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Posted to commits@singa.apache.org by wa...@apache.org on 2018/05/08 15:05:18 UTC
svn commit: r1831195 [12/24] - in /incubator/singa/site/trunk: en/
en/_sources/docs/ en/_sources/docs/model_zoo/imagenet/inception/
en/_sources/docs/model_zoo/imagenet/resnet/
en/_sources/docs/model_zoo/imagenet/vgg/ en/_static/ en/_static/css/
en/_sta...
Modified: incubator/singa/site/trunk/en/docs/model_zoo/imagenet/resnet/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/imagenet/resnet/README.html?rev=1831195&r1=1831194&r2=1831195&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/imagenet/resnet/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/imagenet/resnet/README.html Tue May 8 15:05:16 2018
@@ -14,27 +14,22 @@
-
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-
- <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
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- href="../../../../genindex.html"/>
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- <link rel="top" title="incubator-singa 1.1.0 documentation" href="../../../../index.html"/>
+ <link rel="stylesheet" href="../../../../_static/css/theme.css" type="text/css" />
+ <link rel="stylesheet" href="../../../../_static/pygments.css" type="text/css" />
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+ <link rel="search" title="Search" href="../../../../search.html" />
<link href="../../../../_static/style.css" rel="stylesheet" type="text/css">
@@ -43,8 +38,9 @@
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-<body class="wy-body-for-nav" role="document">
+<body class="wy-body-for-nav">
+
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@@ -59,7 +55,7 @@
- <img src="../../../../_static/singa.png" class="logo" />
+ <img src="../../../../_static/singa.png" class="logo" alt="Logo"/>
</a>
@@ -88,7 +84,10 @@
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<li class="toctree-l1"><a class="reference internal" href="../../../../downloads.html">Download SINGA</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../../index.html">Documentation</a></li>
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@@ -116,32 +115,52 @@
<section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
- <nav class="wy-nav-top" role="navigation" aria-label="top navigation">
- <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
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+
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- <li><a href="../../../../index.html">Docs</a> »</li>
-
- <li>Image Classification using Residual Networks</li>
+
+ <li><a href="../../../../index.html">Docs</a> »</li>
+
+ <li>Image Classification using Residual Networks</li>
+
+
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+
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@@ -161,19 +180,19 @@ license: Apache V2, https://github.com/f
<span id="instructions"></span><h2>Instructions<a class="headerlink" href="#instructions" title="Permalink to this headline">¶</a></h2>
<ul>
<li><p class="first">Download one parameter checkpoint file (see below) and the synset word file of ImageNet into this folder, e.g.,</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span> $ wget https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> $ wget https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz
$ wget https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/synset_words.txt
$ tar xvf resnet-18.tar.gz
</pre></div>
</div>
</li>
<li><p class="first">Usage</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span> $ python serve.py -h
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> $ python serve.py -h
</pre></div>
</div>
</li>
<li><p class="first">Example</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span> # use cpu
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> # use cpu
$ python serve.py --use_cpu --parameter_file resnet-18.pickle --model resnet --depth 18 &
# use gpu
$ python serve.py --parameter_file resnet-18.pickle --model resnet --depth 18 &
@@ -181,14 +200,14 @@ license: Apache V2, https://github.com/f
</div>
<p>The parameter files for the following model and depth configuration pairs are provided:</p>
<ul class="simple">
-<li>resnet (original resnet), <a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-101.tar.gz">18</a>|<a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-34.tar.gz">34</a>|<a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-101.tar.gz">101</a>|<a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-152.tar.gz">152</a></li>
+<li>resnet (original resnet), <a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz">18</a>|<a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-34.tar.gz">34</a>|<a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-101.tar.gz">101</a>|<a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-152.tar.gz">152</a></li>
<li>addbn (resnet with a batch normalization layer after the addition), <a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-50.tar.gz">50</a></li>
<li>wrn (wide resnet), <a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/wrn-50-2.tar.gz">50</a></li>
<li>preact (resnet with pre-activation) <a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-200.tar.gz">200</a></li>
</ul>
</li>
<li><p class="first">Submit images for classification</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span> $ curl -i -F image=@image1.jpg http://localhost:9999/api
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> $ curl -i -F image=@image1.jpg http://localhost:9999/api
$ curl -i -F image=@image2.jpg http://localhost:9999/api
$ curl -i -F image=@image3.jpg http://localhost:9999/api
</pre></div>
@@ -202,7 +221,7 @@ license: Apache V2, https://github.com/f
<p>The parameter files were extracted from the original <a class="reference external" href="https://github.com/facebook/fb.resnet.torch/tree/master/pretrained">torch files</a> via
the convert.py program.</p>
<p>Usage:</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span>$ python convert.py -h
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>$ python convert.py -h
</pre></div>
</div>
</div>
@@ -210,6 +229,7 @@ the convert.py program.</p>
</div>
+
</div>
<footer>
@@ -218,11 +238,11 @@ the convert.py program.</p>
<div role="contentinfo">
<p>
- © Copyright 2017 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..
