Modified: websites/staging/singa/trunk/content/docs/kr/debug.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/debug.html (original) +++ websites/staging/singa/trunk/content/docs/kr/debug.html Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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 name="Date-Revision-yyyymmdd" content="20160114" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – How to Debug</title> <link rel="stylesheet" href="../../css/apache-maven-fluido-1.4.min.css" />
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 Thu Jan 14 15:31:20 2016 @@ -1,15 +1,15 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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 name="Date-Revision-yyyymmdd" content="20160114" /> <meta http-equiv="Content-Language" content="en" /> - <title>Apache SINGA – 忣ãã¬ã¼ãã³ã°</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" /> @@ -185,7 +185,7 @@ Apache SINGA</a> <span class="divider">/</span> </li> - <li class="active ">忣ãã¬ã¼ãã³ã°</li> + <li class="active ">ë¶ì° í¸ë ì´ë</li> @@ -317,40 +317,40 @@ <div id="bodyColumn" class="span10" > - <h1>分散トレーニング</h1> + <h1>분산 트레이닝</h1> <hr /> -<p>SINGAは、大規模なデータ分析の為の巨大なディープラーニングモデルの分散トレーニングを目的としてデザインされています。</p> -<p>分散トレーニングを可能とさせる SINGA のアーキテクチャーに関する詳細は、下のリンクを参照してください。</p> +<p>SINGA는 대규모 데이터 분석을 위한 거대한 딥러닝 모델의 분산 트레이닝을 목적으로 디자인되어 있습니다.</p> +<p>분산 트레이닝을 가능하게하는 SINGA의 아키텍처에 대한 자세한 내용은 아래 링크를 참조하십시오.</p> <ul> <li> -<p><a href="architecture.html">システム アーキテクチャー</a></p></li> +<p><a href="architecture.html">시스템 아키텍처</a></p></li> <li> -<p><a href="frameworks.html">トレーニング フレームワーク</a></p></li> +<p><a href="frameworks.html">트레이닝 프레임워크</a></p></li> <li> -<p><a href="communication.html">システム コミュニケーション</a></p></li> +<p><a href="communication.html">시스템 커뮤니케이션</a></p></li> </ul> -<p>モデルのトレーニングを並列化するために、様々な並列方法(データ並列、モデル並列、ハイブリッド並列など)をサポートします。</p> +<p>모델 트레이닝을 병렬화하기 위해 다양한 병렬방식 (데이터 병렬, 모델 병렬, 하이브리드 병렬 등)을 지원합니다.</p> <ul> -<li><a href="hybrid.html">ハイブリッド 並列化</a></li> +<li>하이브리드 병렬화 (hybrid.html)</li> </ul> -<p>現在 SINGA は Mesos と統合されているので、分散トレーニングを Mesos フレームワークとして実行できます。 Mesos クラスタは、SINGA コンテナから設定できます。 Mesos と SINGA をバンドルした Docker イメージを用意しました。</p> -<p>クラスタの準備と開始に関する詳細は、下のリンクを参照してください。</p> +<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> <ul> -<li><a href="mesos.html">Mesos で分散トレーニング</a></li> +<li><a href="mesos.html">Mesos 분산 트레이닝</a></li> </ul> -<p>分散ストレージシステム上で SINGA を走らせ、スケーラビリティを保証します。 現在 SINGA は HDFSをサポートしています。</p> +<p>분산 스토리지 시스템에서 SINGA를 실행하여 확장성을 보장합니다. 현재 SINGA는 HDFS를 지원하고 있습니다.</p> <ul> -<li><a href="hdfs.html">HDFS で SINGA を実行</a></li> +<li><a href="hdfs.html">HDFS에서 SINGA을 실행</a></li> </ul> </div> </div> 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 Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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 name="Date-Revision-yyyymmdd" content="20160114" /> <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 Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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 name="Date-Revision-yyyymmdd" content="20160114" /> <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 Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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 name="Date-Revision-yyyymmdd" content="20160114" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Distributed Training Framework</title> <link rel="stylesheet" href="../../css/apache-maven-fluido-1.4.min.css" /> @@ -351,7 +351,7 @@ <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> -<p><img