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Posted to commits@singa.apache.org by wa...@apache.org on 2019/06/29 14:42:26 UTC
svn commit: r1862313 [20/34] - in /incubator/singa/site/trunk: ./ _sources/
_sources/community/ _sources/docs/ _sources/docs/model_zoo/
_sources/docs/model_zoo/caffe/ _sources/docs/model_zoo/char-rnn/
_sources/docs/model_zoo/cifar10/ _sources/docs/mode...
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=1862313&r1=1862312&r2=1862313&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 Sat Jun 29 14:42:24 2019
@@ -18,26 +18,18 @@
- <script type="text/javascript" src="../../../../_static/js/modernizr.min.js"></script>
+
+
- <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/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="Image Classification using VGG" href="../vgg/README.html" />
- <link rel="prev" title="Image Classification using Inception V4" href="../inception/README.html" />
<link href="../../../../_static/style.css" rel="stylesheet" type="text/css">
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<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css" integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
@@ -50,16 +42,21 @@
}
</style>
+
+
+ <script src="../../../../_static/js/modernizr.min.js"></script>
+
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<body class="wy-body-for-nav">
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+
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- <div class="wy-side-nav-search" >
+ <div class="wy-side-nav-search">
@@ -100,44 +97,8 @@
- <ul class="current">
-<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>
-<li class="toctree-l2"><a class="reference internal" href="../../../software_stack.html">Software Stack</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../benchmark.html">Benchmark for Distributed training</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../device.html">Device</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../tensor.html">Tensor</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../layer.html">Layer</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../net.html">FeedForward Net</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../initializer.html">Initializer</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../loss.html">Loss</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../metric.html">Metric</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../optimizer.html">Optimizer</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../autograd.html">Autograd in Singa</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../data.html">Data</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../image_tool.html">Image Tool</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../snapshot.html">Snapshot</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../converter.html">Caffe Converter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../utils.html">Utils</a></li>
-<li class="toctree-l2 current"><a class="reference internal" href="../../index.html">Model Zoo</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../../cifar10/README.html">Train CNN over Cifar-10</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../../char-rnn/README.html">Train Char-RNN over plain text</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../../mnist/README.html">Train a RBM model against MNIST dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../alexnet/README.html">Train AlexNet over ImageNet</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../densenet/README.html">Image Classification using DenseNet</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../googlenet/README.html">Image Classification using GoogleNet</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inception/README.html">Image Classification using Inception V4</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">Image Classification using Residual Networks</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#instructions">Instructions</a></li>
-<li class="toctree-l4"><a class="reference internal" href="#details">Details</a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="../vgg/README.html">Image Classification using VGG</a></li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="../../../security.html">Security</a></li>
-</ul>
-</li>
+ <ul>
+<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>
@@ -200,10 +161,6 @@
<li><a href="../../../../index.html">Docs</a> »</li>
- <li><a href="../../../index.html">Documentation</a> »</li>
-
- <li><a href="../../index.html">Model Zoo</a> »</li>
-
<li>Image Classification using Residual Networks</li>
@@ -221,42 +178,32 @@
<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="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. 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>
+ <hr class="docutils" />
+<p>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</p>
+<hr class="docutils" />
+<div class="section" id="image-classification-using-residual-networks">
+<span id="image-classification-using-residual-networks"></span><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>
<div class="section" id="instructions">
-<h2>Instructions<a class="headerlink" href="#instructions" title="Permalink to this headline">¶</a></h2>
+<span id="instructions"></span><h2>Instructions<a class="headerlink" href="#instructions" title="Permalink to this headline">¶</a></h2>
<ul>
-<li><p>Download one parameter checkpoint file (see below) and the synset word file of ImageNet into this folder, e.g.,</p>
+<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/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>Usage</p>
+<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>Example</p>
+<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 resnet-18.pickle --model resnet --depth 18 &
# use gpu
@@ -265,13 +212,13 @@
</div>
<p>The parameter files for the following model and depth configuration pairs are provided:</p>
<ul class="simple">
-<li><p>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></p></li>
-<li><p>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></p></li>
-<li><p>wrn (wide resnet), <a class="reference external" href="https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/wrn-50-2.tar.gz">50</a></p></li>
-<li><p>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></p></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>Submit images for classification</p>
+<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
@@ -282,7 +229,7 @@
<p>image1.jpg, image2.jpg and image3.jpg should be downloaded before executing the above commands.</p>
</div>
<div class="section" id="details">
-<h2>Details<a class="headerlink" href="#details" title="Permalink to this headline">¶</a></h2>
+<span id="details"></span><h2>Details<a class="headerlink" href="#details" title="Permalink to this headline">¶</a></h2>
<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>
@@ -298,21 +245,12 @@ the convert.py program.</p>
</div>
<footer>
- <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
-
- <a href="../vgg/README.html" class="btn btn-neutral float-right" title="Image Classification using VGG" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a>
-
-
- <a href="../inception/README.html" class="btn btn-neutral float-left" title="Image Classification using Inception V4" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> Previous</a>
-
- </div>
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<hr/>
<div role="contentinfo">
<p>
- © 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.