+ © Copyright 2018 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/snide/sphinx_rtd_theme">theme</a> provided by <a href="https://readthedocs.org">Read the Docs</a>.
+ 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>
@@ -241,9 +261,11 @@ the convert.py program.</p>
var DOCUMENTATION_OPTIONS = {
URL_ROOT:'../../../../',
VERSION:'1.1.0',
+ LANGUAGE:'None',
COLLAPSE_INDEX:false,
FILE_SUFFIX:'.html',
- HAS_SOURCE: true
+ HAS_SOURCE: true,
+ SOURCELINK_SUFFIX: '.txt'
};
</script>
<script type="text/javascript" src="../../../../_static/jquery.js"></script>
@@ -257,14 +279,13 @@ the convert.py program.</p>
<script type="text/javascript" src="../../../../_static/js/theme.js"></script>
-
-
<script type="text/javascript">
jQuery(function () {
- SphinxRtdTheme.StickyNav.enable();
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-
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<span class="rst-current-version" data-toggle="rst-current-version">
Added: incubator/singa/site/trunk/en/docs/model_zoo/imagenet/vgg/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/imagenet/vgg/README.html?rev=1831195&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/imagenet/vgg/README.html (added)
+++ incubator/singa/site/trunk/en/docs/model_zoo/imagenet/vgg/README.html Tue May 8 15:05:16 2018
@@ -0,0 +1,319 @@
+
+
+
+<!DOCTYPE html>
+<!--[if IE 8]><html class="no-js lt-ie9" lang="en" > <![endif]-->
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+ <title>Image Classification using VGG — incubator-singa 1.1.0 documentation</title>
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+<li class="toctree-l1"><a class="reference internal" href="../../../index.html">Documentation</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/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>
+</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>
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+<li class="toctree-l1"><a class="reference internal" href="../../../../community/team-list.html">The SINGA Team</a></li>
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+ <li>Image Classification using VGG</li>
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+
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+ <hr/>
+</div>
+ <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+ <div itemprop="articleBody">
+
+ <hr class="docutils" />
+<p>name: VGG models on ImageNet
+SINGA version: 1.1.1
+SINGA commit:
+license: https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py</p>
+<hr class="docutils" />
+<div class="section" id="image-classification-using-vgg">
+<span id="image-classification-using-vgg"></span><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>
+<div class="section" id="instructions">
+<span id="instructions"></span><h2>Instructions<a class="headerlink" href="#instructions" title="Permalink to this headline">¶</a></h2>
+<ul>
+<li><p class="first">Download one parameter checkpoint file (see below) and the synset word file of ImageNet into this folder, e.g.,</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> $ wget https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg11.tar.gz
+ $ wget https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/synset_words.txt
+ $ tar xvf vgg11.tar.gz
+</pre></div>
+</div>
+</li>
+<li><p class="first">Usage</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> $ python serve.py -h
+</pre></div>
+</div>
+</li>
+<li><p class="first">Example</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> # use cpu
+ $ python serve.py --use_cpu --parameter_file vgg11.pickle --depth 11 --use_cpu &
+ # use gpu
+ $ python serve.py --use_cpu --parameter_file vgg11.pickle --depth 11 &
+</pre></div>
+</div>
+<p>The parameter files for the following model and depth configuration pairs are provided:</p>
+<ul class="simple">
+<li>Without batch-normalization, <a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg11.tar.gz">11</a>, <a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg13.tar.gz">13</a>, <a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg16.tar.gz">16</a>, <a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg19.tar.gz">19</a></li>
+<li>With batch-normalization, <a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg11_bn.tar.gz">11</a>, <a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg13_bn.tar.gz">13</a>, <a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg16_bn.tar.gz">16</a>, <a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/vgg/vgg19_bn.tar.gz">19</a></li>
+</ul>
+</li>
+<li><p class="first">Submit images for classification</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> $ curl -i -F image=@image1.jpg http://localhost:9999/api
+ $ curl -i -F image=@image2.jpg http://localhost:9999/api
+ $ curl -i -F image=@image3.jpg http://localhost:9999/api