src="../images/frameworks.png" style="width: 800px" alt="" /> +<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> 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 Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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 name="Date-Revision-yyyymmdd" content="20160114" /> <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" /> @@ -318,6 +318,7 @@ <div id="bodyColumn" class="span10" > <h1>최신 문서</h1> +<hr /> <ul> 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 Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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 name="Date-Revision-yyyymmdd" content="20160114" /> <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 Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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 name="Date-Revision-yyyymmdd" content="20160114" /> <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 Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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 name="Date-Revision-yyyymmdd" content="20160114" /> <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 Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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 name="Date-Revision-yyyymmdd" content="20160114" /> <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 Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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 name="Date-Revision-yyyymmdd" content="20160114" /> <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 Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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 name="Date-Revision-yyyymmdd" content="20160114" /> <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 Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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 name="Date-Revision-yyyymmdd" content="20160114" /> <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 Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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 name="Date-Revision-yyyymmdd" content="20160114" /> <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 Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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 name="Date-Revision-yyyymmdd" content="20160114" /> <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 Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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 name="Date-Revision-yyyymmdd" content="20160114" /> <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" /> @@ -319,7 +319,7 @@ <h1>개요</h1> <hr /> -<p>SINGA는 대규모 데이터 분석을 위한 딥러닝 모델의 트레이닝을 목적으로 한 “분산 딥 러닝 플랫폼” 입니다. 모델이 되는 뉴럴네트워크의 “레이어”개념에 따라 직관적으로 프로그래밍을 할 수 있도록 디자인되어 있습니다.</p> +<p>SINGA는 대규모 데이터 분석을 위한 딥러닝 모델의 트레이닝을 목적으로 한 “분산 딥러닝 플랫폼” 입니다. 모델이 되는 뉴럴네트워크의 “레이어” 개념에 따라 직관적으로 프로그래밍을 할 수 있도록 디자인되어 있습니다.</p> <ul> @@ -345,16 +345,16 @@ <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 흐름 </b> </span></p> +<p><img src="../../images/sgd.png" align="center" width="400px" alt="" /> <span> <b> Figure 1 - SGD 흐름 </b> </span></p> <p>“딥러닝 모델을 학습한다”는 것은 특정 작업 (분류, 예측 등)을 달성하기 위해 사용되는 특징량(feature)을 생성하는 변환 함수의 최적의 파라미터를 찾는 것입니다. 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)에서 확인합니다. 이 함수는 일반적으로 비선형 또는 비 &# xbcfc;록 함수이므로 閉解을 찾기가 어렵습니다.