+ © 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>
@@ -329,17 +267,36 @@ the convert.py program.</p>
+
+
+ <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>
+ <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>
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jQuery(function () {
SphinxRtdTheme.Navigation.enable(true);
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<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> incubator-singa </span>
Modified: 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=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/imagenet/vgg/README.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/imagenet/vgg/README.html Sat Jun 29 14:42:24 2019
@@ -18,26 +18,18 @@
- <script type="text/javascript" src="../../../../_static/js/modernizr.min.js"></script>
+
+
- <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/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="Security" href="../../../security.html" />
- <link rel="prev" title="Image Classification using Residual Networks" href="../resnet/README.html" />
<link href="../../../../_static/style.css" rel="stylesheet" type="text/css">
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<link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css" integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous">
@@ -50,16 +42,21 @@
}
</style>
+
+
+ <script src="../../../../_static/js/modernizr.min.js"></script>
+
</head>
<body class="wy-body-for-nav">
<div class="wy-grid-for-nav">
+
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- <div class="wy-side-nav-search" >
+ <div class="wy-side-nav-search">
@@ -100,44 +97,8 @@
- <ul class="current">
-<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>
-<li class="toctree-l2"><a class="reference internal" href="../../../software_stack.html">Software Stack</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../benchmark.html">Benchmark for Distributed training</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../device.html">Device</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../tensor.html">Tensor</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../layer.html">Layer</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../net.html">FeedForward Net</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../initializer.html">Initializer</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../loss.html">Loss</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../metric.html">Metric</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../optimizer.html">Optimizer</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../autograd.html">Autograd in Singa</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../data.html">Data</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../image_tool.html">Image Tool</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../snapshot.html">Snapshot</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../converter.html">Caffe Converter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../utils.html">Utils</a></li>
-<li class="toctree-l2 current"><a class="reference internal" href="../../index.html">Model Zoo</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../../cifar10/README.html">Train CNN over Cifar-10</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../../char-rnn/README.html">Train Char-RNN over plain text</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../../mnist/README.html">Train a RBM model against MNIST dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../alexnet/README.html">Train AlexNet over ImageNet</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../densenet/README.html">Image Classification using DenseNet</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../googlenet/README.html">Image Classification using GoogleNet</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inception/README.html">Image Classification using Inception V4</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resnet/README.html">Image Classification using Residual Networks</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">Image Classification using VGG</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#instructions">Instructions</a></li>
-<li class="toctree-l4"><a class="reference internal" href="#details">Details</a></li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="../../../security.html">Security</a></li>
-</ul>
-</li>
+ <ul>
+<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>
@@ -200,10 +161,6 @@
<li><a href="../../../../index.html">Docs</a> »</li>
- <li><a href="../../../index.html">Documentation</a> »</li>
-
- <li><a href="../../index.html">Model Zoo</a> »</li>
-
<li>Image Classification using VGG</li>
@@ -221,56 +178,45 @@
<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="image-classification-using-vgg">
-<h1>Image Classification using VGG<a class="headerlink" href="#image-classification-using-vgg" title="Permalink to this headline">¶</a></h1>
+ <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">
-<h2>Instructions<a class="headerlink" href="#instructions" title="Permalink to this headline">¶</a></h2>
+<span id="instructions"></span><h2>Instructions<a class="headerlink" href="#instructions" title="Permalink to this headline">¶</a></h2>
<ul>
-<li><p>Download one parameter checkpoint file (see below) and the synset word file of ImageNet into this folder, e.g.,</p>
+<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>Usage</p>
+<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>Example</p>
+<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 &
+ $ python serve.py --use_cpu --parameter_file vgg11.pickle --depth 11 --use_cpu &
# use gpu
- $ python serve.py --parameter_file vgg11.pickle --depth 11 &
+ $ 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><p>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></p></li>
-<li><p>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></p></li>
+<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>Submit images for classification</p>
+<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
@@ -281,7 +227,7 @@ to SINGA for image classification.</p>
<p>image1.jpg, image2.jpg and image3.jpg should be downloaded before executing the above commands.</p>
</div>
<div class="section" id="details">
-<h2>Details<a class="headerlink" href="#details" title="Permalink to this headline">¶</a></h2>
+<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
@@ -296,21 +242,12 @@ to SINGA for image classification.</p>
</div>
<footer>
- <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
-
- <a href="../../../security.html" class="btn btn-neutral float-right" title="Security" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a>
-
-
- <a href="../resnet/README.html" class="btn btn-neutral float-left" title="Image Classification using Residual Networks" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> Previous</a>
-
- </div>
-
<hr/>
<div role="contentinfo">
<p>
- © 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.
