Modified: websites/staging/singa/trunk/content/docs/kr/cnn.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/cnn.html (original) +++ websites/staging/singa/trunk/content/docs/kr/cnn.html Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – CNN Example</title> <link rel="stylesheet" href="../../css/apache-maven-fluido-1.4.min.css" />
Modified: websites/staging/singa/trunk/content/docs/kr/code-structure.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/code-structure.html (original) +++ websites/staging/singa/trunk/content/docs/kr/code-structure.html Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Code Structure</title> <link rel="stylesheet" href="../../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/kr/communication.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/communication.html (original) +++ websites/staging/singa/trunk/content/docs/kr/communication.html Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Communication</title> <link rel="stylesheet" href="../../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/kr/data.html ============================================================================== --- websites/staging/singa/trunk/content/docs/kr/data.html (original) +++ websites/staging/singa/trunk/content/docs/kr/data.html Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – ë°ì´í° ì¤ë¹</title> <link rel="stylesheet" href="../../css/apache-maven-fluido-1.4.min.css" /> 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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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" /> 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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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" /> 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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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" /> 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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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" /> @@ -342,7 +342,7 @@ <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> 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> +<p><tt>-resume</tt> 는 저번 <a href="checkpoint.html">checkpoint</a> 부터 다시 트레이닝을 계속할때 쓰는 인수 입니다. <a href="mlp.html">MLP</a> 와 <a href="cnn.html">CNN</a> 샘플들은 built-in 컴포넌트를 이용하고 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> @@ -383,8 +383,9 @@ int main(int argc, char** argv) { } </pre></div></div> <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> +<!-- We will provide helper functions to make the configuration easier in the +future, like [keras](https://github.com/fchollet/keras). --> +<p>유저코드를 compile 하고 SINGA library (<i>.libs/libsinga.so</i>) 와 링크시켜 실행파일, e.g., <i>mysinga</i>, 을 생성합니다. 프로그램은 다음과 같이 실행합니다.</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] 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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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" /> 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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Layers</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/lmdb.html ============================================================================== --- websites/staging/singa/trunk/content/docs/lmdb.html (original) +++ websites/staging/singa/trunk/content/docs/lmdb.html Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – </title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/mesos.html ============================================================================== --- websites/staging/singa/trunk/content/docs/mesos.html (original) +++ websites/staging/singa/trunk/content/docs/mesos.html Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Distributed Training on Mesos</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/mlp.html ============================================================================== --- websites/staging/singa/trunk/content/docs/mlp.html (original) +++ websites/staging/singa/trunk/content/docs/mlp.html Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – MLP Example</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/model-config.html ============================================================================== --- websites/staging/singa/trunk/content/docs/model-config.html (original) +++ websites/staging/singa/trunk/content/docs/model-config.html Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Model Configuration</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/neural-net.html ============================================================================== --- websites/staging/singa/trunk/content/docs/neural-net.html (original) +++ websites/staging/singa/trunk/content/docs/neural-net.html Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Neural Net</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/neuralnet-partition.html ============================================================================== --- websites/staging/singa/trunk/content/docs/neuralnet-partition.html (original) +++ websites/staging/singa/trunk/content/docs/neuralnet-partition.html Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Neural Net Partition</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/overview.html ============================================================================== --- websites/staging/singa/trunk/content/docs/overview.html (original) +++ websites/staging/singa/trunk/content/docs/overview.html Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Introduction</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/param.html ============================================================================== --- websites/staging/singa/trunk/content/docs/param.html (original) +++ websites/staging/singa/trunk/content/docs/param.html Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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/programming-guide.html ============================================================================== --- websites/staging/singa/trunk/content/docs/programming-guide.html (original) +++ websites/staging/singa/trunk/content/docs/programming-guide.html Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Programming Guide</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/python.html ============================================================================== --- websites/staging/singa/trunk/content/docs/python.html (original) +++ websites/staging/singa/trunk/content/docs/python.html Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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" /> @@ -321,7 +321,7 @@ <h1>Python Binding</h1> <hr /> -<p>Python binding provides APIs for configuring a training job following <a class="externalLink" href="http://keras.io/";>keras</a>, including the configuration of neural net, training algorithm, etc. It replaces the configuration file (e.g., <i>job.conf</i>) in protobuf format, which is typically long and error-prone to prepare. In later version, we will add python functions to interact with the layer and neural net objects, which would enable users to train and debug their models interactively.</p> +<p>Python binding provides APIs for configuring a training job following <a class="externalLink" href="http://keras.io/";>keras</a>, including the configuration of neural net, training algorithm, etc. It replaces the configuration file (e.g., <i>job.conf</i>) in protobuf format, which is typically long and error-prone to prepare. We will add python functions to interact with the layer and neural net objects (see <a href="python_interactive_training.html">here</a>), which would enable users to train and debug their models interactively.</p> <p>Here is the layout of python related code,</p> <div class="source"> @@ -373,11 +373,11 @@ bin/singa-run.sh -exec tool/python/examp m = Sequential('mlp', sys.argv) -m.add(Dense(2500, init='uniform', activation='tanh')) -m.add(Dense(2000, init='uniform', activation='tanh')) -m.add(Dense(1500, init='uniform', activation='tanh')) -m.add(Dense(1000, init='uniform', activation='tanh')) -m.add(Dense(500, init='uniform', activation='tanh')) +m.add(Dense(2500, init='uniform', activation='stanh')) +m.add(Dense(2000, init='uniform', activation='stanh')) +m.add(Dense(1500, init='uniform', activation='stanh')) +m.add(Dense(1000, init='uniform', activation='stanh')) +m.add(Dense(500, init='uniform', activation='stanh')) m.add(Dense(10, init='uniform', activation='softmax')) sgd = SGD(lr=0.001, lr_type='step') Added: websites/staging/singa/trunk/content/docs/python_interactive_training.html ============================================================================== --- websites/staging/singa/trunk/content/docs/python_interactive_training.html (added) +++ websites/staging/singa/trunk/content/docs/python_interactive_training.html Wed Apr 20 05:12:03 2016 @@ -0,0 +1,512 @@ +<!DOCTYPE html> +<!