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Posted to commits@singa.apache.org by wa...@apache.org on 2019/04/26 04:13:03 UTC

svn commit: r1858171 [1/2] - in /incubator/singa/site/trunk: en/ en/_sources/ en/_sources/docs/ en/_sources/docs/model_zoo/examples/imagenet/densenet/ en/_sources/docs/model_zoo/examples/imagenet/googlenet/ en/_sources/docs/model_zoo/examples/imagenet/...

Author: wangwei
Date: Fri Apr 26 04:13:03 2019
New Revision: 1858171

URL: http://svn.apache.org/viewvc?rev=1858171&view=rev
Log:
update the docs by jenkins for commit 9f64fd0

Added:
    incubator/singa/site/trunk/en/_sources/docs/benchmark.md.txt
    incubator/singa/site/trunk/en/_static/images/benchmark.png   (with props)
    incubator/singa/site/trunk/en/docs/benchmark.html
    incubator/singa/site/trunk/zh/_static/images/benchmark.png   (with props)
Modified:
    incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/densenet/README.md.txt
    incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/googlenet/README.md.txt
    incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/inception/README.md.txt
    incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/resnet/README.md.txt
    incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/vgg/README.md.txt
    incubator/singa/site/trunk/en/_sources/downloads.md.txt
    incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/densenet/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/googlenet/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/inception/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/resnet/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/vgg/README.html
    incubator/singa/site/trunk/en/docs/model_zoo/examples/index.html
    incubator/singa/site/trunk/en/downloads.html
    incubator/singa/site/trunk/en/objects.inv
    incubator/singa/site/trunk/en/searchindex.js

Added: incubator/singa/site/trunk/en/_sources/docs/benchmark.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/benchmark.md.txt?rev=1858171&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/benchmark.md.txt (added)
+++ incubator/singa/site/trunk/en/_sources/docs/benchmark.md.txt Fri Apr 26 04:13:03 2019
@@ -0,0 +1,33 @@
+<!--
+    Licensed to the Apache Software Foundation (ASF) under one
+    or more contributor license agreements.  See the NOTICE file
+    distributed with this work for additional information
+    regarding copyright ownership.  The ASF licenses this file
+    to you under the Apache License, Version 2.0 (the
+    "License"); you may not use this file except in compliance
+    with the License.  You may obtain a copy of the License at
+
+      http://www.apache.org/licenses/LICENSE-2.0
+
+    Unless required by applicable law or agreed to in writing,
+    software distributed under the License is distributed on an
+    "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+    KIND, either express or implied.  See the License for the
+    specific language governing permissions and limitations
+    under the License.
+-->
+
+
+# Benchmark for Distributed training
+
+
+Workload: we use a deep convolutional neural network, [ResNet-50](https://github.com/apache/incubator-singa/blob/master/examples/autograd/resnet.py) as the application. ResNet-50 is has 50 convolution layers for image classification. It requires 3.8 GFLOPs to pass a single image (of size 224x224) through the network. The input image size is 224x224.
+
+
+Hardware: we use p2.8xlarge instances from AWS, each of which has 8 Nvidia Tesla K80 GPUs, 96 GB GPU memory in total, 32 vCPU, 488 GB main memory, 10 Gbps network bandwidth. 
+
+Metric: we measure the time per iteration for different number of workers to evaluate the scalability of SINGA. The batch size is fixed to be 32 per GPU. Synchronous training scheme is applied. As a result, the effective batch size is $32N$, where N is the number of GPUs. We compare with a popular open source system which uses the parameter server topology. The first GPU is selected as the server.
+
+<img src="../_static/images/benchmark.png" align="center" width="500px"/>
+<br/>
+<span><strong>Scalability test. Bars are for the throughput; lines are for the communication cost.</strong></span>
\ No newline at end of file

Modified: incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/densenet/README.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/densenet/README.md.txt?rev=1858171&r1=1858170&r2=1858171&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/densenet/README.md.txt (original)
+++ incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/densenet/README.md.txt Fri Apr 26 04:13:03 2019
@@ -16,12 +16,7 @@
     specific language governing permissions and limitations
     under the License.
 -->
----
-name: DenseNet models on ImageNet
-SINGA version: 1.1.1
-SINGA commit:
-license: https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py
----
+
 
 # Image Classification using DenseNet
 

Modified: incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/googlenet/README.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/googlenet/README.md.txt?rev=1858171&r1=1858170&r2=1858171&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/googlenet/README.md.txt (original)
+++ incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/googlenet/README.md.txt Fri Apr 26 04:13:03 2019
@@ -16,19 +16,12 @@
     specific language governing permissions and limitations
     under the License.
 -->
----
-name: GoogleNet on ImageNet
-SINGA version: 1.0.1
-SINGA commit: 8c990f7da2de220e8a012c6a8ecc897dc7532744
-parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz
-parameter_sha1: 0a88e8948b1abca3badfd8d090d6be03f8d7655d
-license: unrestricted https://github.com/BVLC/caffe/tree/master/models/bvlc_googlenet
----
+
 
 # Image Classification using GoogleNet
 
 
-In this example, we convert GoogleNet trained on Caffe to SINGA for image classification.
+In this example, we convert GoogleNet trained on Caffe to SINGA for image classification. Tested on [SINGA commit](8c990f7da2de220e8a012c6a8ecc897dc7532744) with [the parameters](https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz).
 