+</pre></div>
+</div>
+</li>
+</ul>
+<p>image1.jpg, image2.jpg and image3.jpg should be downloaded before executing the above commands.</p>
+</div>
+<div class="section" id="details">
+<span id="details"></span><h2>Details<a class="headerlink" href="#details" title="Permalink to this headline">¶</a></h2>
+<p>The parameter files were converted from the pytorch via the convert.py program.</p>
+<p>Usage:</p>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>$ python convert.py -h
+</pre></div>
+</div>
+</div>
+</div>
+
+
+ </div>
+
+ </div>
+ <footer>
+
+
+ <hr/>
+
+ <div role="contentinfo">
+ <p>
+ © Copyright 2018 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">
+ var DOCUMENTATION_OPTIONS = {
+ URL_ROOT:'../../../../',
+ VERSION:'1.1.0',
+ LANGUAGE:'None',
+ COLLAPSE_INDEX:false,
+ FILE_SUFFIX:'.html',
+ HAS_SOURCE: true,
+ SOURCELINK_SUFFIX: '.txt'
+ };
+ </script>
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+<div class="rst-versions shift-up" 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">ä¸æ</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>
+</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>
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+
+</body>
+</html>
\ No newline at end of file
Modified: incubator/singa/site/trunk/en/docs/model_zoo/index.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/index.html?rev=1831195&r1=1831194&r2=1831195&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/index.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/index.html Tue May 8 15:05:16 2018
@@ -14,30 +14,24 @@
-
-
-
-
- <link rel="stylesheet" href="../../_static/css/theme.css" type="text/css" />
-
+
- <link rel="index" title="Index"
- href="../../genindex.html"/>
- <link rel="search" title="Search" href="../../search.html"/>
- <link rel="top" title="incubator-singa 1.1.0 documentation" href="../../index.html"/>
- <link rel="up" title="Documentation" href="../index.html"/>
- <link rel="next" title="Train CNN over Cifar-10" href="cifar10/README.html"/>
- <link rel="prev" title="Utils" href="../utils.html"/>
+ <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 rel="next" title="Train CNN over Cifar-10" href="cifar10/README.html" />
+ <link rel="prev" title="Utils" href="../utils.html" />
<link href="../../_static/style.css" rel="stylesheet" type="text/css">
@@ -46,8 +40,9 @@
</head>
-<body class="wy-body-for-nav" role="document">
+<body class="wy-body-for-nav">
+
<div class="wy-grid-for-nav">
@@ -62,7 +57,7 @@
- <img src="../../_static/singa.png" class="logo" />
+ <img src="../../_static/singa.png" class="logo" alt="Logo"/>
</a>
@@ -91,7 +86,10 @@
- <ul class="current">
+
+
+
+ <ul class="current">
<li class="toctree-l1"><a class="reference internal" href="../../downloads.html">Download SINGA</a></li>
<li class="toctree-l1 current"><a class="reference internal" href="../index.html">Documentation</a><ul class="current">
<li class="toctree-l2"><a class="reference internal" href="../installation.html">Installation</a></li>
@@ -143,34 +141,54 @@
<section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
- <nav class="wy-nav-top" role="navigation" aria-label="top navigation">
- <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
- <a href="../../index.html">incubator-singa</a>
+ <nav class="wy-nav-top" aria-label="top navigation">
+
+ <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+ <a href="../../index.html">incubator-singa</a>
+
</nav>
-
<div class="wy-nav-content">
+
<div class="rst-content">
+
-
+
+
+
+
+
+
+
+
+
+
+
<div role="navigation" aria-label="breadcrumbs navigation">
+
<ul class="wy-breadcrumbs">
- <li><a href="../../index.html">Docs</a> »</li>
-
+
+ <li><a href="../../index.html">Docs</a> »</li>
+
<li><a href="../index.html">Documentation</a> »</li>
-
- <li>Model Zoo</li>
+
+ <li>Model Zoo</li>
+
+
<li class="wy-breadcrumbs-aside">
-
+
</li>
+
</ul>
+
+
<hr/>
</div>
<div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -215,15 +233,16 @@
</div>
+
</div>
<footer>
<div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
- <a href="cifar10/README.html" class="btn btn-neutral float-right" title="Train CNN over Cifar-10" accesskey="n">Next <span class="fa fa-arrow-circle-right"></span></a>
+ <a href="cifar10/README.html" class="btn btn-neutral float-right" title="Train CNN over Cifar-10" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a>
- <a href="../utils.html" class="btn btn-neutral" title="Utils" accesskey="p"><span class="fa fa-arrow-circle-left"></span> Previous</a>
+ <a href="../utils.html" class="btn btn-neutral" title="Utils" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> Previous</a>
</div>
@@ -232,11 +251,11 @@
<div role="contentinfo">
<p>
- © Copyright 2017 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..
