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=1858059&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 Wed Apr 24 14:57:35 2019 @@ -0,0 +1,416 @@ + + + +<!DOCTYPE html> +<!--[if IE 8]><html class="no-js lt-ie9" lang="en" > <![endif]--> +<!--[if gt IE 8]><!--> <html class="no-js" lang="en" > <!--<![endif]--> +<head> + <meta charset="utf-8"> + + <meta name="viewport" content="width=device-width, initial-scale=1.0"> + + <title>name: VGG models on ImageNet SINGA version: 1.1.1 SINGA commit: license: https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py — incubator-singa 1.1.0 documentation</title> + + + + + + + + + <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/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="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"; href="../resnet/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"> + <style> + .fa:hover { + opacity: 0.7; + } + .fab:hover { + opacity: 0.7; + } + </style> + +</head> + +<body class="wy-body-for-nav"> + + + <div class="wy-grid-for-nav"> + + <nav data-toggle="wy-nav-shift" class="wy-nav-side"> + <div class="wy-side-scroll"> + <div class="wy-side-nav-search" > + + + + <a href="../../../../index.html" class="icon icon-home"> incubator-singa + + + + + <img src="../../../../_static/singa.png" class="logo" alt="Logo"/> + + </a> + + + + + <div class="version"> + latest + </div> + + + + +<div role="search"> + <form id="rtd-search-form" class="wy-form" action="../../../../search.html" method="get"> + <input type="text" name="q" placeholder="Search docs" /> + <input type="hidden" name="check_keywords" value="yes" /> + <input type="hidden" name="area" value="default" /> + </form> +</div> + + + </div> + + <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation"> + + + + + + + <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="../../../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">name: DenseNet models on ImageNet +SINGA version: 1.1.1 +SINGA commit: +license: https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py</a></li> +<li class="toctree-l3"><a class="reference internal" href="../densenet/README.html#image-classification-using-densenet">Image Classification using DenseNet</a></li> +<li class="toctree-l3"><a class="reference internal" href="../googlenet/README.html">name: GoogleNet on ImageNet +SINGA version: 1.0.1 +SINGA commit: 8c990f7da2de220e8a012c6a8ecc897dc7532744 +parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz +parameter_sha1: 0a88e8948b1abca3badfd8d090d6be03f8d7655d +license: unrestricted https://github.com/BVLC/caffe/tree/master/models/bvlc_googlenet</a></li> +<li class="toctree-l3"><a class="reference internal" href="../googlenet/README.html#image-classification-using-googlenet">Image Classification using GoogleNet</a></li> +<li class="toctree-l3"><a class="reference internal" href="../inception/README.html">name: Inception V4 on ImageNet +SINGA version: 1.1.1 +SINGA commit: +parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/inception_v4.tar.gz +parameter_sha1: 5fdd6f5d8af8fd10e7321d9b38bb87ef14e80d56 +license: https://github.com/tensorflow/models/tree/master/slim</a></li> +<li class="toctree-l3"><a class="reference internal" href="../inception/README.html#image-classification-using-inception-v4">Image Classification using Inception V4</a></li> +<li class="toctree-l3"><a class="reference internal" href="../resnet/README.html">name: Resnets on ImageNet +SINGA version: 1.1 +SINGA commit: 45ec92d8ffc1fa1385a9307fdf07e21da939ee2f +parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz +license: Apache V2, https://github.com/facebook/fb.resnet.torch/blob/master/LICENSE</a></li> +<li class="toctree-l3"><a class="reference internal" href="../resnet/README.html#image-classification-using-residual-networks">Image Classification using Residual Networks</a></li> +<li class="toctree-l3 current"><a class="current reference internal" href="#">name: VGG models on ImageNet +SINGA version: 1.1.1 +SINGA commit: +license: https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py</a></li> +<li class="toctree-l3"><a class="reference internal" href="#image-classification-using-vgg">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> +<li class="toctree-l1"><a class="reference internal" href="../../../../downloads.html">Download SINGA</a></li> +</ul> +<p class="caption"><span class="caption-text">Development</span></p> +<ul> +<li class="toctree-l1"><a class="reference internal" href="../../../../develop/schedule.html">Development Schedule</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../../../develop/how-contribute.html">How to Contribute to