 ## Instructions
 

Modified: incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/inception/README.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/inception/README.md.txt?rev=1858171&r1=1858170&r2=1858171&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/inception/README.md.txt (original)
+++ incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/inception/README.md.txt Fri Apr 26 04:13:03 2019
@@ -16,18 +16,10 @@
     specific language governing permissions and limitations
     under the License.
 -->
----
-name: Inception V4 on ImageNet
-SINGA version: 1.1.1
-SINGA commit:
-parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/inception_v4.tar.gz
-parameter_sha1: 5fdd6f5d8af8fd10e7321d9b38bb87ef14e80d56
-license: https://github.com/tensorflow/models/tree/master/slim
----
 
 # Image Classification using Inception V4
 
-In this example, we convert Inception V4 trained on Tensorflow to SINGA for image classification.
+In this example, we convert Inception V4 trained on Tensorflow to SINGA for image classification. Tested on SINGA version 1.1.1 with [parameters pretrained by tensorflow](https://s3-ap-southeast-1.amazonaws.com/dlfile/inception_v4.tar.gz).
 
 ## Instructions
 

Modified: incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/resnet/README.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/resnet/README.md.txt?rev=1858171&r1=1858170&r2=1858171&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/resnet/README.md.txt (original)
+++ incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/resnet/README.md.txt Fri Apr 26 04:13:03 2019
@@ -16,18 +16,12 @@
     specific language governing permissions and limitations
     under the License.
 -->
----
-name: Resnets on ImageNet
-SINGA version: 1.1
-SINGA commit: 45ec92d8ffc1fa1385a9307fdf07e21da939ee2f
-parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz
-license: Apache V2, https://github.com/facebook/fb.resnet.torch/blob/master/LICENSE
----
+
 
 # Image Classification using Residual Networks
 
 
-In this example, we convert Residual Networks trained on [Torch](https://github.com/facebook/fb.resnet.torch) to SINGA for image classification.
+In this example, we convert Residual Networks trained on [Torch](https://github.com/facebook/fb.resnet.torch) to SINGA for image classification. Tested on [SINGA commit] with the [parameters pretrained by Torch](https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz)
 
 ## Instructions
 

Modified: incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/vgg/README.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/vgg/README.md.txt?rev=1858171&r1=1858170&r2=1858171&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/vgg/README.md.txt (original)
+++ incubator/singa/site/trunk/en/_sources/docs/model_zoo/examples/imagenet/vgg/README.md.txt Fri Apr 26 04:13:03 2019
@@ -16,12 +16,6 @@
     specific language governing permissions and limitations
     under the License.
 -->
----
-name: VGG models on ImageNet
-SINGA version: 1.1.1
-SINGA commit:
-license: https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py
----
 
 # Image Classification using VGG
 

Modified: incubator/singa/site/trunk/en/_sources/downloads.md.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/downloads.md.txt?rev=1858171&r1=1858170&r2=1858171&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/downloads.md.txt (original)
+++ incubator/singa/site/trunk/en/_sources/downloads.md.txt Fri Apr 26 04:13:03 2019
@@ -18,7 +18,7 @@
 -->
 ## Download SINGA
 
-* To verify the downloaded tar.gz file, download the KEY and ASC files and then execute the following commands
+* To verify the downloaded tar.gz file, download the [KEYS](https://www.apache.org/dist/incubator/singa/KEYS) and ASC files and then execute the following commands
 
         % gpg --import KEYS
         % gpg --verify downloaded_file.asc downloaded_file
@@ -29,7 +29,6 @@
 * v2.0.0 (20 April 2019):
     * [Apache SINGA 2.0.0](http://www.apache.org/dyn/closer.cgi/incubator/singa/2.0.0/apache-singa-incubating-2.0.0.tar.gz)
       [\[SHA512\]](https://www.apache.org/dist/incubator/singa/2.0.0/apache-singa-incubating-2.0.0.tar.gz.sha512)
-      [\[KEYS\]](https://www.apache.org/dist/incubator/singa/2.0.0/KEYS)
       [\[ASC\]](https://www.apache.org/dist/incubator/singa/2.0.0/apache-singa-incubating-2.0.0.tar.gz.asc)
     * [Release Notes 2.0.0](releases/RELEASE_NOTES_2.0.0.html)
     * New features and major updates,
@@ -44,7 +43,6 @@
 * v1.2.0 (6 June 2018):
     * [Apache SINGA 1.2.0](https://archive.apache.org/dist/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz)
       [\[SHA512\]](https://archive.apache.org/dist/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz.sha512)
-      [\[KEYS\]](https://archive.apache.org/dist/incubator/singa/1.2.0/KEYS)
       [\[ASC\]](https://archive.apache.org/dist/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz.asc)
     * [Release Notes 1.2.0](releases/RELEASE_NOTES_1.2.0.html)
     * New features and major updates,
@@ -64,7 +62,6 @@
 * v1.1.0 (12 February 2017):
     * [Apache SINGA 1.1.0](https://archive.apache.org/dist/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz)
       [\[MD5\]](https://archive.apache.org/dist/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz.md5)
-      [\[KEYS\]](https://archive.apache.org/dist/incubator/singa/1.1.0/KEYS)
       [\[ASC\]](https://archive.apache.org/dist/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz.asc)
     * [Release Notes 1.1.0](releases/RELEASE_NOTES_1.1.0.html)
     * New features and major updates,
@@ -88,7 +85,6 @@
 * v1.0.0 (8 September 2016):
     * [Apache SINGA 1.0.0](https://archive.apache.org/dist/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz)
       [\[MD5\]](https://archive.apache.org/dist/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz.md5)
-      [\[KEYS\]](https://archive.apache.org/dist/incubator/singa//1.0.0/KEYS)
       [\[ASC\]](https://archive.apache.org/dist/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz.asc)
     * [Release Notes 1.0.0](releases/RELEASE_NOTES_1.0.0.html)
     * New features and major updates,
@@ -108,7 +104,6 @@
 * v0.3.0 (20 April 2016):
     * [Apache SINGA 0.3.0](https://archive.apache.org/dist/incubator/singa/0.3.0/apache-singa-incubating-0.3.0.tar.gz)
       [\[MD5\]](https://archive.apache.org/dist/incubator/singa/0.3.0/apache-singa-incubating-0.3.0.tar.gz.md5)
-      [\[KEYS\]](https://archive.apache.org/dist/incubator/singa/0.3.0/KEYS)
       [\[ASC\]](https://archive.apache.org/dist/incubator/singa/0.3.0/apache-singa-incubating-0.3.0.tar.gz.asc)
     * [Release Notes 0.3.0](releases/RELEASE_NOTES_0.3.0.html)
     * New features and major updates,
@@ -126,7 +121,6 @@
 * v0.2.0 (14 January 2016):
     * [Apache SINGA 0.2.0](https://archive.apache.org/dist/incubator/singa/0.2.0/apache-singa-incubating-0.2.0.tar.gz)
       [\[MD5\]](https://archive.apache.org/dist/incubator/singa/0.2.0/apache-singa-incubating-0.2.0.tar.gz.md5)
-      [\[KEYS\]](https://archive.apache.org/dist/incubator/singa/0.2.0/KEYS)
       [\[ASC\]](https://archive.apache.org/dist/incubator/singa/0.2.0/apache-singa-incubating-0.2.0.tar.gz.asc)
     * [Release Notes 0.2.0](releases/RELEASE_NOTES_0.2.0.html)
     * New features and major updates,
@@ -146,7 +140,6 @@
 * v0.1.0 (8 October 2015):
     * [Apache SINGA 0.1.0](https://archive.apache.org/dist/incubator/singa/apache-singa-incubating-0.1.0.tar.gz)
       [\[MD5\]](https://archive.apache.org/dist/incubator/singa/apache-singa-incubating-0.1.0.tar.gz.md5)
-      [\[KEYS\]](https://archive.apache.org/dist/incubator/singa/KEYS)
       [\[ASC\]](https://archive.apache.org/dist/incubator/singa/apache-singa-incubating-0.1.0.tar.gz.asc)
     * [Amazon EC2 image](https://console.aws.amazon.com/ec2/v2/home?region=ap-southeast-1#LaunchInstanceWizard:ami=ami-b41001e6)
     * [Release Notes 0.1.0](releases/RELEASE_NOTES_0.1.0.html)