+ © Copyright 2018 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/snide/sphinx_rtd_theme">theme</a> provided by <a href="https://readthedocs.org">Read the Docs</a>.
+ 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>
@@ -255,9 +274,11 @@
var DOCUMENTATION_OPTIONS = {
URL_ROOT:'../../',
VERSION:'1.1.0',
+ LANGUAGE:'None',
COLLAPSE_INDEX:false,
FILE_SUFFIX:'.html',
- HAS_SOURCE: true
+ HAS_SOURCE: true,
+ SOURCELINK_SUFFIX: '.txt'
};
</script>
<script type="text/javascript" src="../../_static/jquery.js"></script>
@@ -271,14 +292,13 @@
<script type="text/javascript" src="../../_static/js/theme.js"></script>
-
-
<script type="text/javascript">
jQuery(function () {
- SphinxRtdTheme.StickyNav.enable();
+
+ SphinxRtdTheme.Navigation.enableSticky();
+
});
</script>
-
<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
<span class="rst-current-version" data-toggle="rst-current-version">
Modified: incubator/singa/site/trunk/en/docs/model_zoo/mnist/README.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/model_zoo/mnist/README.html?rev=1831195&r1=1831194&r2=1831195&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/mnist/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/mnist/README.html Tue May 8 15:05:16 2018
@@ -14,27 +14,22 @@
-
-
-
-
- <link rel="stylesheet" href="../../../_static/css/theme.css" type="text/css" />
-
+
- <link rel="index" title="Index"
- href="../../../genindex.html"/>
- <link rel="search" title="Search" href="../../../search.html"/>
- <link rel="top" title="incubator-singa 1.1.0 documentation" href="../../../index.html"/>
+ <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">
@@ -43,8 +38,9 @@
</head>
-<body class="wy-body-for-nav" role="document">
+<body class="wy-body-for-nav">
+
<div class="wy-grid-for-nav">
@@ -59,7 +55,7 @@
- <img src="../../../_static/singa.png" class="logo" />
+ <img src="../../../_static/singa.png" class="logo" alt="Logo"/>
</a>
@@ -88,7 +84,10 @@
- <ul>
+
+
+
+ <ul>
<li class="toctree-l1"><a class="reference internal" href="../../../downloads.html">Download SINGA</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../index.html">Documentation</a></li>
</ul>
@@ -116,32 +115,52 @@
<section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
- <nav class="wy-nav-top" role="navigation" aria-label="top navigation">
- <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
- <a href="../../../index.html">incubator-singa</a>
+ <nav class="wy-nav-top" aria-label="top navigation">
+
+ <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+ <a href="../../../index.html">incubator-singa</a>
+
</nav>
-
<div class="wy-nav-content">
+
<div class="rst-content">
+
-
+
+
+
+
+
+
+
+
+
+
+
<div role="navigation" aria-label="breadcrumbs navigation">
+
<ul class="wy-breadcrumbs">
- <li><a href="../../../index.html">Docs</a> »</li>
-
- <li>Train a RBM model against MNIST dataset</li>
+
+ <li><a href="../../../index.html">Docs</a> »</li>
+
+ <li>Train a RBM model against MNIST dataset</li>
+
+
<li class="wy-breadcrumbs-aside">
-
+
</li>
+
</ul>
+
+
<hr/>
</div>
<div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -151,21 +170,21 @@
<span id="train-a-rbm-model-against-mnist-dataset"></span><h1>Train a RBM model against MNIST dataset<a class="headerlink" href="#train-a-rbm-model-against-mnist-dataset" title="Permalink to this headline">¶</a></h1>
<p>This example is to train an RBM model using the
MNIST dataset. The RBM model and its hyper-parameters are set following
-<a class="reference external" href="http://www.cs.toronto.edu/~hinton/science.pdf">Hinton’s paper</a></p>
+<a class="reference external" href="http://www.cs.toronto.edu/~hinton/science.pdf">Hintonâs paper</a></p>
<div class="section" id="running-instructions">
<span id="running-instructions"></span><h2>Running instructions<a class="headerlink" href="#running-instructions" title="Permalink to this headline">¶</a></h2>
<ol>
<li><p class="first">Download the pre-processed <a class="reference external" href="https://github.com/mnielsen/neural-networks-and-deep-learning/raw/master/data/mnist.pkl.gz">MNIST dataset</a></p>
</li>
<li><p class="first">Start the training</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span> <span class="n">python</span> <span class="n">train</span><span class="o">.</span><span class="n">py</span> <span class="n">mnist</span><span class="o">.</span><span class="n">pkl</span><span class="o">.</span><span class="n">gz</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="n">python</span> <span class="n">train</span><span class="o">.</span><span class="n">py</span> <span class="n">mnist</span><span class="o">.</span><span class="n">pkl</span><span class="o">.</span><span class="n">gz</span>
</pre></div>
</div>
</li>
</ol>
<p>By default the training code would run on CPU. To run it on a GPU card, please start
the program with an additional argument</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span> <span class="n">python</span> <span class="n">train</span><span class="o">.</span><span class="n">py</span> <span class="n">mnist</span><span class="o">.</span><span class="n">pkl</span><span class="o">.</span><span class="n">gz</span> <span class="o">--</span><span class="n">use_gpu</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="n">python</span> <span class="n">train</span><span class="o">.</span><span class="n">py</span> <span class="n">mnist</span><span class="o">.</span><span class="n">pkl</span><span class="o">.</span><span class="n">gz</span> <span class="o">--</span><span class="n">use_gpu</span>
</pre></div>
</div>
</div>
@@ -173,6 +192,7 @@ the program with an additional argument<
</div>
+
</div>
<footer>
@@ -181,11 +201,11 @@ the program with an additional argument<
<div role="contentinfo">
<p>
- © Copyright 2017 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..