</p> <p>그래서 Stochastic Gradient Descent (확률적구배강하법)을 이용합니다. Figure 1과 같이 무작위로 초기화 된 매개 변수의 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/overview.png" align="center" width="400px" alt="" /> <span> <b> Figure 2 - SINGA 개요 </b> </span></p> <p>트레이닝에 필요한 워크로드는 workers와 servers에 분산됩니다. Figure 2와 같이 루프마다 workers는 <i>TrainOneBatch</i> 함수를 호출 매개 변수 기울기를 계산합니다. <i>TrainOneBatch</i> 신경망의 구조가 기술 된 <i>NeuralNet</i> 개체에 따라 “레이어”를 차례로 둘러보고 있습니다. 계산 된 경사는 로컬 노드의 stub에 보내져 집계 된 후 해당 servers에 보내집니다. Servers² 94; 업데이트 된 매개 변수를 workers로 전송 다음 루프를 실행합니다.</p></div> <div class="section"> <h2><a name="Job"></a>Job</h2> <p>SINGA에서 “Job”은 뉴럴네트워크 모델과 데이터 트레이닝 방법, 클러스터 토폴로지 등이 기술 된 “Job Configuration”을 말합니다. Job configuration은 Figure 2에 그려진 다음의 4 가지 요소를 가집니다.</p> -<p>  * [NeuralNet (neural-net.html) : 뉴럴네트워크의 구조와 각 “레이어”의 설정을 기술합니다.   * [TrainOneBatch (train-one-batch.html) : 모델 카테고리에 적합한 알고리즘을 기술합니다.   * <a href="updater.html">Updater</a> : server에서 매개 변수를 업데이트하는 방법을 기술합니다.   * [Cluster Topology (distributed-training.html) : workers와 servers 분산 토폴로지를 기술합니다.</p> -<p>[main 함수 (programming-guide.html)의 SINGA 드라이버로 작업을 전달합니다.</p> +<p>  * <a href="neural-net.html">NeuralNet</a> : 뉴럴네트워크의 구조와 각 “레이어”의 설정을 기술합니다.   * <a href="train-one-batch.html">TrainOneBatch</a> : 모델 카테고리에 적합한 알고리즘을 기술합니다.   * <a href="updater.html">Updater</a> : server에서 매개 변수를 업데이트하는 방법을 기술합니다.   * <a href="distributed-training.html">Cluster Topology</a> : workers와 servers 분산 토폴로지를 기술합니다.</p> +<p><a href="programming-guide.html">main 함수</a>의 SINGA 드라이버로 작업을 전달합니다.</p> <p>이 프로세스는 Hadoop에서의 Job 서브미션과 비슷합니다. 유저가 main 함수에서 작업 설정을 합니다. Hadoop 유저는 자신의 mapper와 reducer를 설정하지만 SINGA 에서는 유저의 “레이어”나 Updater 등을 설정합니다.</p></div> </div> </div> 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 Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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 name="Date-Revision-yyyymmdd" content="20160114" /> <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 Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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 name="Date-Revision-yyyymmdd" content="20160114" /> <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" /> @@ -332,7 +332,7 @@ <li>a <a href="distributed-training.html">Cluster Topology</a> specifying the distributed architecture of workers and servers.</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 overview.</b></span></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_user_guide"></a>Basic user guide</h2> <p>Users can use the default main function provided by 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> 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 Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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 name="Date-Revision-yyyymmdd" content="20160114" /> <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" /> @@ -332,7 +332,7 @@ <li>a <a href="distributed-training.html">Cluster Topology</a> specifying the distributed architecture of workers and servers.</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 overview.</b></span></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_user_guide"></a>Basic user guide</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> 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 Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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 name="Date-Revision-yyyymmdd" content="20160114" /> <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" /> @@ -328,7 +328,7 @@ <p>준비된 thirdparty 스크립트를 사용하여 zookeeper를 설치 한 경우 다음 스크립트를 실행하십시오.</p> <p>    #goto top level folder     cd SINGA_ROOT     ./bin/zk-service.sh start</p> <p>(<tt>./bin/zk-service.sh stop</tt> // zookeeper 중지).