Added: incubator/singa/site/trunk/en/_static/images/benchmark.png
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_static/images/benchmark.png?rev=1858171&view=auto
==============================================================================
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Added: incubator/singa/site/trunk/en/docs/benchmark.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/benchmark.html?rev=1858171&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/docs/benchmark.html (added)
+++ incubator/singa/site/trunk/en/docs/benchmark.html Fri Apr 26 04:13:03 2019
@@ -0,0 +1,288 @@
+
+
+
+<!DOCTYPE html>
+<!--[if IE 8]><html class="no-js lt-ie9" lang="en" > <![endif]-->
+<!--[if gt IE 8]><!--> <html class="no-js" lang="en" > <!--<![endif]-->
+<head>
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+  
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
+  
+  <title>Benchmark for Distributed training &mdash; incubator-singa 1.1.0 documentation</title>
+  
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+  
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+  
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+  
+  <script type="text/javascript" src="../_static/js/modernizr.min.js"></script>
+  
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+      <script type="text/javascript" id="documentation_options" data-url_root="../" src="../_static/documentation_options.js"></script>
+        <script type="text/javascript" src="../_static/jquery.js"></script>
+        <script type="text/javascript" src="../_static/underscore.js"></script>
+        <script type="text/javascript" src="../_static/doctools.js"></script>
+        <script type="text/javascript" src="../_static/language_data.js"></script>
+    
+    <script type="text/javascript" src="../_static/js/theme.js"></script>
+
+    
+
+  
+  <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
+    <link rel="index" title="Index" href="../genindex.html" />
+    <link rel="search" title="Search" href="../search.html" />
+    <link href="../_static/style.css" rel="stylesheet" type="text/css">
+    <!--link href="../_static/fontawesome-all.min.css" rel="stylesheet" type="text/css"-->
+	<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css" integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
+    <style>
+	.fa:hover {
+	    opacity: 0.7;
+	}
+	.fab:hover {
+	    opacity: 0.7;
+	}
+    </style>
+
+</head>
+
+<body class="wy-body-for-nav">
+
+   
+  <div class="wy-grid-for-nav">
+    
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+          
+
+          
+            <a href="../index.html" class="icon icon-home"> incubator-singa
+          
+
+          
+            
+            <img src="../_static/singa.png" class="logo" alt="Logo"/>
+          
+          </a>
+
+          
+            
+            
+              <div class="version">
+                latest
+              </div>
+            
+          
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+          
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
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+        <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
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+<li class="toctree-l1"><a class="reference internal" href="index.html">Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
+</ul>
+<p class="caption"><span class="caption-text">Development</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../develop/schedule.html">Development Schedule</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../develop/how-contribute.html#how-to-become-a-singa-committer">How to become a SINGA committer</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../develop/contribute-code.html">How to Contribute Code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../develop/contribute-docs.html">How to Contribute to Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../develop/how-to-release.html">How to prepare a release</a></li>
+</ul>
+<p class="caption"><span class="caption-text">Community</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../community/source-repository.html">Source Repository</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../community/mail-lists.html">Project Mailing Lists</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../community/issue-tracking.html">Issue Tracking</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../community/team-list.html">The SINGA Team</a></li>
+</ul>
+
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+          
+        </div>
+      </div>
+    </nav>
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+
+
+<div role="navigation" aria-label="breadcrumbs navigation">
+
+  <ul class="wy-breadcrumbs">
+    
+      <li><a href="../index.html">Docs</a> &raquo;</li>
+        
+      <li>Benchmark for Distributed training</li>
+    
+    
+      <li class="wy-breadcrumbs-aside">
+        
+            
+        
+      </li>
+    
+  </ul>
+
+  
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+            
+  <!--
+    Licensed to the Apache Software Foundation (ASF) under one
+    or more contributor license agreements.  See the NOTICE file
+    distributed with this work for additional information
+    regarding copyright ownership.  The ASF licenses this file
+    to you under the Apache License, Version 2.0 (the
+    "License"); you may not use this file except in compliance
+    with the License.  You may obtain a copy of the License at
+
+      http://www.apache.org/licenses/LICENSE-2.0
+
+    Unless required by applicable law or agreed to in writing,
+    software distributed under the License is distributed on an
+    "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+    KIND, either express or implied.  See the License for the
+    specific language governing permissions and limitations
+    under the License.
+--><div class="section" id="benchmark-for-distributed-training">
+<h1>Benchmark for Distributed training<a class="headerlink" href="#benchmark-for-distributed-training" title="Permalink to this headline">¶</a></h1>
+<p>Workload: we use a deep convolutional neural network, <a class="reference external" href="https://github.com/apache/incubator-singa/blob/master/examples/autograd/resnet.py">ResNet-50</a> as the application. ResNet-50 is has 50 convolution layers for image classification. It requires 3.8 GFLOPs to pass a single image (of size 224x224) through the network. The input image size is 224x224.</p>
+<p>Hardware: we use p2.8xlarge instances from AWS, each of which has 8 Nvidia Tesla K80 GPUs, 96 GB GPU memory in total, 32 vCPU, 488 GB main memory, 10 Gbps network bandwidth.</p>
+<p>Metric: we measure the time per iteration for different number of workers to evaluate the scalability of SINGA. The batch size is fixed to be 32 per GPU. Synchronous training scheme is applied. As a result, the effective batch size is $32N$, where N is the number of GPUs. We compare with a popular open source system which uses the parameter server topology. The first GPU is selected as the server.</p>
+<img src="../_static/images/benchmark.png" align="center" width="500px"/>
+<br/>
+<span><strong>Scalability test. Bars are for the throughput; lines are for the communication cost.</strong></span></div>
+
+
+           </div>
+           
+          </div>
+          <footer>
+  
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>
+        &copy; Copyright 2019 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>
+  Built with <a href="http://sphinx-doc.org/">Sphinx</a> using a <a href="https://github.com/rtfd/sphinx_rtd_theme">theme</a> provided by <a href="https://readthedocs.org">Read the Docs</a>. 
+
+</footer>
+
+        </div>
+      </div>
+
+    </section>
+
+  </div>
+  
+
+
+  <script type="text/javascript">
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script>
+
+  
+  
+    
+  
+
+<div class="rst-versions" data-toggle="rst-versions" role="note" aria-label="versions">
+  <span class="rst-current-version" data-toggle="rst-current-version">
+    <span class="fa fa-book"> incubator-singa </span>
+    v: latest
+    <span class="fa fa-caret-down"></span>
+  </span>
+  <div class="rst-other-versions">
+      <dl>
+          <dt>Languages</dt>
+          <dd><a href="../../en/index.html">English</a></dd>
+          <dd><a href="../../zh/index.html">中文</a></dd>
+      </dl>
+      <dl>
+          <dt>Versions</dt>
+          <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
+          <dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
+      </dl>
+
+  </div>
+  <a href="http://incubator.apache.org/"> <img src= "../_static/apache.png" style="background-color:white;"> </a>
+
+  <a href="https://github.com/apache/incubator-singa" class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c" class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://hub.docker.com/r/apache/singa/" class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> 
+  <a href="https://www.linkedin.com/groups/13550034" class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://twitter.com/ApacheSinga" class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.facebook.com/Apache-SINGA-347284219056544/" class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+  <a href="https://www.researchgate.net/project/Apache-SINGA" class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a>
+
+</div>
+
+ <a href="https://github.com/apache/incubator-singa">
+    <img style="position: absolute; top: 0; right: 0; border: 0; z-index: 10000;"
+        src="https://s3.amazonaws.com/github/ribbons/forkme_right_orange_ff7600.png"
+        alt="Fork me on GitHub">
+</a>
+
+ 
+
+
+</body>
+</html>
\ No newline at end of file