SINGA</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../../../develop/how-contribute.html#how-to-become-a-singa-committer">How to become a SINGA committer</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../../../develop/contribute-code.html">How to Contribute Code</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../../../develop/contribute-docs.html">How to Contribute to Documentation</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../../../develop/how-to-release.html">How to prepare a release</a></li> +</ul> +<p class="caption"><span class="caption-text">Community</span></p> +<ul> +<li class="toctree-l1"><a class="reference internal" href="../../../../community/source-repository.html">Source Repository</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../../../community/mail-lists.html">Project Mailing Lists</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../../../community/issue-tracking.html">Issue Tracking</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../../../community/team-list.html">The SINGA Team</a></li> +</ul> + + + + </div> + </div> + </nav> + + <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"> + + + <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">Documentation</a> »</li> + + <li><a href="../../index.html">Model Zoo</a> »</li> + + <li>name: VGG models on ImageNet +SINGA version: 1.1.1 +SINGA commit: +license: https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py</li> + + + <li class="wy-breadcrumbs-aside"> + + + + </li> + + </ul> + + + <hr/> +</div> + <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article";> + <div itemprop="articleBody"> + + <!-- + Licensed to the Apache Software Foundation (ASF) under one + or more contributor license agreements. See the NOTICE file + distributed with this work for additional information + regarding copyright ownership. The ASF licenses this file + to you under the Apache License, Version 2.0 (the + "License"); you may not use this file except in compliance + with the License. You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, + software distributed under the License is distributed on an + "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY + KIND, either express or implied. See the License for the + specific language governing permissions and limitations + under the License. +--><hr class="docutils" /> +<div class="section" id="name-vgg-models-on-imagenet-singa-version-1-1-1-singa-commit-license-https-github-com-pytorch-vision-blob-master-torchvision-models-vgg-py"> +<h1>name: VGG models on ImageNet +SINGA version: 1.1.1 +SINGA commit: +license: https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py<a class="headerlink" href="#name-vgg-models-on-imagenet-singa-version-1-1-1-singa-commit-license-https-github-com-pytorch-vision-blob-master-torchvision-models-vgg-py" title="Permalink to this headline">¶</a></h1> +</div> +<div class="section" id="image-classification-using-vgg"> +<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> +<ul> +<li><p>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> +<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> $ python serve.py -h +</pre></div> +</div> +</li> +<li><p>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 gpu + $ python serve.py --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> +</ul> +</li> +<li><p>Submit images for classification</p> +<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> $ curl -i -F [email protected] http://localhost:9999/api + $ curl -i -F [email protected] http://localhost:9999/api + $ curl -i -F [email protected] 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"> +<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> + + <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="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"; 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. + + </p> + </div> + Built with <a href="http://sphinx-doc.org/";>Sphinx</a> using a <a href="https://github.com/rtfd/sphinx_rtd_theme";>theme</a> provided by <a href="https://readthedocs.org";>Read the Docs</a>. + +</footer> + + </div> + </div> + + </section> + + </div> + + + + <script type="text/javascript"> + jQuery(function () { + SphinxRtdTheme.Navigation.enable(true); + }); + </script> + + + + + + +<div class="rst-versions" data-toggle="rst-versions" role="note" aria-label="versions"> + <span class="rst-current-version" data-toggle="rst-current-version"> + <span class="fa fa-book"> incubator-singa </span> + v: latest + <span class="fa fa-caret-down"></span> + </span> + <div class="rst-other-versions"> + <dl> + <dt>Languages</dt> + <dd><a href="../../../../../en/index.html">English</a></dd> + <dd><a