</p> -<p>기본 포트를 사용하지 않고 zookeeper를 시작시킬 때<tt>conf / singa.conf</tt>을 편집하십시오.</p> +<p>기본 포트를 사용하지 않고 zookeeper를 시작시킬 때 <tt>conf/singa.conf</tt>을 편집하십시오.</p> <p>    zookeeper_host : “localhost : YOUR_PORT”</p></div></div> <div class="section"> <h2><a name="a__"></a>독립형 모드에서 실행</h2> @@ -339,24 +339,24 @@ <div class="section"> <h4><a name="a__"></a>데이터와 작업 설정</h4> <p>데이터 세트 다운로드와 Triaing이나 Test를위한 데이터 샤드의 생성은 다음과 같이 실시합니다.</p> -<p>    cd examples / cifar10 /     cp Makefile.example Makefile     make download     make create</p> -<p>Training과 Test 데이터 세트는 각각 * cifar10-train-shard * 그리고 * cifar10-test-shard * 폴더에 만들어집니다. 모든 이미지의 특징 평균을 묘사 한 * image_mean.bin * 파일도 생성됩니다.</p> -<p>CNN 모델 학습에 필요한 소스 코드는 모든 SINGA에 포함되어 있습니다. 코드를 추가 할 필요가 없습니다. 작업 설정 파일 (<i>job.conf</i>) 을 지정하여 스크립트 (<i>.. / .. / bin / singa-run.sh</i>)를 실행합니다. SINGA 코드를 변경하거나 추가 할 때, 프로그래밍 가이드 (programming-guide.html)를 참조하십시오.</p></div> +<p>    cd examples/cifar10/     cp Makefile.example Makefile     make download     make create</p> +<p>Training과 Test 데이터 세트는 각각 <i>cifar10-train-shard</i> 그리고 <i>cifar10-test-shard</i> 폴더에 만들어집니다. 모든 이미지의 특징 평균을 기술한 <i>image_mean.bin</i> 파일도 생성됩니다.</p> +<p>CNN 모델 학습에 필요한 소스 코드는 모두 SINGA에 포함되어 있습니다. 코드를 추가 할 필요는 없습니다. 작업 설정 파일 (<i>job.conf</i>) 을 지정하여 스크립트 (<i>../../bin/singa-run.sh</i>)를 실행합니다. SINGA 코드를 변경하거나 추가 할 때는, 프로그래밍 가이드 (programming-guide.html)를 참조하십시오.</p></div> <div class="section"> <h4><a name="a__"></a>병렬화 없이 트레이닝</h4> -<p>Cluster Topology의 기본값은 하나의 worker와 하나의 server가 있습니다. 데이터와 신경망의 병렬 처리는되지 않습니다.</p> -<p>훈련을 시작하려면 다음 스크립트를 실행합니다.</p> +<p>Cluster Topology의 기본값은 하나의 worker와 하나의 server가 있습니다. 데이터와 모델의 병렬 처리는 되지 않습니다.</p> +<p>트레이닝을 시작하기 위하여 다음 스크립트를 실행합니다.</p> <p>    # goto top level folder     cd ../../     ./bin/singa-run.sh -conf examples/cifar10/job.conf</p> -<p>현재 실행중인 작업의 목록을 보려면</p> +<p>현재 실행중인 작업의 리스트를 보려면</p> <p>    ./bin/singa-console.sh list</p> <p>    JOB ID | NUM PROCS     ———- | ———–     24 | 1</p> -<p>작업 종료하려면</p> +<p>작업을 종료하려면</p> <p>    ./bin/singa-console.sh kill JOB_ID</p> -<p>로그 및 작업 정보 * / tmp / singa-log * 폴더에 저장됩니다. * conf / singa.conf * 파일<tt>log-dir</tt>에서 변경 가능합니다.</p></div> +<p>로그 및 작업 정보는 <i>/tmp/singa-log</i> 폴더에 저장됩니다. <i>conf/singa.conf</i> 파일의 <tt>log-dir</tt>에서 변경 가능합니다.</p></div> <div class="section"> <h4><a name="a__"></a>비동기 병렬 트레이닝</h4> <p>    # job.conf     …     cluster {       nworker_groups : 2       nworkers_per_procs : 2       workspace : “examples/cifar10/”     }</p> -<p>여러 worker 그룹을 출시함으로써 In SINGA, 비동기 트레이닝 (architecture.html)을 수행 할 수 있습니다. 예를 들어, <i>job.conf</i> 을 위와 같이 변경합니다. 기본적으로 하나의 worker 그룹이 하나의 worker를 갖도록 설정되어 있습니다. 위의 설정은 하나의 프로세스에 2 개의 worker가 설정되어 있기 때문에 2 개의 worker 그룹이 동일한 프로세스로 실행됩니 ;다. 결과 메모리 [Downpour (frameworks.html) 트레이닝 프레임 워크로 실행됩니다.</p> +<p>여러 worker 그룹을 실행함으로써 <a href="architecture.html">비동기 트레이닝</a>을 할 수 있습니다. 예를 들어, <i>job.conf</i> 을 위와 같이 변경합니다. 기본적으로 하나의 worker 그룹이 하나의 worker를 갖도록 설정되어 있습니다. 위의 설정은 하나의 프로세스에 2 개의 worker가 설정되어 있기 때문에 2 개의 worker 그룹이 동일한 프로세스로 실행됩니다. 