Modified: incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/densenet/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/densenet/README.html?rev=1858171&r1=1858170&r2=1858171&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/densenet/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/densenet/README.html Fri Apr 26 04:13:03 2019
@@ -9,7 +9,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>name: DenseNet models on ImageNet SINGA version: 1.1.1 SINGA commit: license: https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py &mdash; incubator-singa 1.1.0 documentation</title>
+  <title>Image Classification using DenseNet &mdash; incubator-singa 1.1.0 documentation</title>
   
 
   
@@ -162,10 +162,7 @@
     
       <li><a href="../../../../../index.html">Docs</a> &raquo;</li>
         
-      <li>name: DenseNet models on ImageNet
-SINGA version: 1.1.1
-SINGA commit:
-license: https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py</li>
+      <li>Image Classification using DenseNet</li>
     
     
       <li class="wy-breadcrumbs-aside">
@@ -199,14 +196,7 @@ license: https://github.com/pytorch/visi
     KIND, either express or implied.  See the License for the
     specific language governing permissions and limitations
     under the License.
---><hr class="docutils" />
-<div class="section" id="name-densenet-models-on-imagenet-singa-version-1-1-1-singa-commit-license-https-github-com-pytorch-vision-blob-master-torchvision-models-densenet-py">
-<h1>name: DenseNet models on ImageNet
-SINGA version: 1.1.1
-SINGA commit:
-license: https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py<a class="headerlink" href="#name-densenet-models-on-imagenet-singa-version-1-1-1-singa-commit-license-https-github-com-pytorch-vision-blob-master-torchvision-models-densenet-py" title="Permalink to this headline">¶</a></h1>
-</div>
-<div class="section" id="image-classification-using-densenet">
+--><div class="section" id="image-classification-using-densenet">
 <h1>Image Classification using DenseNet<a class="headerlink" href="#image-classification-using-densenet" title="Permalink to this headline">¶</a></h1>
 <p>In this example, we convert DenseNet on <a class="reference external" href="https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py">PyTorch</a>
 to SINGA for image classification.</p>