+ © Copyright 2018 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/snide/sphinx_rtd_theme">theme</a> provided by <a href="https://readthedocs.org">Read the Docs</a>.
+ 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>
@@ -204,9 +224,11 @@ the program with an additional argument<
var DOCUMENTATION_OPTIONS = {
URL_ROOT:'../../../',
VERSION:'1.1.0',
+ LANGUAGE:'None',
COLLAPSE_INDEX:false,
FILE_SUFFIX:'.html',
- HAS_SOURCE: true
+ HAS_SOURCE: true,
+ SOURCELINK_SUFFIX: '.txt'
};
</script>
<script type="text/javascript" src="../../../_static/jquery.js"></script>
@@ -220,14 +242,13 @@ the program with an additional argument<
<script type="text/javascript" src="../../../_static/js/theme.js"></script>
-
-
<script type="text/javascript">
jQuery(function () {
- SphinxRtdTheme.StickyNav.enable();
+
+ SphinxRtdTheme.Navigation.enableSticky();
+
});
</script>
-
<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
<span class="rst-current-version" data-toggle="rst-current-version">
Modified: incubator/singa/site/trunk/en/docs/net.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/net.html?rev=1831195&r1=1831194&r2=1831195&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/net.html (original)
+++ incubator/singa/site/trunk/en/docs/net.html Tue May 8 15:05:16 2018
@@ -14,30 +14,24 @@
-
-
-
-
- <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
-
+
- <link rel="index" title="Index"
- href="../genindex.html"/>
- <link rel="search" title="Search" href="../search.html"/>
- <link rel="top" title="incubator-singa 1.1.0 documentation" href="../index.html"/>
- <link rel="up" title="Documentation" href="index.html"/>
- <link rel="next" title="Initializer" href="initializer.html"/>
- <link rel="prev" title="Layer" href="layer.html"/>
+ <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 rel="next" title="Initializer" href="initializer.html" />
+ <link rel="prev" title="Layer" href="layer.html" />
<link href="../_static/style.css" rel="stylesheet" type="text/css">
@@ -46,8 +40,9 @@
</head>
-<body class="wy-body-for-nav" role="document">
+<body class="wy-body-for-nav">
+
<div class="wy-grid-for-nav">
@@ -62,7 +57,7 @@
- <img src="../_static/singa.png" class="logo" />
+ <img src="../_static/singa.png" class="logo" alt="Logo"/>
</a>
@@ -91,7 +86,10 @@
- <ul class="current">
+
+
+
+ <ul class="current">
<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
<li class="toctree-l1 current"><a class="reference internal" href="index.html">Documentation</a><ul class="current">
<li class="toctree-l2"><a class="reference internal" href="installation.html">Installation</a></li>
@@ -137,305 +135,75 @@
<section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
- <nav class="wy-nav-top" role="navigation" aria-label="top navigation">
- <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
- <a href="../index.html">incubator-singa</a>
+ <nav class="wy-nav-top" aria-label="top navigation">
+
+ <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+ <a href="../index.html">incubator-singa</a>
+
</nav>
-
<div class="wy-nav-content">
+
<div class="rst-content">
+
-
+
+
+
+
+
+
+
+
+
+
+
<div role="navigation" aria-label="breadcrumbs navigation">
+
<ul class="wy-breadcrumbs">
- <li><a href="../index.html">Docs</a> »</li>
-
+
+ <li><a href="../index.html">Docs</a> »</li>
+
<li><a href="index.html">Documentation</a> »</li>
-
- <li>FeedForward Net</li>
+
+ <li>FeedForward Net</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">
- <div class="section" id="module-singa.net">
-<span id="feedforward-net"></span><h1>FeedForward Net<a class="headerlink" href="#module-singa.net" title="Permalink to this headline">¶</a></h1>
-<p>Nerual net class for constructing the nets using layers and providing access
-functions for net info, e.g., parameters.</p>
-<p>Example usages:</p>
-<div class="highlight-default"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">singa</span> <span class="k">import</span> <span class="n">net</span> <span class="k">as</span> <span class="n">ffnet</span>
-<span class="kn">from</span> <span class="nn">singa</span> <span class="k">import</span> <span class="n">metric</span>
-<span class="kn">from</span> <span class="nn">singa</span> <span class="k">import</span> <span class="n">loss</span>
-<span class="kn">from</span> <span class="nn">singa</span> <span class="k">import</span> <span class="n">layer</span>
-<span class="kn">from</span> <span class="nn">singa</span> <span class="k">import</span> <span class="n">device</span>
-
-<span class="c1"># create net and add layers</span>