href="../../../../../zh/index.html">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> + + <a href="https://github.com/apache/incubator-singa"; class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c"; class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://hub.docker.com/r/apache/singa/"; class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://www.linkedin.com/groups/13550034"; class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://twitter.com/ApacheSinga"; class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://www.facebook.com/Apache-SINGA-347284219056544/"; class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://www.researchgate.net/project/Apache-SINGA"; class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + +</div> + + <a href="https://github.com/apache/incubator-singa";> + <img style="position: absolute; top: 0; right: 0; border: 0; z-index: 10000;" + src="https://s3.amazonaws.com/github/ribbons/forkme_right_orange_ff7600.png"; + alt="Fork me on GitHub"> +</a> + + + + +</body> +</html> \ No newline at end of file
Added: 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=1858059&view=auto ============================================================================== --- incubator/singa/site/trunk/en/docs/model_zoo/index.html (added) +++ incubator/singa/site/trunk/en/docs/model_zoo/index.html Wed Apr 24 14:57:35 2019 @@ -0,0 +1,417 @@ + + + +<!DOCTYPE html> +<!--[if IE 8]><html class="no-js lt-ie9" lang="en" > <![endif]--> +<!--[if gt IE 8]><!--> <html class="no-js" lang="en" > <!--<![endif]--> +<head> + <meta charset="utf-8"> + + <meta name="viewport" content="width=device-width, initial-scale=1.0"> + + <title>Model Zoo — incubator-singa 1.1.0 documentation</title> + + + + + + + + + <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/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"> + <!--link href="../../_static/fontawesome-all.min.css" rel="stylesheet" type="text/css"--> + <link rel="stylesheet" href="https://use.fontawesome.com/releases/v5.0.13/css/all.css"; integrity="sha384-DNOHZ68U8hZfKXOrtjWvjxusGo9WQnrNx2sqG0tfsghAvtVlRW3tvkXWZh58N9jp" crossorigin="anonymous"> + <style> + .fa:hover { + opacity: 0.7; + } + .fab:hover { + opacity: 0.7; + } + </style> + +</head> + +<body class="wy-body-for-nav"> + + + <div class="wy-grid-for-nav"> + + <nav data-toggle="wy-nav-shift" class="wy-nav-side"> + <div class="wy-side-scroll"> + <div class="wy-side-nav-search" > + + + + <a href="../../index.html" class="icon icon-home"> incubator-singa + + + + + <img src="../../_static/singa.png" class="logo" alt="Logo"/> + + </a> + + + + + <div class="version"> + latest + </div> + + + + +<div role="search"> + <form id="rtd-search-form" class="wy-form" action="../../search.html" method="get"> + <input type="text" name="q" placeholder="Search docs" /> + <input type="hidden" name="check_keywords" value="yes" /> + <input type="hidden" name="area" value="default" /> + </form> +</div> + + + </div> + + <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation"> + + + + + + + <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="../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="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">name: DenseNet models on ImageNet +SINGA version: 1.1.1 +SINGA commit: +license: https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py</a></li> +<li class="toctree-l3"><a class="reference internal" href="imagenet/densenet/README.html#image-classification-using-densenet">Image Classification using DenseNet</a></li> +<li class="toctree-l3"><a class="reference internal" href="imagenet/googlenet/README.html">name: GoogleNet on ImageNet +SINGA version: 1.0.1 +SINGA commit: 8c990f7da2de220e8a012c6a8ecc897dc7532744 +parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz +parameter_sha1: 0a88e8948b1abca3badfd8d090d6be03f8d7655d +license: unrestricted https://github.com/BVLC/caffe/tree/master/models/bvlc_googlenet</a></li> +<li class="toctree-l3"><a class="reference internal" href="imagenet/googlenet/README.html#image-classification-using-googlenet">Image Classification using GoogleNet</a></li> +<li class="toctree-l3"><a class="reference internal" href="imagenet/inception/README.html">name: Inception V4 on ImageNet +SINGA version: 1.1.1 +SINGA commit: +parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/inception_v4.tar.gz +parameter_sha1: 5fdd6f5d8af8fd10e7321d9b38bb87ef14e80d56 +license: https://github.com/tensorflow/models/tree/master/slim</a></li> +<li class="toctree-l3"><a class="reference internal" href="imagenet/inception/README.html#image-classification-using-inception-v4">Image Classification using Inception V4</a></li> +<li