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Posted to commits@singa.apache.org by bu...@apache.org on 2015/06/16 04:23:32 UTC

svn commit: r954971 - in /websites/staging/singa/trunk/content: ./ community/ develop/ docs/

Author: buildbot
Date: Tue Jun 16 02:23:31 2015
New Revision: 954971

Log:
Staging update by buildbot for singa

Modified:
    websites/staging/singa/trunk/content/   (props changed)
    websites/staging/singa/trunk/content/community.html
    websites/staging/singa/trunk/content/community/issue-tracking.html
    websites/staging/singa/trunk/content/community/mail-lists.html
    websites/staging/singa/trunk/content/community/source-repository.html
    websites/staging/singa/trunk/content/community/team-list.html
    websites/staging/singa/trunk/content/develop/contribute-code.html
    websites/staging/singa/trunk/content/develop/contribute-docs.html
    websites/staging/singa/trunk/content/develop/how-contribute.html
    websites/staging/singa/trunk/content/develop/schedule.html
    websites/staging/singa/trunk/content/docs.html
    websites/staging/singa/trunk/content/docs/architecture.html
    websites/staging/singa/trunk/content/docs/code-structure.html
    websites/staging/singa/trunk/content/docs/communication.html
    websites/staging/singa/trunk/content/docs/installation.html
    websites/staging/singa/trunk/content/docs/neuralnet-partition.html
    websites/staging/singa/trunk/content/docs/programming-model.html
    websites/staging/singa/trunk/content/index.html
    websites/staging/singa/trunk/content/introduction.html
    websites/staging/singa/trunk/content/quick-start.html

Propchange: websites/staging/singa/trunk/content/
------------------------------------------------------------------------------
--- cms:source-revision (original)
+++ cms:source-revision Tue Jun 16 02:23:31 2015
@@ -1 +1 @@
-1685499
+1685692

Modified: websites/staging/singa/trunk/content/community.html
==============================================================================
--- websites/staging/singa/trunk/content/community.html (original)
+++ websites/staging/singa/trunk/content/community.html Tue Jun 16 02:23:31 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-06-15 
+ | Generated by Apache Maven Doxia at 2015-06-16 
  | 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="20150615" />
+    <meta name="Date-Revision-yyyymmdd" content="20150616" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Community</title>
     <link rel="stylesheet" href="./css/apache-maven-fluido-1.4.min.css" />

Modified: websites/staging/singa/trunk/content/community/issue-tracking.html
==============================================================================
--- websites/staging/singa/trunk/content/community/issue-tracking.html (original)
+++ websites/staging/singa/trunk/content/community/issue-tracking.html Tue Jun 16 02:23:31 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-06-15 
+ | Generated by Apache Maven Doxia at 2015-06-16 
  | 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="20150615" />
+    <meta name="Date-Revision-yyyymmdd" content="20150616" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Issue Tracking</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />

Modified: websites/staging/singa/trunk/content/community/mail-lists.html
==============================================================================
--- websites/staging/singa/trunk/content/community/mail-lists.html (original)
+++ websites/staging/singa/trunk/content/community/mail-lists.html Tue Jun 16 02:23:31 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-06-15 
+ | Generated by Apache Maven Doxia at 2015-06-16 
  | 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="20150615" />
+    <meta name="Date-Revision-yyyymmdd" content="20150616" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Project Mailing Lists</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />

Modified: websites/staging/singa/trunk/content/community/source-repository.html
==============================================================================
--- websites/staging/singa/trunk/content/community/source-repository.html (original)
+++ websites/staging/singa/trunk/content/community/source-repository.html Tue Jun 16 02:23:31 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-06-15 
+ | Generated by Apache Maven Doxia at 2015-06-16 
  | 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="20150615" />
+    <meta name="Date-Revision-yyyymmdd" content="20150616" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Source Repository</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />

Modified: websites/staging/singa/trunk/content/community/team-list.html
==============================================================================
--- websites/staging/singa/trunk/content/community/team-list.html (original)
+++ websites/staging/singa/trunk/content/community/team-list.html Tue Jun 16 02:23:31 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-06-15 
+ | Generated by Apache Maven Doxia at 2015-06-16 
  | 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="20150615" />
+    <meta name="Date-Revision-yyyymmdd" content="20150616" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; The SINGA Team</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />

Modified: websites/staging/singa/trunk/content/develop/contribute-code.html
==============================================================================
--- websites/staging/singa/trunk/content/develop/contribute-code.html (original)
+++ websites/staging/singa/trunk/content/develop/contribute-code.html Tue Jun 16 02:23:31 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-06-15 
+ | Generated by Apache Maven Doxia at 2015-06-16 
  | 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="20150615" />
+    <meta name="Date-Revision-yyyymmdd" content="20150616" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; How to Contribute Code</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />

Modified: websites/staging/singa/trunk/content/develop/contribute-docs.html
==============================================================================
--- websites/staging/singa/trunk/content/develop/contribute-docs.html (original)
+++ websites/staging/singa/trunk/content/develop/contribute-docs.html Tue Jun 16 02:23:31 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-06-15 
+ | Generated by Apache Maven Doxia at 2015-06-16 
  | 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="20150615" />
+    <meta name="Date-Revision-yyyymmdd" content="20150616" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; How to Contribute Documentation</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />

Modified: websites/staging/singa/trunk/content/develop/how-contribute.html
==============================================================================
--- websites/staging/singa/trunk/content/develop/how-contribute.html (original)
+++ websites/staging/singa/trunk/content/develop/how-contribute.html Tue Jun 16 02:23:31 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-06-15 
+ | Generated by Apache Maven Doxia at 2015-06-16 
  | 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="20150615" />
+    <meta name="Date-Revision-yyyymmdd" content="20150616" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; How to Contribute to SINGA</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />

Modified: websites/staging/singa/trunk/content/develop/schedule.html
==============================================================================
--- websites/staging/singa/trunk/content/develop/schedule.html (original)
+++ websites/staging/singa/trunk/content/develop/schedule.html Tue Jun 16 02:23:31 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-06-15 
+ | Generated by Apache Maven Doxia at 2015-06-16 
  | 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="20150615" />
+    <meta name="Date-Revision-yyyymmdd" content="20150616" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Development Schedule</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />

Modified: websites/staging/singa/trunk/content/docs.html
==============================================================================
--- websites/staging/singa/trunk/content/docs.html (original)
+++ websites/staging/singa/trunk/content/docs.html Tue Jun 16 02:23:31 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-06-15 
+ | Generated by Apache Maven Doxia at 2015-06-16 
  | 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="20150615" />
+    <meta name="Date-Revision-yyyymmdd" content="20150616" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Documentation</title>
     <link rel="stylesheet" href="./css/apache-maven-fluido-1.4.min.css" />

Modified: websites/staging/singa/trunk/content/docs/architecture.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/architecture.html (original)
+++ websites/staging/singa/trunk/content/docs/architecture.html Tue Jun 16 02:23:31 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-06-15 
+ | Generated by Apache Maven Doxia at 2015-06-16 
  | 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="20150615" />
+    <meta name="Date-Revision-yyyymmdd" content="20150616" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; System Architecture</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />

Modified: websites/staging/singa/trunk/content/docs/code-structure.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/code-structure.html (original)
+++ websites/staging/singa/trunk/content/docs/code-structure.html Tue Jun 16 02:23:31 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-06-15 
+ | Generated by Apache Maven Doxia at 2015-06-16 
  | 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="20150615" />
+    <meta name="Date-Revision-yyyymmdd" content="20150616" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Code Structure</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />

Modified: websites/staging/singa/trunk/content/docs/communication.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/communication.html (original)
+++ websites/staging/singa/trunk/content/docs/communication.html Tue Jun 16 02:23:31 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-06-15 
+ | Generated by Apache Maven Doxia at 2015-06-16 
  | 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="20150615" />
+    <meta name="Date-Revision-yyyymmdd" content="20150616" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Communication</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />

Modified: websites/staging/singa/trunk/content/docs/installation.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/installation.html (original)
+++ websites/staging/singa/trunk/content/docs/installation.html Tue Jun 16 02:23:31 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-06-15 
+ | Generated by Apache Maven Doxia at 2015-06-16 
  | 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="20150615" />
+    <meta name="Date-Revision-yyyymmdd" content="20150616" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Installation</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 Tue Jun 16 02:23:31 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-06-15 
+ | Generated by Apache Maven Doxia at 2015-06-16 
  | 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="20150615" />
+    <meta name="Date-Revision-yyyymmdd" content="20150616" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Neural Network Partition</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />

Modified: websites/staging/singa/trunk/content/docs/programming-model.html
==============================================================================
--- websites/staging/singa/trunk/content/docs/programming-model.html (original)
+++ websites/staging/singa/trunk/content/docs/programming-model.html Tue Jun 16 02:23:31 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-06-15 
+ | Generated by Apache Maven Doxia at 2015-06-16 
  | 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="20150615" />
+    <meta name="Date-Revision-yyyymmdd" content="20150616" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Programming Model</title>
     <link rel="stylesheet" href="../css/apache-maven-fluido-1.4.min.css" />