+ © 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>
@@ -327,17 +264,36 @@ to SINGA for image classification.</p>
+
+
+ <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>
+ <script type="text/javascript" src="../../../../_static/jquery.js"></script>
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<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>
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=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/model_zoo/index.html (original)
+++ incubator/singa/site/trunk/en/docs/model_zoo/index.html Sat Jun 29 14:42:24 2019
@@ -18,21 +18,15 @@
- <script type="text/javascript" src="../../_static/js/modernizr.min.js"></script>
+
+
- <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/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" />
@@ -50,16 +44,21 @@
}
</style>
+
+
+ <script src="../../_static/js/modernizr.min.js"></script>
+
</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" >
+ <div class="wy-side-nav-search">
@@ -104,7 +103,6 @@
<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>
<li class="toctree-l2"><a class="reference internal" href="../software_stack.html">Software Stack</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../benchmark.html">Benchmark for Distributed training</a></li>
<li class="toctree-l2"><a class="reference internal" href="../device.html">Device</a></li>
<li class="toctree-l2"><a class="reference internal" href="../tensor.html">Tensor</a></li>
<li class="toctree-l2"><a class="reference internal" href="../layer.html">Layer</a></li>
@@ -122,13 +120,8 @@
<li class="toctree-l2 current"><a class="current reference internal" href="#">Model Zoo</a><ul>
<li class="toctree-l3"><a class="reference internal" href="cifar10/README.html">Train CNN over Cifar-10</a></li>
<li class="toctree-l3"><a class="reference internal" href="char-rnn/README.html">Train Char-RNN over plain text</a></li>
-<li class="toctree-l3"><a class="reference internal" href="mnist/README.html">Train a RBM model against MNIST dataset</a></li>
<li class="toctree-l3"><a class="reference internal" href="imagenet/alexnet/README.html">Train AlexNet over ImageNet</a></li>
-<li class="toctree-l3"><a class="reference internal" href="imagenet/densenet/README.html">Image Classification using DenseNet</a></li>
<li class="toctree-l3"><a class="reference internal" href="imagenet/googlenet/README.html">Image Classification using GoogleNet</a></li>
-<li class="toctree-l3"><a class="reference internal" href="imagenet/inception/README.html">Image Classification using Inception V4</a></li>
-<li class="toctree-l3"><a class="reference internal" href="imagenet/resnet/README.html">Image Classification using Residual Networks</a></li>
-<li class="toctree-l3"><a class="reference internal" href="imagenet/vgg/README.html">Image Classification using VGG</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="../security.html">Security</a></li>
@@ -233,10 +226,6 @@
<li class="toctree-l2"><a class="reference internal" href="char-rnn/README.html#instructions">Instructions</a></li>
</ul>
</li>
-<li class="toctree-l1"><a class="reference internal" href="mnist/README.html">Train a RBM model against MNIST dataset</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="mnist/README.html#running-instructions">Running instructions</a></li>
-</ul>
-</li>
<li class="toctree-l1"><a class="reference internal" href="imagenet/alexnet/README.html">Train AlexNet over ImageNet</a><ul>
<li class="toctree-l2"><a class="reference internal" href="imagenet/alexnet/README.html#instructions">Instructions</a><ul>
<li class="toctree-l3"><a class="reference internal" href="imagenet/alexnet/README.html#compile-singa">Compile SINGA</a></li>
@@ -247,31 +236,11 @@
</li>
</ul>
</li>
-<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">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">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">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">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>
-</li>
</ul>
</div>
</div>
@@ -287,7 +256,7 @@
<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 float-left" title="Utils" accesskey="p" rel="prev"><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>
@@ -296,7 +265,7 @@
<div role="contentinfo">
<p>
- © 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.