class="toctree-l3"><a class="reference internal" href="imagenet/resnet/README.html">name: Resnets on ImageNet +SINGA version: 1.1 +SINGA commit: 45ec92d8ffc1fa1385a9307fdf07e21da939ee2f +parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz +license: Apache V2, https://github.com/facebook/fb.resnet.torch/blob/master/LICENSE</a></li> +<li class="toctree-l3"><a class="reference internal" href="imagenet/resnet/README.html#image-classification-using-residual-networks">Image Classification using Residual Networks</a></li> +<li class="toctree-l3"><a class="reference internal" href="imagenet/vgg/README.html">name: VGG models on ImageNet +SINGA version: 1.1.1 +SINGA commit: +license: https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py</a></li> +<li class="toctree-l3"><a class="reference internal" href="imagenet/vgg/README.html#image-classification-using-vgg">Image Classification using VGG</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../security.html">Security</a></li> +</ul> +</li> +<li class="toctree-l1"><a class="reference internal" href="../../downloads.html">Download SINGA</a></li> +</ul> +<p class="caption"><span class="caption-text">Development</span></p> +<ul> +<li class="toctree-l1"><a class="reference internal" href="../../develop/schedule.html">Development Schedule</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../develop/how-contribute.html">How to Contribute to SINGA</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../develop/how-contribute.html#how-to-become-a-singa-committer">How to become a SINGA committer</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../develop/contribute-code.html">How to Contribute Code</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../develop/contribute-docs.html">How to Contribute to Documentation</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../develop/how-to-release.html">How to prepare a release</a></li> +</ul> +<p class="caption"><span class="caption-text">Community</span></p> +<ul> +<li class="toctree-l1"><a class="reference internal" href="../../community/source-repository.html">Source Repository</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../community/mail-lists.html">Project Mailing Lists</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../community/issue-tracking.html">Issue Tracking</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../community/team-list.html">The SINGA Team</a></li> +</ul> + + + + </div> + </div> + </nav> + + <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"> + + + <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">Documentation</a> »</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";> + <div itemprop="articleBody"> + + <div class="section" id="model-zoo"> +<h1>Model Zoo<a class="headerlink" href="#model-zoo" title="Permalink to this headline">¶</a></h1> +<div class="toctree-wrapper compound"> +<ul> +<li class="toctree-l1"><a class="reference internal" href="cifar10/README.html">Train CNN over Cifar-10</a><ul> +<li class="toctree-l2"><a class="reference internal" href="cifar10/README.html#instructions">Instructions</a><ul> +<li class="toctree-l3"><a class="reference internal" href="cifar10/README.html#singa-installation">SINGA installation</a></li> +<li class="toctree-l3"><a class="reference internal" href="cifar10/README.html#data-preparation">Data preparation</a></li> +<li class="toctree-l3"><a class="reference internal" href="cifar10/README.html#training">Training</a></li> +<li class="toctree-l3"><a class="reference internal" href="cifar10/README.html#prediction">Prediction</a></li> +</ul> +</li> +</ul> +</li> +<li class="toctree-l1"><a class="reference internal" href="char-rnn/README.html">Train Char-RNN over plain text</a><ul> +<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> +<li class="toctree-l3"><a class="reference internal" href="imagenet/alexnet/README.html#data-download">Data download</a></li> +<li class="toctree-l3"><a class="reference internal" href="imagenet/alexnet/README.html#data-preprocessing">Data preprocessing</a></li> +<li class="toctree-l3"><a class="reference internal" href="imagenet/alexnet/README.html#training">Training</a></li> +</ul> +</li> +</ul> +</li> +<li class="toctree-l1"><a class="reference internal" href="imagenet/densenet/README.html">name: DenseNet models on ImageNet +SINGA version: 1.1.1 +SINGA commit: +license: https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py</a></li> +<li class="toctree-l1"><a class="reference internal" href="imagenet/densenet/README.html#image-classification-using-densenet">Image Classification using DenseNet</a><ul> +<li class="toctree-l2"><a class="reference