Modified: websites/staging/singa/trunk/content/index.html
==============================================================================
--- websites/staging/singa/trunk/content/index.html (original)
+++ websites/staging/singa/trunk/content/index.html Tue Jun 16 02:23:31 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-06-15 
+ | Generated by Apache Maven Doxia at 2015-06-16 
  | 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="20150615" />
+    <meta name="Date-Revision-yyyymmdd" content="20150616" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Welcome to Apache SINGA</title>
     <link rel="stylesheet" href="./css/apache-maven-fluido-1.4.min.css" />

Modified: websites/staging/singa/trunk/content/introduction.html
==============================================================================
--- websites/staging/singa/trunk/content/introduction.html (original)
+++ websites/staging/singa/trunk/content/introduction.html Tue Jun 16 02:23:31 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-06-15 
+ | Generated by Apache Maven Doxia at 2015-06-16 
  | 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="20150615" />
+    <meta name="Date-Revision-yyyymmdd" content="20150616" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Introduction</title>
     <link rel="stylesheet" href="./css/apache-maven-fluido-1.4.min.css" />

Modified: websites/staging/singa/trunk/content/quick-start.html
==============================================================================
--- websites/staging/singa/trunk/content/quick-start.html (original)
+++ websites/staging/singa/trunk/content/quick-start.html Tue Jun 16 02:23:31 2015
@@ -1,13 +1,13 @@
 <!DOCTYPE html>
 <!--
- | Generated by Apache Maven Doxia at 2015-06-15 
+ | Generated by Apache Maven Doxia at 2015-06-16 
  | 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="20150615" />
+    <meta name="Date-Revision-yyyymmdd" content="20150616" />
     <meta http-equiv="Content-Language" content="en" />
     <title>Apache SINGA &#x2013; Quick Start</title>
     <link rel="stylesheet" href="./css/apache-maven-fluido-1.4.min.css" />
@@ -396,17 +396,19 @@ cd ../..
 </pre></div></div></div>
 <div class="section">
 <h5><a name="Training_with_data_Partitioning"></a>Training with data Partitioning</h5>
-<p>There are two cases for data partition:</p>
 
-<ul>
-  
-<li>
-<p>partition the dataset among worker groups such that one worker group is  assigned one partition. Groups run asynchronously.</p></li>
-  
-<li>
-<p>partition the neural network among workers within one group. Each layer is sliced such that every worker is assigned one sliced layer. The sliced layer is the same as the original layer except that it only has B/g feature instances, where B is the size of instances in a mini-batch, g is the number of workers in a group. All workers run synchronously.</p></li>
-</ul>
-<p>To run the second case with 2 workers, just change the cluster.conf as:</p>
+<div class="source">
+<div class="source"><pre class="prettyprint">nworker_groups: 2
+nserver_groups: 1
+nservers_per_group: 1
+nworkers_per_group: 1
+nworkers_per_procs: 2
+workspace: &quot;examples/cifar10/&quot;
+</pre></div></div>
+<p>The above cluster configuration file specifies two worker groups and one server group. Worker groups run asynchronously but share the memory space for parameter values. In other words, it runs as the Hogwild algorithm. Since it is running in a single node, we can avoid partitioning the dataset explicitly. In specific, a random start offset is assigned to each worker group such that they would not work on the same mini-batch for every iteration. Consequently, they run like on different data partitions. The running command is the same:</p>
+<p>./bin/singa-run.sh -model=examples/cifar10/model.conf -cluster=examples/cifar10/cluster.conf</p></div>
+<div class="section">
+<h5><a name="Training_with_model_Partitioning"></a>Training with model Partitioning</h5>
 
 <div class="source">
 <div class="source"><pre class="prettyprint">nworker_groups: 1
@@ -416,13 +418,12 @@ nworkers_per_group: 2
 nworkers_per_procs: 2
 workspace: &quot;examples/cifar10/&quot;
 </pre></div></div>
+<p>The above cluster configuration specifies one worker group with two workers. The workers run synchronously, i.e., they are synchronized after one iteration. The model is partitioned among the two workers. In specific, each layer is sliced such that every worker is assigned one sliced layer. The sliced layer is the same as the original layer except that it only has B/g feature instances, where B is the size of instances in a mini-batch, g is the number of workers in a group. </p>
 <p>All other settings are the same as running without partitioning</p>
 
 <div class="source">
 <div class="source"><pre class="prettyprint">./bin/singa-run.sh -model=examples/cifar10/model.conf -cluster=examples/cifar10/cluster.conf
-</pre></div></div></div>
-<div class="section">
-<h5><a name="Training_with_model_Partitioning"></a>Training with model Partitioning</h5></div></div>
+</pre></div></div></div></div>
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 <h4><a name="Training_in_a_cluster"></a>Training in a cluster</h4></div></div>
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