-- + | Generated by Apache Maven Doxia at 2016-04-20 + | Rendered using Apache Maven Fluido Skin 1.4 +--> +<html xmlns="http://www.w3.org/1999/xhtml"; 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For the basic usage of Python binding features, please refer to <a href="python.md">python.md</a>.</p> +<p><b>ComputeFeature(self, *srclys)</b></p> + +<ul> + +<li> +<p>This method creates and sets up singa::Layer and maintains its source layers, then call singa::Layer::ComputeFeature(…) for data transformation.</p> + +<ul> + +<li><tt>*srclys</tt>: (an arbtrary number of) source layers</li> + </ul></li> +</ul> +<p><b>ComputeGradient(self)</b></p> + +<ul> + +<li>This method creates calls singa::Layer::ComputeGradient(…) for gradient computation.</li> +</ul> +<p><b>GetParams(self)</b></p> + +<ul> + +<li>This method calls singa::Layer::GetParam() to retrieve parameter values of the layer. Currently, it returns weight and bias. Each parameter is a 2D numpy array.</li> +</ul> +<p><b>SetParams(self, *params)</b></p> + +<ul> + +<li>This method sets parameter values of the layer. + +<ul> + +<li><tt>*params</tt>: (an arbitrary number of) parameters, each of which is a 2D numpy array. Typically, it sets weight and bias, 2D numpy array.</li> + </ul></li> +</ul> +<hr /> +<p><tt>Dummy</tt> class is a subclass of <tt>Layer</tt>, which is provided to fetch input data and/or label information. Specifically, it creates singa::DummyLayer.</p> +<p><b>Feed(self, shape, data, aux_data)</b></p> + +<ul> + +<li> +<p>This method sets input data and/or auxiary data such as labels.</p> + +<ul> + +<li><tt>shape</tt>: the shape (width and height) of dataset</li> + +<li><tt>data</tt>: input dataset</li> + +<li><tt>aux_data</tt>: auxiary dataset (e.g., labels)</li> + </ul></li> +</ul> +<p>In addition, <tt>Dummy</tt> class has two subclasses named <tt>ImageInput</tt> and <tt>LabelInput</tt>.</p> + +<ul> + +<li> +<p><tt>ImageInput</tt> class will take three arguments as follows.</p> +<p><b>__init__(self, height=None, width=None, nb_channel=1)</b></p></li> + +<li> +<p>Both <tt>ImageInput</tt> and <tt>LabelInput</tt> classes have their own Feed method to call Feed of Dummy class.</p> +<p><b>Feed(self, data)</b></p></li> +</ul> +<!-- Users can save or load model parameter (e.g., weight and bias) at anytime during training. +The following methods are provided in `model.py`. + +**save_model_parameter(step, fout, neuralnet)** + +* This method saves model parameters into the specified checkpoint (fout). + + * `step`: the step id of training + * `fout`: the name of checkpoint (output filename) + * `neuralnet`: neural network model, i.e., a list of layers + +**load_model_parameter(fin, neuralnet, batchsize=1, data_shape=None)** + +* This method loads model parameters from the specified checkpoint (fin). + + * `fin`: the name of checkpoint (input filename) + * `neuralnet`: neural network model, i.e., a list of layers + * `batchsize`: + * `data_shape`: --> +<hr /> +<div class="section"> +<h2><a name="Example_scripts_for_the_interactive_training"></a>Example scripts for the interactive training</h2> +<p>Two example scripts are provided at <a href=""><tt>train_mnist.py</tt></a> and <a href=""><tt>train_cifar10.py</tt></a>, one is training MLP model for MNIST dataset, and another is training CNN model for CIFAR10 dataset.</p> + +<ul> + +<li> +<p>Assume that <tt>nn</tt> is a neural network model, i.e., a list of layers. Currently, this examples considers sequential models. Example MLP and CNN are shown below.</p></li> + +<li> +<p><tt>load_dataset()</tt> method loads input data and corresponding labels, each of which is a 2D numpy array. For example, loading MNIST dataset returns x: [60000 x 784] and y: [60000 x 1]. Loading CIFAR10 dataset, x: [10000 x 3072] and y: [10000 x 1].</p></li> + +<li> +<p><tt>sgd</tt> is an Updater instance. Please see <a href="python.md"><tt>python.md</tt></a> and <a href=""><tt>model.py</tt></a> for more details.