Modified: incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/googlenet/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/googlenet/README.html?rev=1858171&r1=1858170&r2=1858171&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/googlenet/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/googlenet/README.html Fri Apr 26 04:13:03 2019
@@ -9,7 +9,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>name: GoogleNet on ImageNet SINGA version: 1.0.1 SINGA commit: 8c990f7da2de220e8a012c6a8ecc897dc7532744 parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz parameter_sha1: 0a88e8948b1abca3badfd8d090d6be03f8d7655d license: unrestricted https://github.com/BVLC/caffe/tree/master/models/bvlc_googlenet &mdash; incubator-singa 1.1.0 documentation</title>
+  <title>Image Classification using GoogleNet &mdash; incubator-singa 1.1.0 documentation</title>
   
 
   
@@ -162,12 +162,7 @@
     
       <li><a href="../../../../../index.html">Docs</a> &raquo;</li>
         
-      <li>name: GoogleNet on ImageNet
-SINGA version: 1.0.1
-SINGA commit: 8c990f7da2de220e8a012c6a8ecc897dc7532744
-parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz
-parameter_sha1: 0a88e8948b1abca3badfd8d090d6be03f8d7655d
-license: unrestricted https://github.com/BVLC/caffe/tree/master/models/bvlc_googlenet</li>
+      <li>Image Classification using GoogleNet</li>
     
     
       <li class="wy-breadcrumbs-aside">
@@ -201,18 +196,9 @@ license: unrestricted https://github.com
     KIND, either express or implied.  See the License for the
     specific language governing permissions and limitations
     under the License.
---><hr class="docutils" />
-<div class="section" id="name-googlenet-on-imagenet-singa-version-1-0-1-singa-commit-8c990f7da2de220e8a012c6a8ecc897dc7532744-parameter-url-https-s3-ap-southeast-1-amazonaws-com-dlfile-bvlc-googlenet-tar-gz-parameter-sha1-0a88e8948b1abca3badfd8d090d6be03f8d7655d-license-unrestricted-https-github-com-bvlc-caffe-tree-master-models-bvlc-googlenet">
-<h1>name: GoogleNet on ImageNet
-SINGA version: 1.0.1
-SINGA commit: 8c990f7da2de220e8a012c6a8ecc897dc7532744
-parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz
-parameter_sha1: 0a88e8948b1abca3badfd8d090d6be03f8d7655d
-license: unrestricted https://github.com/BVLC/caffe/tree/master/models/bvlc_googlenet<a class="headerlink" href="#name-googlenet-on-imagenet-singa-version-1-0-1-singa-commit-8c990f7da2de220e8a012c6a8ecc897dc7532744-parameter-url-https-s3-ap-southeast-1-amazonaws-com-dlfile-bvlc-googlenet-tar-gz-parameter-sha1-0a88e8948b1abca3badfd8d090d6be03f8d7655d-license-unrestricted-https-github-com-bvlc-caffe-tree-master-models-bvlc-googlenet" title="Permalink to this headline">¶</a></h1>
-</div>
-<div class="section" id="image-classification-using-googlenet">
+--><div class="section" id="image-classification-using-googlenet">
 <h1>Image Classification using GoogleNet<a class="headerlink" href="#image-classification-using-googlenet" title="Permalink to this headline">¶</a></h1>
-<p>In this example, we convert GoogleNet trained on Caffe to SINGA for image classification.</p>
+<p>In this example, we convert GoogleNet trained on Caffe to SINGA for image classification. Tested on <a class="reference external" href="8c990f7da2de220e8a012c6a8ecc897dc7532744">SINGA commit</a> with <a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz">the parameters</a>.</p>
 <div class="section" id="instructions">
 <h2>Instructions<a class="headerlink" href="#instructions" title="Permalink to this headline">¶</a></h2>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/inception/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/inception/README.html?rev=1858171&r1=1858170&r2=1858171&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/inception/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/inception/README.html Fri Apr 26 04:13:03 2019
@@ -9,7 +9,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>name: Inception V4 on ImageNet SINGA version: 1.1.1 SINGA commit: parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/inception_v4.tar.gz parameter_sha1: 5fdd6f5d8af8fd10e7321d9b38bb87ef14e80d56 license: https://github.com/tensorflow/models/tree/master/slim &mdash; incubator-singa 1.1.0 documentation</title>
+  <title>Image Classification using Inception V4 &mdash; incubator-singa 1.1.0 documentation</title>
   
 
   
@@ -162,12 +162,7 @@
     
       <li><a href="../../../../../index.html">Docs</a> &raquo;</li>
         
-      <li>name: Inception V4 on ImageNet
-SINGA version: 1.1.1
-SINGA commit:
-parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/inception_v4.tar.gz
-parameter_sha1: 5fdd6f5d8af8fd10e7321d9b38bb87ef14e80d56
-license: https://github.com/tensorflow/models/tree/master/slim</li>
+      <li>Image Classification using Inception V4</li>
     