-<span class="n">net</span> <span class="o">=</span> <span class="n">ffnet</span><span class="o">.</span><span class="n">FeedForwardNet</span><span class="p">(</span><span class="n">loss</span><span class="o">.</span><span class="n">SoftmaxCrossEntropy</span><span class="p">(),</span> <span class="n">metric</span><span class="o">.</span><span class="n">Accuracy</span><span class="p">())</span>
-<span class="n">net</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">layer</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="s1">'conv1'</span><span class="p">,</span> <span class="mi">32</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">input_sample_shape</span><span class="o">=</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span><span class="mi">32</span><span class="p">,</span><span class="mi">32</span><span class="p">,)))</span>
-<span class="n">net</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">layer</span><span class="o">.</span><span class="n">Activation</span><span class="p">(</span><span class="s1">'relu1'</span><span class="p">))</span>
-<span class="n">net</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">layer</span><span class="o">.</span><span class="n">MaxPooling2D</span><span class="p">(</span><span class="s1">'pool1'</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">))</span>
-<span class="n">net</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">layer</span><span class="o">.</span><span class="n">Flatten</span><span class="p">(</span><span class="s1">'flat'</span><span class="p">))</span>
-<span class="n">net</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">layer</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="s1">'dense'</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
-
-<span class="c1"># init parameters</span>
-<span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">net</span><span class="o">.</span><span class="n">param_values</span><span class="p">():</span>
- <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
- <span class="n">p</span><span class="o">.</span><span class="n">set_value</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
- <span class="k">else</span><span class="p">:</span>
- <span class="n">p</span><span class="o">.</span><span class="n">gaussian</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mf">0.01</span><span class="p">)</span>
-
-<span class="c1"># move net onto gpu</span>
-<span class="n">dev</span> <span class="o">=</span> <span class="n">device</span><span class="o">.</span><span class="n">create_cuda_gpu</span><span class="p">()</span>
-<span class="n">net</span><span class="o">.</span><span class="n">to_device</span><span class="p">(</span><span class="n">dev</span><span class="p">)</span>
-
-<span class="c1"># training (skipped)</span>
-
-<span class="c1"># do prediction after training</span>
-<span class="n">x</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">Tensor</span><span class="p">((</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">32</span><span class="p">,</span> <span class="mi">32</span><span class="p">),</span> <span class="n">dev</span><span class="p">)</span>
-<span class="n">x</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
-<span class="n">y</span> <span class="o">=</span> <span class="n">net</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
-<span class="nb">print</span> <span class="n">tensor</span><span class="o">.</span><span class="n">to_numpy</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
-</pre></div>
-</div>
-<dl class="class">
-<dt id="singa.net.FeedForwardNet">
-<em class="property">class </em><code class="descclassname">singa.net.</code><code class="descname">FeedForwardNet</code><span class="sig-paren">(</span><em>loss=None</em>, <em>metric=None</em><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet" title="Permalink to this definition">¶</a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal"><span class="pre">object</span></code></p>
-<dl class="method">
-<dt id="singa.net.FeedForwardNet.to_device">
-<code class="descname">to_device</code><span class="sig-paren">(</span><em>dev</em><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.to_device" title="Permalink to this definition">¶</a></dt>
-<dd><p>Move the net onto the given device, including
-all parameters and intermediate data.</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="singa.net.FeedForwardNet.add">
-<code class="descname">add</code><span class="sig-paren">(</span><em>lyr</em>, <em>src=None</em><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.add" title="Permalink to this definition">¶</a></dt>
-<dd><p>Append a layer into the layer list.</p>
-<p>This function will get the sample shape from the src layers to setup the
-newly added layer. For the first layer, it is setup outside. The calling
-function should ensure the correctness of the layer order. If src is