internal" href="imagenet/densenet/README.html#instructions">Instructions</a></li> +<li class="toctree-l2"><a class="reference internal" href="imagenet/densenet/README.html#details">Details</a></li> +</ul> +</li> +<li class="toctree-l1"><a class="reference internal" href="imagenet/googlenet/README.html">name: GoogleNet on ImageNet +SINGA version: 1.0.1 +SINGA commit: 8c990f7da2de220e8a012c6a8ecc897dc7532744 +parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz +parameter_sha1: 0a88e8948b1abca3badfd8d090d6be03f8d7655d +license: unrestricted https://github.com/BVLC/caffe/tree/master/models/bvlc_googlenet</a></li> +<li class="toctree-l1"><a class="reference internal" href="imagenet/googlenet/README.html#image-classification-using-googlenet">Image Classification using GoogleNet</a><ul> +<li class="toctree-l2"><a class="reference internal" href="imagenet/googlenet/README.html#instructions">Instructions</a></li> +<li class="toctree-l2"><a class="reference internal" href="imagenet/googlenet/README.html#details">Details</a></li> +</ul> +</li> +<li class="toctree-l1"><a class="reference internal" href="imagenet/inception/README.html">name: Inception V4 on ImageNet +SINGA version: 1.1.1 +SINGA commit: +parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/inception_v4.tar.gz +parameter_sha1: 5fdd6f5d8af8fd10e7321d9b38bb87ef14e80d56 +license: https://github.com/tensorflow/models/tree/master/slim</a></li> +<li class="toctree-l1"><a class="reference internal" href="imagenet/inception/README.html#image-classification-using-inception-v4">Image Classification using Inception V4</a><ul> +<li class="toctree-l2"><a class="reference internal" href="imagenet/inception/README.html#instructions">Instructions</a></li> +<li class="toctree-l2"><a class="reference internal" href="imagenet/inception/README.html#details">Details</a></li> +</ul> +</li> +<li class="toctree-l1"><a class="reference internal" href="imagenet/resnet/README.html">name: Resnets on ImageNet +SINGA version: 1.1 +SINGA commit: 45ec92d8ffc1fa1385a9307fdf07e21da939ee2f +parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz +license: Apache V2, https://github.com/facebook/fb.resnet.torch/blob/master/LICENSE</a></li> +<li class="toctree-l1"><a class="reference internal" href="imagenet/resnet/README.html#image-classification-using-residual-networks">Image Classification using Residual Networks</a><ul> +<li class="toctree-l2"><a class="reference internal" href="imagenet/resnet/README.html#instructions">Instructions</a></li> +<li class="toctree-l2"><a class="reference internal" href="imagenet/resnet/README.html#details">Details</a></li> +</ul> +</li> +<li class="toctree-l1"><a class="reference internal" href="imagenet/vgg/README.html">name: VGG models on ImageNet +SINGA version: 1.1.1 +SINGA commit: +license: https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py</a></li> +<li class="toctree-l1"><a class="reference internal" href="imagenet/vgg/README.html#image-classification-using-vgg">Image Classification using VGG</a><ul> +<li class="toctree-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> + + + </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" 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> + + </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. + + </p> + </div> + Built with <a href="http://sphinx-doc.org/";>Sphinx</a> using a <a href="https://github.com/rtfd/sphinx_rtd_theme";>theme</a> provided by <a href="https://readthedocs.org";>Read the Docs</a>. + +</footer> + + </div> + </div> + + </section> + + </div> + + + + <script type="text/javascript"> + jQuery(function () { + SphinxRtdTheme.Navigation.enable(true); + }); + </script> + + + + + + +<div class="rst-versions" data-toggle="rst-versions" role="note" aria-label="versions"> + <span class="rst-current-version" data-toggle="rst-current-version"> + <span class="fa fa-book"> incubator-singa </span> + v: latest + <span class="fa fa-caret-down"></span> + </span> + <div class="rst-other-versions"> + <dl> + <dt>Languages</dt> + <dd><a href="../../../en/index.html">English</a></dd> + <dd><a href="../../../zh/index.html">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> + + <a href="https://github.com/apache/incubator-singa"; class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c"; class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://hub.docker.com/r/apache/singa/"; class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://www.linkedin.com/groups/13550034"; class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://twitter.com/ApacheSinga"; class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://www.facebook.com/Apache-SINGA-347284219056544/"; class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://www.researchgate.net/project/Apache-SINGA"; class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + +</div> + + <a href="https://github.com/apache/incubator-singa";> + <img style="position: absolute; top: 0; right: 0; border: 0; z-index: 10000;" + src="https://s3.amazonaws.com/github/ribbons/forkme_right_orange_ff7600.png"; + alt="Fork me on GitHub"> +</a> + + + + +</body> +</html> \ No newline at end of file Added: 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=1858059&view=auto ============================================================================== --- incubator/singa/site/trunk/en/docs/model_zoo/mnist/README.html (added) +++ incubator/singa/site/trunk/en/docs/model_zoo/mnist/README.html Wed Apr 24 14:57:35 2019 @@ -0,0 +1,376 @@ + + + +<!DOCTYPE html> +<!--[if IE 8]><html class="no-js lt-ie9" lang="en" > <![endif]--> +<!--[if gt IE 8]><!--> <html class="no-js" lang="en" > <!--<![endif]--> +<head> + <meta charset="utf-8"> + + <meta name="viewport" content="width=device-width, initial-scale=1.0"> + + <title>Train a RBM model against MNIST dataset — incubator-singa 1.1.0 documentation</title> + + + + + + + + + <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/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"> + <style> + .fa:hover { + opacity: 0.7; + } + .fab:hover { + opacity: 0.7; + } + </style> + +</head> + +<body class="wy-body-for-nav"> + + + <div class="wy-grid-for-nav"> + + <nav data-toggle="wy-nav-shift" class="wy-nav-side"> + <div class="wy-side-scroll"> + <div class="wy-side-nav-search" > + + + + <a href="../../../index.html" class="icon icon-home"> incubator-singa + + + + + <img src="../../../_static/singa.png" class="logo" alt="Logo"/> + + </a> + + + + + <div class="version"> + latest + </div> + + + + +<div role="search"> + <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get"> + <input type="text" name="q" placeholder="Search docs" /> + <input type="hidden" name="check_keywords" value="yes" /> + <input type="hidden" name="area" value="default" /> + </form> +</div> + + + </div> + + <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation"> + + + + + + + <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="../../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">name: DenseNet models on ImageNet +SINGA version: 1.1.1 +SINGA commit: +license: https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py</a></li> +<li class="toctree-l3"><a class="reference internal" href="../imagenet/densenet/README.html#image-classification-using-densenet">Image Classification using DenseNet</a></li> +<li class="toctree-l3"><a class="reference internal" href="../imagenet/googlenet/README.html">name: GoogleNet on ImageNet +SINGA version: 1.0.1 +SINGA commit: 8c990f7da2de220e8a012c6a8ecc897dc7532744 +parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz +parameter_sha1: 0a88e8948b1abca3badfd8d090d6be03f8d7655d +license: unrestricted https://github.com/BVLC/caffe/tree/master/models/bvlc_googlenet</a></li> +<li class="toctree-l3"><a class="reference internal" href="../imagenet/googlenet/README.html#image-classification-using-googlenet">Image Classification using GoogleNet</a></li> +<li class="toctree-l3"><a class="reference internal" href="../imagenet/inception/README.html">name: Inception V4 on ImageNet +SINGA version: 1.1.1 +SINGA commit: +parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/inception_v4.tar.gz +parameter_sha1: 5fdd6f5d8af8fd10e7321d9b38bb87ef14e80d56 +license: https://github.com/tensorflow/models/tree/master/slim</a></li> +<li class="toctree-l3"><a class="reference internal" href="../imagenet/inception/README.html#image-classification-using-inception-v4">Image Classification using Inception V4</a></li> +<li class="toctree-l3"><a class="reference internal" href="../imagenet/resnet/README.html">name: Resnets on ImageNet +SINGA version: 1.1 +SINGA commit: 45ec92d8ffc1fa1385a9307fdf07e21da939ee2f +parameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz +license: Apache V2, https://github.com/facebook/fb.resnet.torch/blob/master/LICENSE</a></li> +<li class="toctree-l3"><a class="reference internal" href="../imagenet/resnet/README.html#image-classification-using-residual-networks">Image Classification using Residual Networks</a></li> +<li class="toctree-l3"><a class="reference internal" href="../imagenet/vgg/README.html">name: VGG models on ImageNet +SINGA version: 1.1.1 +SINGA commit: +license: https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py</a></li> +<li class="toctree-l3"><a class="reference internal" href="../imagenet/vgg/README.html#image-classification-using-vgg">Image