     
       <li class="wy-breadcrumbs-aside">
@@ -201,18 +196,9 @@ license: https://github.com/tensorflow/m
     KIND, either express or implied.  See the License for the
     specific language governing permissions and limitations
     under the License.
---><hr class="docutils" />
-<div class="section" id="name-inception-v4-on-imagenet-singa-version-1-1-1-singa-commit-parameter-url-https-s3-ap-southeast-1-amazonaws-com-dlfile-inception-v4-tar-gz-parameter-sha1-5fdd6f5d8af8fd10e7321d9b38bb87ef14e80d56-license-https-github-com-tensorflow-models-tree-master-slim">
-<h1>name: Inception V4 on ImageNet
-SINGA version: 1.1.1
-SINGA commit:
-parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/inception_v4.tar.gz
-parameter_sha1: 5fdd6f5d8af8fd10e7321d9b38bb87ef14e80d56
-license: https://github.com/tensorflow/models/tree/master/slim<a class="headerlink" href="#name-inception-v4-on-imagenet-singa-version-1-1-1-singa-commit-parameter-url-https-s3-ap-southeast-1-amazonaws-com-dlfile-inception-v4-tar-gz-parameter-sha1-5fdd6f5d8af8fd10e7321d9b38bb87ef14e80d56-license-https-github-com-tensorflow-models-tree-master-slim" title="Permalink to this headline">¶</a></h1>
-</div>
-<div class="section" id="image-classification-using-inception-v4">
+--><div class="section" id="image-classification-using-inception-v4">
 <h1>Image Classification using Inception V4<a class="headerlink" href="#image-classification-using-inception-v4" title="Permalink to this headline">¶</a></h1>
-<p>In this example, we convert Inception V4 trained on Tensorflow to SINGA for image classification.</p>
+<p>In this example, we convert Inception V4 trained on Tensorflow to SINGA for image classification. Tested on SINGA version 1.1.1 with <a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/inception_v4.tar.gz">parameters pretrained by tensorflow</a>.</p>
 <div class="section" id="instructions">
 <h2>Instructions<a class="headerlink" href="#instructions" title="Permalink to this headline">¶</a></h2>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/resnet/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/resnet/README.html?rev=1858171&r1=1858170&r2=1858171&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/resnet/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/resnet/README.html Fri Apr 26 04:13:03 2019
@@ -9,7 +9,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>name: Resnets on ImageNet SINGA version: 1.1 SINGA commit: 45ec92d8ffc1fa1385a9307fdf07e21da939ee2f parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz license: Apache V2, https://github.com/facebook/fb.resnet.torch/blob/master/LICENSE &mdash; incubator-singa 1.1.0 documentation</title>
+  <title>Image Classification using Residual Networks &mdash; incubator-singa 1.1.0 documentation</title>
   
 
   
@@ -162,11 +162,7 @@
     
       <li><a href="../../../../../index.html">Docs</a> &raquo;</li>
         
-      <li>name: Resnets on ImageNet
-SINGA version: 1.1
-SINGA commit: 45ec92d8ffc1fa1385a9307fdf07e21da939ee2f
-parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz
-license: Apache V2, https://github.com/facebook/fb.resnet.torch/blob/master/LICENSE</li>
+      <li>Image Classification using Residual Networks</li>
     
     
       <li class="wy-breadcrumbs-aside">
@@ -200,17 +196,9 @@ license: Apache V2, https://github.com/f
     KIND, either express or implied.  See the License for the
     specific language governing permissions and limitations
     under the License.
---><hr class="docutils" />
-<div class="section" id="name-resnets-on-imagenet-singa-version-1-1-singa-commit-45ec92d8ffc1fa1385a9307fdf07e21da939ee2f-parameter-url-https-s3-ap-southeast-1-amazonaws-com-dlfile-resnet-resnet-18-tar-gz-license-apache-v2-https-github-com-facebook-fb-resnet-torch-blob-master-license">
-<h1>name: Resnets on ImageNet
-SINGA version: 1.1
-SINGA commit: 45ec92d8ffc1fa1385a9307fdf07e21da939ee2f
-parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz
-license: Apache V2, https://github.com/facebook/fb.resnet.torch/blob/master/LICENSE<a class="headerlink" href="#name-resnets-on-imagenet-singa-version-1-1-singa-commit-45ec92d8ffc1fa1385a9307fdf07e21da939ee2f-parameter-url-https-s3-ap-southeast-1-amazonaws-com-dlfile-resnet-resnet-18-tar-gz-license-apache-v2-https-github-com-facebook-fb-resnet-torch-blob-master-license" title="Permalink to this headline">¶</a></h1>
-</div>
-<div class="section" id="image-classification-using-residual-networks">
+--><div class="section" id="image-classification-using-residual-networks">
 <h1>Image Classification using Residual Networks<a class="headerlink" href="#image-classification-using-residual-networks" title="Permalink to this headline">¶</a></h1>
-<p>In this example, we convert Residual Networks trained on <a class="reference external" href="https://github.com/facebook/fb.resnet.torch">Torch</a> to SINGA for image classification.</p>
+<p>In this example, we convert Residual Networks trained on <a class="reference external" href="https://github.com/facebook/fb.resnet.torch">Torch</a> to SINGA for image classification. Tested on [SINGA commit] with the <a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz">parameters pretrained by Torch</a></p>
 <div class="section" id="instructions">
 <h2>Instructions<a class="headerlink" href="#instructions" title="Permalink to this headline">¶</a></h2>
 <ul>

Modified: incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/vgg/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/vgg/README.html?rev=1858171&r1=1858170&r2=1858171&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/vgg/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/examples/imagenet/vgg/README.html Fri Apr 26 04:13:03 2019
@@ -9,7 +9,7 @@
   
   <meta name="viewport" content="width=device-width, initial-scale=1.0">
   
-  <title>name: VGG models on ImageNet SINGA version: 1.1.1 SINGA commit: license: https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py &mdash; incubator-singa 1.1.0 documentation</title>
+  <title>Image Classification using VGG &mdash; incubator-singa 1.1.0 documentation</title>
   
 
   
@@ -162,10 +162,7 @@
     
       <li><a href="../../../../../index.html">Docs</a> &raquo;</li>
         
-      <li>name: VGG models on ImageNet
-SINGA version: 1.1.1
-SINGA commit:
-license: https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py</li>
+      <li>Image Classification using VGG</li>
     