+ © 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>
@@ -313,17 +282,36 @@
+
+
+ <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>
+ <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/js/theme.js"></script>
+
+
<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>
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=1862313&r1=1862312&r2=1862313&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 Sat Jun 29 14:42:24 2019
@@ -18,26 +18,18 @@
- <script type="text/javascript" src="../../../_static/js/modernizr.min.js"></script>
+
+
- <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/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 AlexNet over ImageNet" href="../imagenet/alexnet/README.html" />
- <link rel="prev" title="Train Char-RNN over plain text" href="../char-rnn/README.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">
@@ -50,16 +42,21 @@
}
</style>
+
+
+ <script src="../../../_static/js/modernizr.min.js"></script>
+
</head>
<body class="wy-body-for-nav">
<div class="wy-grid-for-nav">
+
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<div class="wy-side-scroll">
- <div class="wy-side-nav-search" >
+ <div class="wy-side-nav-search">
@@ -100,43 +97,8 @@
- <ul class="current">
-<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>
-<li class="toctree-l2"><a class="reference internal" href="../../software_stack.html">Software Stack</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../benchmark.html">Benchmark for Distributed training</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../device.html">Device</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../tensor.html">Tensor</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../layer.html">Layer</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../net.html">FeedForward Net</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../initializer.html">Initializer</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../loss.html">Loss</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../metric.html">Metric</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../optimizer.html">Optimizer</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../autograd.html">Autograd in Singa</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../data.html">Data</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../image_tool.html">Image Tool</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../snapshot.html">Snapshot</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../converter.html">Caffe Converter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../utils.html">Utils</a></li>
-<li class="toctree-l2 current"><a class="reference internal" href="../index.html">Model Zoo</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../cifar10/README.html">Train CNN over Cifar-10</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../char-rnn/README.html">Train Char-RNN over plain text</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">Train a RBM model against MNIST dataset</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#running-instructions">Running instructions</a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="../imagenet/alexnet/README.html">Train AlexNet over ImageNet</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../imagenet/densenet/README.html">Image Classification using DenseNet</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../imagenet/googlenet/README.html">Image Classification using GoogleNet</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../imagenet/inception/README.html">Image Classification using Inception V4</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../imagenet/resnet/README.html">Image Classification using Residual Networks</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../imagenet/vgg/README.html">Image Classification using VGG</a></li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="../../security.html">Security</a></li>
-</ul>
-</li>
+ <ul>
+<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>
@@ -199,10 +161,6 @@
<li><a href="../../../index.html">Docs</a> »</li>
- <li><a href="../../index.html">Documentation</a> »</li>
-
- <li><a href="../index.html">Model Zoo</a> »</li>
-
<li>Train a RBM model against MNIST dataset</li>
@@ -220,33 +178,17 @@
<div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
<div itemprop="articleBody">
- <!--
- Licensed to the Apache Software Foundation (ASF) under one
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- "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="train-a-rbm-model-against-mnist-dataset">
-<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>
+ <div class="section" id="train-a-rbm-model-against-mnist-dataset">
+<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/%7Ehinton/science.pdf">Hintonâs 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">
-<h2>Running instructions<a class="headerlink" href="#running-instructions" title="Permalink to this headline">¶</a></h2>
+<span id="running-instructions"></span><h2>Running instructions<a class="headerlink" href="#running-instructions" title="Permalink to this headline">¶</a></h2>
<ol>
-<li><p>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>Start the training</p>
+<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 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>
@@ -266,21 +208,12 @@ the program with an additional argument<
</div>
<footer>
- <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
-
- <a href="../imagenet/alexnet/README.html" class="btn btn-neutral float-right" title="Train AlexNet over ImageNet" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a>
-
-
- <a href="../char-rnn/README.html" class="btn btn-neutral float-left" title="Train Char-RNN over plain text" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> Previous</a>
-
- </div>
-
<hr/>
<div role="contentinfo">
<p>
- © 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.