 cb0;과 인메모리 <a href="frameworks.html">Downpour</a> 트레이닝 프레임워크로 실행됩니다.</p> <p>사용자는 데이터의 분산을 신경 쓸 필요는 없습니다. 랜덤 오프셋에 따라 각 worker 그룹에 데이터가 보내집니다. 각 worker는 다른 데이터 파티션을 담당합니다.</p> <p>    # job.conf     …     neuralnet {       layer {         …         sharddata_conf {           random_skip : 5000         }       }       …     }</p> <p>스크립트 실행 :</p> @@ -364,12 +364,12 @@ <div class="section"> <h4><a name="a__"></a>동기화 병렬 트레이닝</h4> <p>    # job.conf     …     cluster {       nworkers_per_group : 2       nworkers_per_procs : 2       workspace : “examples/cifar10/”     }</p> -<p>하나의 worker 그룹으로 여러 worker를 실행하여 동기 트레이닝 (architecture.html)을 수행 할 수 있습니다. 예를 들어, <i>job.conf</i> 파일을 위와 같이 변경합니다. 위의 설정은 하나의 worker 그룹에 2 개의 worker가 설정되었습니다. worker 우리는 그룹 내에서 동기화합니다. 이것은 메모리 [sandblaster (frameworks.html)로 실행됩니다. 모델은 2 개의 worker로 분할됩니다. 각 레& #xc774;어가 2 개의 worker로 보냅니다. 배분 된 레이어는 원본 레이어와 기능은 같지만 특징 인스턴스의 수가<tt>B / g</tt>됩니다. 여기서<tt>B</tt>는 미니밧찌 인스턴스의 숫자로<tt>g</tt>는 그룹의 worker 수 있습니다. [다른 체계 (neural-net.html)를 이용한 레이어 (신경망) 파티션 방법도 있습니다.</p> -<p>다른 설정은 모두 “병렬화 없음”의 경우와 동일합니다.</p> +<p>하나의 worker 그룹으로 여러 worker를 실행하여 <a href="architecture.html">동기 트레이닝</a>을 수행 할 수 있습니다. 예를 들어, <i>job.conf</i> 파일을 위와 같이 변경합니다. 위의 설정은 하나의 worker 그룹에 2 개의 worker가 설정되었습니다. worker 들은 그룹 내에서 동기화합니다. 이것은 인메모리 <a href="frameworks.html">sandblaster</a>로 실행됩니다. 모델은 2 개의 worker로 분할됩니² e4;. 각 레이어가 2 개의 worker로 분산됩니다. 배분 된 레이어는 원본 레이어와 기능은 같지만 특징 인스턴스의 수가 <tt>B / g</tt> 로 됩니다. 여기서 <tt>B</tt>는 미니밧치 인스턴스의 숫자로 <tt>g</tt>는 그룹의 worker 수 입니다. <a href="neural-net.html">다른 스킴</a>을 이용한 레이어 (뉴럴네트워크) 파티션 방법도 있습니다.</p> +<p>다른 설정들은 모두 “병렬화 없음”의 경우와 동일합니다.</p> <p>    ./bin/singa-run.sh -conf examples/cifar10/job.conf</p></div></div> <div class="section"> -<h3><a name="a_"></a>클러스터에서의 훈련</h3> -<p>클러스터 설정을 변경하여 위 트레이닝 프레임 워크의 확장합니다.</p> +<h3><a name="a_"></a>클러스터에서의 트레이닝</h3> +<p>클러스터 설정을 변경하여 위 트레이닝 프레임워크를 확장합니다.</p> <p>    nworker_per_procs : 1</p> <p>모든 프로세스는 하나의 worker 스레드를 생성합니다. 결과 worker 우리는 다른 프로세스 (노드)에서 생성됩니다. 클러스터의 노드를 특정하려면 <i>SINGA_ROOT/conf/</i> 의 <i>hostfile</i> 의 설​​정이 필요합니다.</p> <p>e.g.,</p> @@ -381,11 +381,7 @@ <p>    ./bin/singa-run.sh -conf examples/cifar10/job.conf</p></div></div> <div class="section"> <h2><a name="Mesos_"></a>Mesos에서 실행</h2> - -<ul> - -<li>working * …</li> -</ul></div> +<p><i>working</i> …</p></div> <div class="section"> <h2><a name="a"></a>다음</h2> <p>SINGA 의 코드 변경 및 추가에 대한 자세한 내용은 <a href="programming-guide.html">프로그래밍 가이드</a>를 참조하십시오.</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 Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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 name="Date-Revision-yyyymmdd" content="20160114" /> <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 Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - 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<meta name="Date-Revision-yyyymmdd" content="20160113" /> + <meta name="Date-Revision-yyyymmdd" content="20160114" /> <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 Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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" /> - 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<meta name="Date-Revision-yyyymmdd" content="20160113" /> + <meta name="Date-Revision-yyyymmdd" content="20160114" /> <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 Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-01-13 + | Generated by Apache Maven Doxia at 2016-01-14 | 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 name="Date-Revision-yyyymmdd" content="20160114" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Distributed Training on Mesos</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/mlp.html ============================================================================== --- websites/staging/singa/trunk/content/docs/mlp.html (original) +++ websites/staging/singa/trunk/content/docs/mlp.html Thu Jan 14 15:31:20 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - 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