-None, the last layer is the src layer. If there are multiple src layers,
-the src is a list of the src layers.</p>
-<table class="docutils field-list" frame="void" rules="none">
-<col class="field-name" />
-<col class="field-body" />
-<tbody valign="top">
-<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first last simple">
-<li><strong>lyr</strong> (<a class="reference internal" href="layer.html#singa.layer.Layer" title="singa.layer.Layer"><em>Layer</em></a>) – the layer to be added</li>
-<li><strong>src</strong> (<a class="reference internal" href="layer.html#singa.layer.Layer" title="singa.layer.Layer"><em>Layer</em></a>) – the source layer of lyr</li>
-</ul>
-</td>
-</tr>
-</tbody>
-</table>
-</dd></dl>
-
-<dl class="method">
-<dt id="singa.net.FeedForwardNet.param_values">
-<code class="descname">param_values</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.param_values" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return a list of tensors for all parameters</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="singa.net.FeedForwardNet.param_specs">
-<code class="descname">param_specs</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.param_specs" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return a list of ParamSpec for all parameters</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="singa.net.FeedForwardNet.param_names">
-<code class="descname">param_names</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.param_names" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return a list for the names of all params</p>
-</dd></dl>
-
-<dl class="method">
-<dt id="singa.net.FeedForwardNet.train">
-<code class="descname">train</code><span class="sig-paren">(</span><em>x</em>, <em>y</em><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.train" title="Permalink to this definition">¶</a></dt>
-<dd><p>Run BP for one iteration.</p>
-<p>Currently only support nets with a single output layer, and a single
-loss objective and metric.
-TODO(wangwei) consider multiple loss objectives and metrics.</p>
-<table class="docutils field-list" frame="void" rules="none">
-<col class="field-name" />
-<col class="field-body" />
-<tbody valign="top">
-<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
-<li><strong>x</strong> – input data, a single input Tensor or a dict: layer name -> Tensor</li>
-<li><strong>y</strong> – label data, a single input Tensor.</li>
-</ul>
-</td>
-</tr>
-<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">gradients of parameters and the loss and metric values.</p>
-</td>
-</tr>
-</tbody>
-</table>
-</dd></dl>
-
-<dl class="method">
-<dt id="singa.net.FeedForwardNet.evaluate">
-<code class="descname">evaluate</code><span class="sig-paren">(</span><em>x</em>, <em>y</em><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.evaluate" title="Permalink to this definition">¶</a></dt>
-<dd><p>Evaluate the loss and metric of the given data.</p>
-<p>Currently only support nets with a single output layer, and a single
-loss objective and metric.
-TODO(wangwei) consider multiple loss objectives and metrics.</p>
-<table class="docutils field-list" frame="void" rules="none">
-<col class="field-name" />
-<col class="field-body" />
-<tbody valign="top">
-<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first last simple">
-<li><strong>x</strong> – input data, a single input Tensor or a dict: layer name -> Tensor</li>
-<li><strong>y</strong> – label data, a single input Tensor.</li>
-</ul>
-</td>
-</tr>
-</tbody>
-</table>
-</dd></dl>
-
-<dl class="method">
-<dt id="singa.net.FeedForwardNet.predict">
-<code class="descname">predict</code><span class="sig-paren">(</span><em>x</em><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.predict" title="Permalink to this definition">¶</a></dt>
-<dd><p>Forward the input data through each layer to get the values of the
-output layers.</p>
-<p>Currently only support nets with a single output layer</p>
-<table class="docutils field-list" frame="void" rules="none">
-<col class="field-name" />
-<col class="field-body" />
-<tbody valign="top">
-<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><strong>x</strong> – input data, a single input Tensor or a dict: layer name -> Tensor</td>
-</tr>
-<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body">a single output tensor as the prediction result.</td>
-</tr>
-</tbody>
-</table>
-</dd></dl>
-
-<dl class="method">
-<dt id="singa.net.FeedForwardNet.topo_sort">
-<code class="descname">topo_sort</code><span class="sig-paren">(</span><em>layers</em>, <em>src_of_layer</em><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.topo_sort" title="Permalink to this definition">¶</a></dt>
-<dd><p>Topology sort of layers.</p>
-<p>It would try to preserve the orders of the input layers.</p>