     
       <li class="wy-breadcrumbs-aside">
@@ -199,14 +196,7 @@ license: https://github.com/pytorch/visi
     KIND, either express or implied.  See the License for the
     specific language governing permissions and limitations
     under the License.
---><hr class="docutils" />
-<div class="section" id="name-vgg-models-on-imagenet-singa-version-1-1-1-singa-commit-license-https-github-com-pytorch-vision-blob-master-torchvision-models-vgg-py">
-<h1>name: VGG models on ImageNet
-SINGA version: 1.1.1
-SINGA commit:
-license: https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py<a class="headerlink" href="#name-vgg-models-on-imagenet-singa-version-1-1-1-singa-commit-license-https-github-com-pytorch-vision-blob-master-torchvision-models-vgg-py" title="Permalink to this headline">¶</a></h1>
-</div>
-<div class="section" id="image-classification-using-vgg">
+--><div class="section" id="image-classification-using-vgg">
 <h1>Image Classification using VGG<a class="headerlink" href="#image-classification-using-vgg" title="Permalink to this headline">¶</a></h1>
 <p>In this example, we convert VGG on <a class="reference external" href="https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py">PyTorch</a>
 to SINGA for image classification.</p>

Modified: incubator/singa/site/trunk/en/docs/model_zoo/examples/index.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/examples/index.html?rev=1858171&r1=1858170&r2=1858171&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/examples/index.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/examples/index.html Fri Apr 26 04:13:03 2019
@@ -211,52 +211,27 @@
 </li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="imagenet/densenet/README.html">name: DenseNet models on ImageNet
-SINGA version: 1.1.1
-SINGA commit:
-license: https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py</a></li>
-<li class="toctree-l1"><a class="reference internal" href="imagenet/densenet/README.html#image-classification-using-densenet">Image Classification using DenseNet</a><ul>
+<li class="toctree-l1"><a class="reference internal" href="imagenet/densenet/README.html">Image Classification using DenseNet</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="imagenet/densenet/README.html#instructions">Instructions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="imagenet/densenet/README.html#details">Details</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="imagenet/googlenet/README.html">name: GoogleNet on ImageNet
-SINGA version: 1.0.1
-SINGA commit: 8c990f7da2de220e8a012c6a8ecc897dc7532744
-parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz
-parameter_sha1: 0a88e8948b1abca3badfd8d090d6be03f8d7655d
-license: unrestricted https://github.com/BVLC/caffe/tree/master/models/bvlc_googlenet</a></li>
-<li class="toctree-l1"><a class="reference internal" href="imagenet/googlenet/README.html#image-classification-using-googlenet">Image Classification using GoogleNet</a><ul>
+<li class="toctree-l1"><a class="reference internal" href="imagenet/googlenet/README.html">Image Classification using GoogleNet</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="imagenet/googlenet/README.html#instructions">Instructions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="imagenet/googlenet/README.html#details">Details</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="imagenet/inception/README.html">name: Inception V4 on ImageNet
-SINGA version: 1.1.1
-SINGA commit:
-parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/inception_v4.tar.gz
-parameter_sha1: 5fdd6f5d8af8fd10e7321d9b38bb87ef14e80d56
-license: https://github.com/tensorflow/models/tree/master/slim</a></li>
-<li class="toctree-l1"><a class="reference internal" href="imagenet/inception/README.html#image-classification-using-inception-v4">Image Classification using Inception V4</a><ul>
+<li class="toctree-l1"><a class="reference internal" href="imagenet/inception/README.html">Image Classification using Inception V4</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="imagenet/inception/README.html#instructions">Instructions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="imagenet/inception/README.html#details">Details</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="imagenet/resnet/README.html">name: Resnets on ImageNet
-SINGA version: 1.1
-SINGA commit: 45ec92d8ffc1fa1385a9307fdf07e21da939ee2f
-parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz
-license: Apache V2, https://github.com/facebook/fb.resnet.torch/blob/master/LICENSE</a></li>
-<li class="toctree-l1"><a class="reference internal" href="imagenet/resnet/README.html#image-classification-using-residual-networks">Image Classification using Residual Networks</a><ul>
+<li class="toctree-l1"><a class="reference internal" href="imagenet/resnet/README.html">Image Classification using Residual Networks</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="imagenet/resnet/README.html#instructions">Instructions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="imagenet/resnet/README.html#details">Details</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="imagenet/vgg/README.html">name: VGG models on ImageNet
-SINGA version: 1.1.1
-SINGA commit:
-license: https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py</a></li>
-<li class="toctree-l1"><a class="reference internal" href="imagenet/vgg/README.html#image-classification-using-vgg">Image Classification using VGG</a><ul>
+<li class="toctree-l1"><a class="reference internal" href="imagenet/vgg/README.html">Image Classification using VGG</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="imagenet/vgg/README.html#instructions">Instructions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="imagenet/vgg/README.html#details">Details</a></li>
 </ul>