Classification using VGG</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../security.html">Security</a></li> +</ul> +</li> +<li class="toctree-l1"><a class="reference internal" href="../../../downloads.html">Download SINGA</a></li> +</ul> +<p class="caption"><span class="caption-text">Development</span></p> +<ul> +<li class="toctree-l1"><a class="reference internal" href="../../../develop/schedule.html">Development Schedule</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../../develop/how-contribute.html">How to Contribute to SINGA</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../../develop/how-contribute.html#how-to-become-a-singa-committer">How to become a SINGA committer</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../../develop/contribute-code.html">How to Contribute Code</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../../develop/contribute-docs.html">How to Contribute to Documentation</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../../develop/how-to-release.html">How to prepare a release</a></li> +</ul> +<p class="caption"><span class="caption-text">Community</span></p> +<ul> +<li class="toctree-l1"><a class="reference internal" href="../../../community/source-repository.html">Source Repository</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../../community/mail-lists.html">Project Mailing Lists</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../../community/issue-tracking.html">Issue Tracking</a></li> +<li class="toctree-l1"><a class="reference internal" href="../../../community/team-list.html">The SINGA Team</a></li> +</ul> + + + + </div> + </div> + </nav> + + <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"> + + + <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">Documentation</a> »</li> + + <li><a href="../index.html">Model Zoo</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";> + <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="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> +<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> +<div class="section" id="running-instructions"> +<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> +<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 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> +</div> + + + </div> + + </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. + + </p> + </div> + Built with <a href="http://sphinx-doc.org/";>Sphinx</a> using a <a href="https://github.com/rtfd/sphinx_rtd_theme";>theme</a> provided by <a href="https://readthedocs.org";>Read the Docs</a>. + +</footer> + + </div> + </div> + + </section> + + </div> + + + + <script type="text/javascript"> + jQuery(function () { + SphinxRtdTheme.Navigation.enable(true); + }); + </script> + + + + + + +<div class="rst-versions" data-toggle="rst-versions" role="note" aria-label="versions"> + <span class="rst-current-version" data-toggle="rst-current-version"> + <span class="fa fa-book"> incubator-singa </span> + v: latest + <span class="fa fa-caret-down"></span> + </span> + <div class="rst-other-versions"> + <dl> + <dt>Languages</dt> + <dd><a href="../../../../en/index.html">English</a></dd> + <dd><a href="../../../../zh/index.html">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> + + <a href="https://github.com/apache/incubator-singa"; class="fa fa-github" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://aws.amazon.com/marketplace/seller-profile?id=5bcac385-12c4-4802-aec7-351e09b77b4c"; class="fab fa-aws" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://hub.docker.com/r/apache/singa/"; class="fab fa-docker" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://www.linkedin.com/groups/13550034"; class="fa fa-linkedin" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://twitter.com/ApacheSinga"; class="fa fa-twitter" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://www.facebook.com/Apache-SINGA-347284219056544/"; class="fa fa-facebook" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + <a href="https://www.researchgate.net/project/Apache-SINGA"; class="fab fa-researchgate" style="padding: 10px; font-size: 20px; width: 30px; text-align: center; text-decoration: none; margin: 5px 2px;"></a> + +</div> + + <a href="https://github.com/apache/incubator-singa";> + <img style="position: absolute; top: 0; right: 0; border: 0; z-index: 10000;" + src="https://s3.amazonaws.com/github/ribbons/forkme_right_orange_ff7600.png"; + alt="Fork me on GitHub"> +</a> + + + + +</body> +</html> \ No newline at end of file
![https://s3.amazonaws.com/github/ribbons/forkme_right_orange_ff7600.png"](https://s3.amazonaws.com/github/ribbons/forkme_right_orange_ff7600.png"){kind=link}