-<table class="docutils field-list" frame="void" rules="none">
-<col class="field-name" />
-<col class="field-body" />
-<tbody valign="top">
-<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
-<li><strong>layers</strong> – a list of layers; the layers from the output of the same
-layer (e.g., slice layer) should be added by users in correct
-order; This function would not change their order.</li>
-<li><strong>src_of_layer</strong> – a dictionary: src layer name -> a list of src layers</li>
-</ul>
-</td>
-</tr>
-<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">A list of ordered layer</p>
-</td>
-</tr>
-</tbody>
-</table>
-</dd></dl>
-
-<dl class="method">
-<dt id="singa.net.FeedForwardNet.forward">
-<code class="descname">forward</code><span class="sig-paren">(</span><em>flag</em>, <em>x</em>, <em>output=[]</em><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.forward" title="Permalink to this definition">¶</a></dt>
-<dd><p>Forward the input(s) through every layer.</p>
-<p>If a layer has inputs from other layers and from x, the data from x is
-ordered before the data from other layers, e.g., if layer 1 -> layer 2,
-and x[‘layer 2’] has data, then the input of layer 2 is
-flatten([x[‘layer 2’], output of layer 1])</p>
-<table class="docutils field-list" frame="void" rules="none">
-<col class="field-name" />
-<col class="field-body" />
-<tbody valign="top">
-<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
-<li><strong>flag</strong> – True for training; False for evaluation; could also be
-model_pb2.kTrain or model_pb2.kEval, or other values for future
-use.</li>
-<li><strong>x</strong> – a single SINGA tensor or a dictionary: layer name-> singa tensor</li>
-<li><strong>output</strong> (<em>list</em>) – a list of layer names whose output would be returned
-in addition to the default output</li>
-</ul>
-</td>
-</tr>
-<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">if there is only one output layer, return its output tensor(s);
-else return a dictionary: layer name -> output tensor(s)</p>
-</td>
-</tr>
-</tbody>
-</table>
-</dd></dl>
-
-<dl class="method">
-<dt id="singa.net.FeedForwardNet.backward">
-<code class="descname">backward</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.backward" title="Permalink to this definition">¶</a></dt>
-<dd><p>Run back-propagation after forward-propagation.</p>
-<table class="docutils field-list" frame="void" rules="none">
-<col class="field-name" />
-<col class="field-body" />
-<tbody valign="top">
-<tr class="field-odd field"><th class="field-name">Returns:</th><td class="field-body">a list of gradient tensor for all parameters</td>
-</tr>
-</tbody>
-</table>
-</dd></dl>
-
-<dl class="method">
-<dt id="singa.net.FeedForwardNet.save">
-<code class="descname">save</code><span class="sig-paren">(</span><em>f</em>, <em>buffer_size=10</em>, <em>use_pickle=False</em><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.save" title="Permalink to this definition">¶</a></dt>
-<dd><p>Save model parameters using io/snapshot.</p>
-<table class="docutils field-list" frame="void" rules="none">
-<col class="field-name" />
-<col class="field-body" />
-<tbody valign="top">
-<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first last simple">
-<li><strong>f</strong> – file name</li>
-<li><strong>buffer_size</strong> – size (MB) of the IO, default setting is 10MB; Please
-make sure it is larger than any single parameter object.</li>
-<li><strong>use_pickle</strong> (<em>Boolean</em>) – if true, it would use pickle for dumping;
-otherwise, it would use protobuf for serialization, which uses
-less space.</li>
-</ul>
-</td>
-</tr>
-</tbody>
-</table>
-</dd></dl>
-
-<dl class="method">
-<dt id="singa.net.FeedForwardNet.load">
-<code class="descname">load</code><span class="sig-paren">(</span><em>f</em>, <em>buffer_size=10</em>, <em>use_pickle=False</em><span class="sig-paren">)</span><a class="headerlink" href="#singa.net.FeedForwardNet.load" title="Permalink to this definition">¶</a></dt>
-<dd><p>Load model parameters using io/snapshot.</p>
-<p>Please refer to the argument description in save().</p>
-</dd></dl>
-
-</dd></dl>
-
+ <div class="section" id="feedforward-net">
+<h1>FeedForward Net<a class="headerlink" href="#feedforward-net" title="Permalink to this headline">¶</a></h1>
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+
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@@ -444,11 +212,11 @@ less space.</li>
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+ © Copyright 2018 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..
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@@ -467,9 +235,11 @@ less space.</li>
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