</p></li> +</ul> +<div class="section"> +<div class="section"> +<h4><a name="Basic_steps_for_the_interactive_training"></a>Basic steps for the interactive training</h4> + +<ul> + +<li> +<p>Step 1: Prepare batchsized data and corresponding label information, and then input the data using <tt>Feed()</tt> method.</p></li> + +<li> +<p>Step 2: (a) Transform data according to neuralnet (nn) structure using <tt>ComputeFeature()</tt>. Note that this example considers a sequential model, so it uses a simple loop. (b) Users need to provide <tt>label</tt> information for loss layer to compute loss function. (c) Users can print out the training performance, e.g., loss and accuracy.</p></li> + +<li> +<p>Step 3: Compute gradient in a reverse order of neuralnet (nn) structure using <tt>ComputeGradient()</tt>.</p></li> + +<li> +<p>Step 4: Update parameters, e.g., weight and bias, of layers using <tt>Update()</tt> of the updater.</p></li> +</ul> +<p>Here is an example script for the interactive training. ``` bsize = 64 # batchsize disp_freq = 10 # step to show the training accuracy</p> +<p>x, y = load_dataset()</p> +<p>for i in range(x.shape[0] / bsize):</p> + +<div class="source"> +<div class="source"><pre class="prettyprint"># (Step1) Input data containing "bsize" samples +xb, yb = x[i*bsize:(i+1)*bsize, :], y[i*bsize:(i+1)*bsize, :] +nn[0].Feed(xb) +label.Feed(yb) + +# (Step2-a) Transform data according to the neuralnet (nn) structure +for h in range(1, len(nn)): + nn[h].ComputeFeature(nn[h-1]) + +# (Step2-b) Provide label to compute loss function +loss.ComputeFeature(nn[-1], label) + +# (Step2-c) Print out performance, e.g., loss and accuracy +if (i+1) % disp_freq == 0: + print ' Step {:>3}: '.format(i+1), + loss.display() + +# (Step3) Compute gradient in a reverse order +loss.ComputeGradient() +for h in range(len(nn)-1, 0, -1): + nn[h].ComputeGradient() + # (Step 4) Update parameter + sgd.Update(i+1, nn[h]) +</pre></div></div> + +<div class="source"> +<div class="source"><pre class="prettyprint"><a id="model"></a> +### <a href="#model">Example MLP</a> + +Here is an example MLP model with 5 fully-connected hidden layers. +Please refer to [`python.md`](python.md) and [`layer.py`]() for more details about layer definition. `SGD()` is an updater defined in [`model.py`](). + +</pre></div></div> +<p>input = ImageInput(28, 28) # image width and height label = LabelInput()</p> +<p>nn = [] nn.append(input) nn.append(Dense(2500, init=‘uniform’)) nn.append(Activation(‘stanh’)) nn.append(Dense(2000, init=‘uniform’)) nn.append(Activation(‘stanh’)) nn.append(Dense(1500, init=‘uniform’)) nn.append(Activation(‘stanh’)) nn.append(Dense(1000, init=‘uniform’)) nn.append(Activation(‘stanh’)) nn.append(Dense(500, init=‘uniform’)) nn.append(Activation(‘stanh’)) nn.append(Dense(10, init=‘uniform’)) loss = Loss(‘softmaxloss’)</p> +<p>sgd = SGD(lr=0.001, lr_type=‘step’)</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">### <a href="#model2">Example CNN</a> + +Here is an example MLP model with 3 convolution and pooling layers. +Please refer to [`python.md`]() and [`layer.py`]() for more details about layer definition. `SGD()` is an updater defined in [`model.py`](). + +</pre></div></div> +<p>input = ImageInput(32, 32, 3) # image width, height, channel label = LabelInput()</p> +<p>nn = [] nn.append(input) nn.append(Convolution2D(32, 5, 1, 2, w_std=0.0001, b_lr=2)) nn.append(MaxPooling2D(pool_size=(3,3), stride=2)) nn.append(Activation(‘relu’)) nn.append(LRN2D(3, alpha=0.00005, beta=0.75)) nn.append(Convolution2D(32, 5, 1, 2, b_lr=2)) nn.append(Activation(‘relu’)) nn.append(AvgPooling2D(pool_size=(3,3), stride=2)) nn.append(LRN2D(3, alpha=0.00005, beta=0.75)) nn.append(Convolution2D(64, 5, 1, 2)) nn.append(Activation(‘relu’)) nn.append(AvgPooling2D(pool_size=(3,3), stride=2)) nn.append(Dense(10, w_wd=250, b_lr=2, b_wd=0)) loss = Loss(‘softmaxloss’)</p> +<p>sgd = SGD(decay=0.004, momentum=0.9, lr_type=‘manual’, step=(0,60000,65000), step_lr=(0.001,0.0001,0.00001)) ```</p></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/quick-start.html ============================================================================== --- websites/staging/singa/trunk/content/docs/quick-start.html (original) +++ websites/staging/singa/trunk/content/docs/quick-start.html Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <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" /> 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 Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – RBM