Modified: incubator/singa/site/trunk/en/downloads.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/downloads.html?rev=1858171&r1=1858170&r2=1858171&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/downloads.html (original)
+++ incubator/singa/site/trunk/en/downloads.html Fri Apr 26 04:13:03 2019
@@ -201,7 +201,7 @@
 --><div class="section" id="download-singa">
 <h1>Download SINGA<a class="headerlink" href="#download-singa" title="Permalink to this headline">¶</a></h1>
 <ul>
-<li><p>To verify the downloaded tar.gz file, download the KEY and ASC files and then execute the following commands</p>
+<li><p>To verify the downloaded tar.gz file, download the <a class="reference external" href="https://www.apache.org/dist/incubator/singa/KEYS">KEYS</a> and ASC files and then execute the following commands</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span>  <span class="o">%</span> <span class="n">gpg</span> <span class="o">--</span><span class="kn">import</span> <span class="nn">KEYS</span>
   <span class="o">%</span> <span class="n">gpg</span> <span class="o">--</span><span class="n">verify</span> <span class="n">downloaded_file</span><span class="o">.</span><span class="n">asc</span> <span class="n">downloaded_file</span>
 </pre></div>
@@ -212,7 +212,6 @@
 <ul class="simple">
 <li><p><a class="reference external" href="http://www.apache.org/dyn/closer.cgi/incubator/singa/2.0.0/apache-singa-incubating-2.0.0.tar.gz">Apache SINGA 2.0.0</a>
 <a class="reference external" href="https://www.apache.org/dist/incubator/singa/2.0.0/apache-singa-incubating-2.0.0.tar.gz.sha512">[SHA512]</a>
-<a class="reference external" href="https://www.apache.org/dist/incubator/singa/2.0.0/KEYS">[KEYS]</a>
 <a class="reference external" href="https://www.apache.org/dist/incubator/singa/2.0.0/apache-singa-incubating-2.0.0.tar.gz.asc">[ASC]</a></p></li>
 <li><p><a class="reference external" href="releases/RELEASE_NOTES_2.0.0.html">Release Notes 2.0.0</a></p></li>
 <li><p>New features and major updates,</p>
@@ -231,7 +230,6 @@
 <ul class="simple">
 <li><p><a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz">Apache SINGA 1.2.0</a>
 <a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz.sha512">[SHA512]</a>
-<a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.2.0/KEYS">[KEYS]</a>
 <a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.2.0/apache-singa-incubating-1.2.0.tar.gz.asc">[ASC]</a></p></li>
 <li><p><a class="reference external" href="releases/RELEASE_NOTES_1.2.0.html">Release Notes 1.2.0</a></p></li>
 <li><p>New features and major updates,</p>
@@ -254,7 +252,6 @@
 <ul class="simple">
 <li><p><a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz">Apache SINGA 1.1.0</a>
 <a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz.md5">[MD5]</a>
-<a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.1.0/KEYS">[KEYS]</a>
 <a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.1.0/apache-singa-incubating-1.1.0.tar.gz.asc">[ASC]</a></p></li>
 <li><p><a class="reference external" href="releases/RELEASE_NOTES_1.1.0.html">Release Notes 1.1.0</a></p></li>
 <li><p>New features and major updates,</p>
@@ -281,7 +278,6 @@
 <ul class="simple">
 <li><p><a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz">Apache SINGA 1.0.0</a>
 <a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz.md5">[MD5]</a>
-<a class="reference external" href="https://archive.apache.org/dist/incubator/singa//1.0.0/KEYS">[KEYS]</a>
 <a class="reference external" href="https://archive.apache.org/dist/incubator/singa/1.0.0/apache-singa-incubating-1.0.0.tar.gz.asc">[ASC]</a></p></li>
 <li><p><a class="reference external" href="releases/RELEASE_NOTES_1.0.0.html">Release Notes 1.0.0</a></p></li>
 <li><p>New features and major updates,</p>
@@ -305,7 +301,6 @@
 <ul class="simple">
 <li><p><a class="reference external" href="https://archive.apache.org/dist/incubator/singa/0.3.0/apache-singa-incubating-0.3.0.tar.gz">Apache SINGA 0.3.0</a>
 <a class="reference external" href="https://archive.apache.org/dist/incubator/singa/0.3.0/apache-singa-incubating-0.3.0.tar.gz.md5">[MD5]</a>
-<a class="reference external" href="https://archive.apache.org/dist/incubator/singa/0.3.0/KEYS">[KEYS]</a>
 <a class="reference external" href="https://archive.apache.org/dist/incubator/singa/0.3.0/apache-singa-incubating-0.3.0.tar.gz.asc">[ASC]</a></p></li>
 <li><p><a class="reference external" href="releases/RELEASE_NOTES_0.3.0.html">Release Notes 0.3.0</a></p></li>
 <li><p>New features and major updates,</p>
@@ -326,7 +321,6 @@
 <ul class="simple">
 <li><p><a class="reference external" href="https://archive.apache.org/dist/incubator/singa/0.2.0/apache-singa-incubating-0.2.0.tar.gz">Apache SINGA 0.2.0</a>
 <a class="reference external" href="https://archive.apache.org/dist/incubator/singa/0.2.0/apache-singa-incubating-0.2.0.tar.gz.md5">[MD5]</a>
-<a class="reference external" href="https://archive.apache.org/dist/incubator/singa/0.2.0/KEYS">[KEYS]</a>
 <a class="reference external" href="https://archive.apache.org/dist/incubator/singa/0.2.0/apache-singa-incubating-0.2.0.tar.gz.asc">[ASC]</a></p></li>
 <li><p><a class="reference external" href="releases/RELEASE_NOTES_0.2.0.html">Release Notes 0.2.0</a></p></li>
 <li><p>New features and major updates,</p>
@@ -350,7 +344,6 @@
 <ul class="simple">
 <li><p><a class="reference external" href="https://archive.apache.org/dist/incubator/singa/apache-singa-incubating-0.1.0.tar.gz">Apache SINGA 0.1.0</a>
 <a class="reference external" href="https://archive.apache.org/dist/incubator/singa/apache-singa-incubating-0.1.0.tar.gz.md5">[MD5]</a>
-<a class="reference external" href="https://archive.apache.org/dist/incubator/singa/KEYS">[KEYS]</a>
 <a class="reference external" href="https://archive.apache.org/dist/incubator/singa/apache-singa-incubating-0.1.0.tar.gz.asc">[ASC]</a></p></li>
 <li><p><a class="reference external" href="https://console.aws.amazon.com/ec2/v2/home?region=ap-southeast-1#LaunchInstanceWizard:ami=ami-b41001e6">Amazon EC2 image</a></p></li>
 <li><p><a class="reference external" href="releases/RELEASE_NOTES_0.1.0.html">Release Notes 0.1.0</a></p></li>

Modified: incubator/singa/site/trunk/en/objects.inv
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/objects.inv?rev=1858171&r1=1858170&r2=1858171&view=diff
==============================================================================
Binary files - no diff available.