+ © 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>
@@ -297,17 +230,36 @@ the program with an additional argument<
+
+
+ <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>
+ <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/js/theme.js"></script>
+
+
<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>
Modified: incubator/singa/site/trunk/en/docs/net.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/net.html?rev=1862313&r1=1862312&r2=1862313&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/net.html (original)
+++ incubator/singa/site/trunk/en/docs/net.html Sat Jun 29 14:42:24 2019
@@ -18,21 +18,15 @@
- <script type="text/javascript" src="../_static/js/modernizr.min.js"></script>
+
+
- <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/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" />
@@ -50,16 +44,21 @@
}
</style>
+
+
+ <script src="../_static/js/modernizr.min.js"></script>
+
</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" >
+ <div class="wy-side-nav-search">
@@ -104,7 +103,6 @@
<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>
<li class="toctree-l2"><a class="reference internal" href="software_stack.html">Software Stack</a></li>
-<li class="toctree-l2"><a class="reference internal" href="benchmark.html">Benchmark for Distributed training</a></li>
<li class="toctree-l2"><a class="reference internal" href="device.html">Device</a></li>
<li class="toctree-l2"><a class="reference internal" href="tensor.html">Tensor</a></li>
<li class="toctree-l2"><a class="reference internal" href="layer.html">Layer</a></li>
@@ -263,14 +261,18 @@ newly added layer. For the first layer,
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>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>lyr</strong> (<a class="reference internal" href="layer.html#singa.layer.Layer" title="singa.layer.Layer"><em>Layer</em></a>) â the layer to be added</p></li>
-<li><p><strong>src</strong> (<a class="reference internal" href="layer.html#singa.layer.Layer" title="singa.layer.Layer"><em>Layer</em></a>) â the source layer of lyr</p></li>
-</ul>
-</dd>
-</dl>
+<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>) â 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>) â the source layer of lyr</li>
+</ul>
+</td>
+</tr>
+</tbody>
+</table>
</dd></dl>
<dl class="method">
@@ -310,17 +312,21 @@ loss objective and metric.
For multiple outputs (with multiple loss/metric), please manually
call forward, compute loss/metric and call backward. backward() is also
more memory efficient than this function.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> â input data, a single input Tensor or a dict: layer name -> Tensor</p></li>
-<li><p><strong>y</strong> â label data, a single input Tensor.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns</dt>
-<dd class="field-even"><p>gradients of parameters and the loss and metric values.</p>
-</dd>
-</dl>
+<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> â input data, a single input Tensor or a dict: layer name -> Tensor</li>
+<li><strong>y</strong> â 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">
@@ -330,14 +336,18 @@ more memory efficient than this function
<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>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> â input data, a single input Tensor or a dict: layer name -> Tensor</p></li>
-<li><p><strong>y</strong> â label data, a single input Tensor.</p></li>
-</ul>
-</dd>
-</dl>
+<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> â input data, a single input Tensor or a dict: layer name -> Tensor</li>
+<li><strong>y</strong> â label data, a single input Tensor.</li>
+</ul>
+</td>
+</tr>
+</tbody>
+</table>
</dd></dl>
<dl class="method">
@@ -346,14 +356,16 @@ TODO(wangwei) consider multiple loss obj
<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>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
-<dd class="field-odd"><p><strong>x</strong> â input data, a single input Tensor or a dict: layer name -> Tensor</p>
-</dd>
-<dt class="field-even">Returns</dt>
-<dd class="field-even"><p>a single output tensor as the prediction result.</p>
-</dd>
-</dl>
+<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> â 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">
@@ -361,99 +373,116 @@ output layers.</p>
<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>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>layers</strong> â a list of layers; the layers from the output of the same
+<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> â 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.</p></li>
-<li><p><strong>src_of_layer</strong> â a dictionary: src layer name -> a list of src layers</p></li>
+order; This function would not change their order.</li>
+<li><strong>src_of_layer</strong> â a dictionary: src layer name -> a list of src layers</li>
</ul>
-</dd>
-<dt class="field-even">Returns</dt>
-<dd class="field-even"><p>A list of ordered layer</p>
-</dd>
-</dl>
+</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>, <em>freeze=None</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>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>flag</strong> â True for training; False for evaluation; could also be