Example</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/rnn.html ============================================================================== --- websites/staging/singa/trunk/content/docs/rnn.html (original) +++ websites/staging/singa/trunk/content/docs/rnn.html Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Recurrent Neural Networks for Language Modelling</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/test.html ============================================================================== --- websites/staging/singa/trunk/content/docs/test.html (original) +++ websites/staging/singa/trunk/content/docs/test.html Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Performance Test and Feature Extraction</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/train-one-batch.html ============================================================================== --- websites/staging/singa/trunk/content/docs/train-one-batch.html (original) +++ websites/staging/singa/trunk/content/docs/train-one-batch.html Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Train-One-Batch</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/updater.html ============================================================================== --- websites/staging/singa/trunk/content/docs/updater.html (original) +++ websites/staging/singa/trunk/content/docs/updater.html Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – Updater</title> <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" /> @@ -370,6 +370,44 @@ rho: float # [0,1] } } +</pre></div></div></div> +<div class="section"> +<h4><a name="AdaDeltaUpdater"></a>AdaDeltaUpdater</h4> +<p>It inherits the base <tt>Updater</tt> to implements the <a class="externalLink" href="http://arxiv.org/abs/1212.5701";>AdaDelta</a> updating algorithm. Its type is <tt>kAdaDelta</tt>.</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">updater { + type: kAdaDelta + adadelta_conf { + rho: float # [0,1] + } +} +</pre></div></div></div> +<div class="section"> +<h4><a name="Adam"></a>Adam</h4> +<p>It inherits the base <tt>Updater</tt> to implements the <a class="externalLink" href="http://arxiv.org/pdf/1412.6980.pdf";>Adam</a> updating algorithm. Its type is <tt>kAdam</tt>. <tt>beta1</tt> and <tt>beta2</tt> is floats, 0 < <tt>beta</tt> < 1, generally close to 1.</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">updater { + type: kAdam + adam_conf { + beta1: float # [0,1] + beta2: float # [0,1] + } +} +</pre></div></div></div> +<div class="section"> +<h4><a name="AdaMax"></a>AdaMax</h4> +<p>It inherits the base <tt>Updater</tt> to implements the <a class="externalLink" href="http://arxiv.org/pdf/1412.6980.pdf";>AdaMax</a> updating algorithm. Its type is <tt>kAdamMax</tt>. <tt>beta1</tt> and <tt>beta2</tt> is floats, 0 < <tt>beta</tt> < 1, generally close to 1.</p> + +<div class="source"> +<div class="source"><pre class="prettyprint">updater { + type: kAdamMax + adammax_conf { + beta1: float # [0,1] + beta2: float # [0,1] + } +} </pre></div></div></div></div> <div class="section"> <h3><a name="Configuration_of_learning_rate"></a>Configuration of learning rate</h3> Modified: websites/staging/singa/trunk/content/docs/zh/checkpoint.html ============================================================================== --- websites/staging/singa/trunk/content/docs/zh/checkpoint.html (original) +++ websites/staging/singa/trunk/content/docs/zh/checkpoint.html Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | 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="20160412" /> + <meta name="Date-Revision-yyyymmdd" content="20160420" /> <meta http-equiv="Content-Language" content="en" /> <title>Apache SINGA – CheckPoint</title> <link rel="stylesheet" href="../../css/apache-maven-fluido-1.4.min.css" /> Modified: websites/staging/singa/trunk/content/docs/zh/cnn.html ============================================================================== --- websites/staging/singa/trunk/content/docs/zh/cnn.html (original) +++ websites/staging/singa/trunk/content/docs/zh/cnn.html Wed Apr 20 05:12:03 2016 @@ -1,13 +1,13 @@ <!DOCTYPE html> <!-- - | Generated by Apache Maven Doxia at 2016-04-12 + | Generated by Apache Maven Doxia at 2016-04-20 | Rendered using Apache Maven Fluido Skin 1.4 --> <html xmlns="http://www.w3.org/1999/xhtml"; 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