illustrate the details on each component of the configuration.</p></div> +<p><tt>-resume</tt> 는 트레이닝을 저번 <a href="checkpoint.html">checkpoint</a> 부터 다시 계속할때 쓰는 인수 입니다. <a href="mlp.html">MLP</a> 와 <a href="cnn.html">CNN</a> 샘플들은 built-in 컴포넌트를 쓰고 있습니다. Please read the corresponding pages for their job configuration files. The subsequent pages will illustrate the details on each component of the configuration.</p></div> <div class="section"> <h2><a name="Advanced__"></a>Advanced 유저 가이드</h2> <p>If a user’s model contains some user-defined components, e.g., <a href="updater.html">Updater</a>, he has to write a main function to register these components. It is similar to Hadoop’s main function. Generally, the main function should</p> @@ -340,13 +340,13 @@ <ul> <li> -<p>initialize SINGA, e.g., setup logging.</p></li> +<p>SINGA 초기화, e.g., setup logging.</p></li> <li> -<p>register user-defined components.</p></li> +<p>유저 컴포넌트의 등록</p></li> <li> -<p>create and pass the job configuration to SINGA driver </p></li> +<p>job configuration 을 작성하고 SINGA driver 에서 설정</p></li> </ul> <p>main 함수의 샘플입니다.</p> @@ -372,14 +372,14 @@ int main(int argc, char** argv) { return 0; } </pre></div></div> -<p>The Driver class’ <tt>Init</tt> method will load a job configuration file provided by users as a command line argument (<tt>-conf <job conf></tt>). It contains at least the cluster topology and returns the <tt>jobConf</tt> for users to update or fill in configurations of neural net, updater, etc. If users define subclasses of Layer, Updater, Worker and Param, they should register them through the driver. Finally, the job configuration is submitted to the driver which starts the training.</p> +<p>Driver class’ <tt>Init</tt> method 는 커맨드라인 인수 <tt>-conf <job conf></tt> 에서 주어진 job configuration 파일을 읽습니다. 그 파일에는 cluster topology 정보가 기술 되어있고, 유저가 neural net, updater 등을 업데이트 혹은 설정 하기위한 <tt>jobConf</tt>를 리턴합니다. 유저가 Layer, Updater, Worker, Param 등의 subclass를 정의하면, driver 에 등록을 해야합니다. 트레이닝을 시작하기 위하여 job configuration 즉 <tt>jobConf</tt>를 driver.Train 에 넘겨줍니다.</p> <p>We will provide helper functions to make the configuration easier in the future, like <a class="externalLink" href="https://github.com/fchollet/keras";>keras</a>.</p> <p>Users need to compile and link their code (e.g., layer implementations and the main file) with SINGA library (<i>.libs/libsinga.so</i>) to generate an executable file, e.g., with name <i>mysinga</i>. To launch the program, users just pass the path of the <i>mysinga</i> and base job configuration to <i>./bin/singa-run.sh</i>.</p> <div class="source"> <div class="source"><pre class="prettyprint">./bin/singa-run.sh -conf <path to job conf> -exec <path to mysinga> [other arguments] </pre></div></div> -<p>The <a href="rnn.html">RNN application</a> provides a full example of implementing the main function for training a specific RNN model.</p></div> +<p><a href="rnn.html">RNN application</a> 에서 RNN 모델의 트레이닝을 위한 함수의 프로그램 예를 설명합니다.</p></div> </div> </div> </div> Modified: websites/staging/singa/trunk/content/docs/kr/quick-start.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/quick-start.html (original) +++ websites/staging/singa/trunk/content/docs/kr/quick-start.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – íµ ì¤íí¸</title> <link rel="stylesheet" href="../../css/apache-maven-fluido-1.4.min.css" /> @@ -402,7 +402,10 @@ neuralnet { } </pre></div></div> <p>스크립트 실행 :</p> -<p>    ./bin/singa-run.sh -conf examples/cifar10/job.conf</p></div> + +<div class="source"> +<div class="source"><pre class="prettyprint">./bin/singa-run.sh -conf examples/cifar10/job.conf +</pre></div></div></div> <div class="section"> <h4><a name="a__"></a>동기화 병렬 트레이닝</h4> @@ -443,7 +446,10 @@ logbase-a02 zookeeper_host : "logbase-a01" </pre></div></div> <p>스크립트의 실행은 “Single 노드 트레이닝”과 동일합니다.</p> -<p>    ./bin/singa-run.sh -conf examples/cifar10/job.conf</p></div></div> + +<div class="source"> +<div class="source"><pre class="prettyprint">./bin/singa-run.sh -conf examples/cifar10/job.conf +</pre></div></div></div></div> <div class="section"> <h2><a name="Mesos_"></a>Mesos에서 실행</h2> <p><i>working</i> …</p></div> Modified: websites/staging/singa/trunk/content/docs/kr/rbm.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/rbm.html (original) +++ websites/staging/singa/trunk/content/docs/kr/rbm.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <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/kr/rnn.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/rnn.html (original) +++ websites/staging/singa/trunk/content/docs/kr/rnn.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <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/kr/test.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/test.html (original) +++ websites/staging/singa/trunk/content/docs/kr/test.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <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/kr/train-one-batch.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/train-one-batch.html (original) +++ websites/staging/singa/trunk/content/docs/kr/train-one-batch.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <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/kr/updater.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/updater.html (original) +++ websites/staging/singa/trunk/content/docs/kr/updater.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <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/layer.html ============================================================================== --- websites/staging/singa/trunk/content/docs/layer.html (original) +++ websites/staging/singa/trunk/content/docs/layer.html Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <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 Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <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 Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | 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="20160323" /> + <meta name="Date-Revision-yyyymmdd" content="20160329" /> <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" /> @@ -344,9 +344,10 @@ zk-service.sh start <div class="source"> <div class="source"><pre class="prettyprint">hadoop dfsadmin -report </pre></div></div> -<p><b><i>Important</i></b> If the Docker version is 1.9 or newer, make sure <a href="docker.html#launch_pseudo">name resolution is set up properly</a> </p> <div class="section"> <div class="section"> +<h4><a name="Important_If_the_Docker_version_is_1.9_or_newer_make_sure_name_resolution_is_set_up_properly"></a>Important If the Docker version is 1.9 or newer, make sure <a href="docker.html#launch_pseudo">name resolution is set up properly</a></h4></div> +<div class="section"> <h4><a name="Mesos_logs"></a>Mesos logs</h4> <p>Mesos logs are stored at <tt>/opt/lt-mesos-master.INFO</tt> on <tt>node0</tt> and <tt>/opt/lt-mesos-slave.INFO</tt> at other nodes.</p> <hr /></div></div></div> 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 Tue Mar 29 04:42:10 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-03-23 + | Generated by Apache Maven Doxia at 2016-03-29 | Rendered using Apache Maven Fluido Skin 1.4 --> <html xmlns="http://www.w3.org/1999/xhtml"; 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