+<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> â True for training; False for evaluation; could also be
model_pb2.kTrain or model_pb2.kEval, or other values for future
-use.</p></li>
-<li><p><strong>x</strong> â a single SINGA tensor if there is a single input; otherwise, a
+use.</li>
+<li><strong>x</strong> â a single SINGA tensor if there is a single input; otherwise, a
dictionary: layer name-> singa tensor, for each layer accepting
input data. Do not associate a layer with input tensor if it is
connected from another layer. For such case, use a Dummy() layer
to accept the input data and connect the dummy layer to this
-layer.</p></li>
-<li><p><strong>output</strong> (<em>list</em>) â a list of layer names whose output would be returned
-in addition to the default output.</p></li>
-<li><p><strong>freeze</strong> (<em>str</em>) â layer name, freeze all layers before this layer; flag
-is set to false for these layers.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns</dt>
-<dd class="field-even"><p><dl class="simple">
-<dt>if there is only one output layer and output arg is empty, return</dt><dd><p>the result from the single output layer; otherwise, return a
+layer.</li>
+<li><strong>output</strong> (<em>list</em>) â a list of layer names whose output would be returned
+in addition to the default output.</li>
+<li><strong>freeze</strong> (<em>str</em>) â layer name, freeze all layers before this layer; flag
+is set to false for these layers.</li>
+</ul>
+</td>
+</tr>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last"><dl class="docutils">
+<dt>if there is only one output layer and output arg is empty, return</dt>
+<dd><p class="first last">the result from the single output layer; otherwise, return a
dictionary: layer name -> output tensor(s)</p>
</dd>
</dl>
</p>
-</dd>
-</dl>
+</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><em>dy</em>, <em>output=[]</em>, <em>freeze=None</em><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>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>dy</strong> â a single tensor if there is a single loss function; otherwise,
+<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>dy</strong> â a single tensor if there is a single loss function; otherwise,
a dictionary maps the name of the layer connecting to the loss
function -> gradient from the loss function. Do not associate a
layer with gradient tensor if it is connecting to another layer.
For such case, connect this layer to a Dummy() layer and use the
-dummy layer to accept the gradient.</p></li>
-<li><p><strong>output</strong> (<em>list</em>) â a list of layer names whose output gradient would be
-returned in addition to the param gradient</p></li>
-<li><p><strong>freeze</strong> (<em>str</em>) â layer name, stop backward after this layer.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns</dt>
-<dd class="field-even"><p>a geneartor iterator that generates
+dummy layer to accept the gradient.</li>
+<li><strong>output</strong> (<em>list</em>) â a list of layer names whose output gradient would be
+returned in addition to the param gradient</li>
+<li><strong>freeze</strong> (<em>str</em>) â layer name, stop backward after this layer.</li>
+</ul>
+</td>
+</tr>
+<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last">a geneartor iterator that generates
(param_names, param_values, param_grads, layer_grads) after
processing each layer h, where the first three lists are for h
and the last item is a dictionary which maps
layer name -> its output gradient tensor(s). At the end of this
function, the key set includes all layers in the output arg.</p>
-</dd>
-</dl>
+</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>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>f</strong> â file name</p></li>
-<li><p><strong>buffer_size</strong> â size (MB) of the IO, default setting is 10MB; Please
-make sure it is larger than any single parameter object.</p></li>
-<li><p><strong>use_pickle</strong> (<em>Boolean</em>) â if true, it would use pickle for dumping;
+<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> â file name</li>
+<li><strong>buffer_size</strong> â 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>) â if true, it would use pickle for dumping;
otherwise, it would use protobuf for serialization, which uses
-less space.</p></li>
+less space.</li>
</ul>
-</dd>
-</dl>
+</td>
+</tr>
+</tbody>
+</table>
</dd></dl>
<dl class="method">
@@ -478,7 +507,7 @@ less space.</p></li>
<a href="initializer.html" class="btn btn-neutral float-right" title="Initializer" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a>
- <a href="layer.html" class="btn btn-neutral float-left" title="Layer" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> Previous</a>
+ <a href="layer.html" class="btn btn-neutral" title="Layer" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> Previous</a>
</div>
@@ -487,7 +516,7 @@ less space.</p></li>
<div role="contentinfo">
<p>
- © 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.
+ © 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>
@@ -504,17 +533,36 @@ less space.</p></li>
+
+
+ <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>
+ <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/js/theme.js"></script>
+
+
<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>