blob: 7116bc60c261a3f6455d3ac94bb404031b93ca71 [file] [log] [blame]
<!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>Documentation &mdash; singa 2.0.0 documentation</title>
<script type="text/javascript" src="../_static/js/modernizr.min.js"></script>
<script type="text/javascript">
var DOCUMENTATION_OPTIONS = {
URL_ROOT:'../',
VERSION:'2.0.0',
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>
<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="Installation" href="installation.html" />
<link rel="prev" title="Welcome to Apache SINGA" href="../index.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"> 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="current reference internal" href="#">Documentation</a><ul>
<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="autograd.html">Autograd in Singa</a></li>
<li class="toctree-l2"><a class="reference internal" href="onnx.html">ONNX</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="model_zoo/index.html">Model Zoo</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
<li class="toctree-l1"><a class="reference internal" href="../security.html">Security</a></li>
</ul>
<p class="caption"><span class="caption-text">Development</span></p>
<ul>
<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">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> &raquo;</li>
<li>Documentation</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="documentation">
<h1>Documentation<a class="headerlink" href="#documentation" title="Permalink to this headline"></a></h1>
<div class="toctree-wrapper compound">
<ul>
<li class="toctree-l1"><a class="reference internal" href="installation.html">Installation</a><ul>
<li class="toctree-l2"><a class="reference internal" href="installation.html#from-conda">From Conda</a></li>
<li class="toctree-l2"><a class="reference internal" href="installation.html#using-docker">Using Docker</a></li>
<li class="toctree-l2"><a class="reference internal" href="installation.html#from-source">From source</a></li>
<li class="toctree-l2"><a class="reference internal" href="installation.html#faq">FAQ</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="software_stack.html">Software Stack</a><ul>
<li class="toctree-l2"><a class="reference internal" href="software_stack.html#core">Core</a></li>
<li class="toctree-l2"><a class="reference internal" href="software_stack.html#model">Model</a></li>
<li class="toctree-l2"><a class="reference internal" href="software_stack.html#io">IO</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="device.html">Device</a><ul>
<li class="toctree-l2"><a class="reference internal" href="device.html#specific-devices">Specific devices</a></li>
<li class="toctree-l2"><a class="reference internal" href="device.html#python-api">Python API</a></li>
<li class="toctree-l2"><a class="reference internal" href="device.html#cpp-api">CPP API</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="tensor.html">Tensor</a><ul>
<li class="toctree-l2"><a class="reference internal" href="tensor.html#tensor-implementation">Tensor implementation</a></li>
<li class="toctree-l2"><a class="reference internal" href="tensor.html#python-api">Python API</a></li>
<li class="toctree-l2"><a class="reference internal" href="tensor.html#cpp-api">CPP API</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="autograd.html">Autograd in Singa</a><ul>
<li class="toctree-l2"><a class="reference internal" href="autograd.html#relevant-modules">Relevant Modules</a><ul>
<li class="toctree-l3"><a class="reference internal" href="autograd.html#tensor">Tensor</a></li>
<li class="toctree-l3"><a class="reference internal" href="autograd.html#operation">Operation</a></li>
<li class="toctree-l3"><a class="reference internal" href="autograd.html#layer">Layer</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="autograd.html#examples">Examples</a><ul>
<li class="toctree-l3"><a class="reference internal" href="autograd.html#operation-only">Operation only</a><ul>
<li class="toctree-l4"><a class="reference internal" href="autograd.html#import-packages">Import packages</a></li>
<li class="toctree-l4"><a class="reference internal" href="autograd.html#create-weight-matrix-and-bias-vector">Create weight matrix and bias vector</a></li>
<li class="toctree-l4"><a class="reference internal" href="autograd.html#training">Training</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="autograd.html#operation-layer">Operation + Layer</a><ul>
<li class="toctree-l4"><a class="reference internal" href="autograd.html#create-the-layers">Create the layers</a></li>
<li class="toctree-l4"><a class="reference internal" href="autograd.html#define-the-forward-function">Define the forward function</a></li>
<li class="toctree-l4"><a class="reference internal" href="autograd.html#id1">Training</a></li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="onnx.html">ONNX</a></li>
<li class="toctree-l1"><a class="reference internal" href="benchmark.html">Benchmark for Distributed training</a></li>
<li class="toctree-l1"><a class="reference internal" href="model_zoo/index.html">Model Zoo</a><ul>
<li class="toctree-l2"><a class="reference internal" href="model_zoo/cifar10/README.html">Train CNN over Cifar-10</a><ul>
<li class="toctree-l3"><a class="reference internal" href="model_zoo/cifar10/README.html#instructions">Instructions</a><ul>
<li class="toctree-l4"><a class="reference internal" href="model_zoo/cifar10/README.html#singa-installation">SINGA installation</a></li>
<li class="toctree-l4"><a class="reference internal" href="model_zoo/cifar10/README.html#data-preparation">Data preparation</a></li>
<li class="toctree-l4"><a class="reference internal" href="model_zoo/cifar10/README.html#training">Training</a></li>
<li class="toctree-l4"><a class="reference internal" href="model_zoo/cifar10/README.html#prediction">Prediction</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="model_zoo/char-rnn/README.html">Train Char-RNN over plain text</a><ul>
<li class="toctree-l3"><a class="reference internal" href="model_zoo/char-rnn/README.html#instructions">Instructions</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="model_zoo/mnist/README.html">Train a RBM model against MNIST dataset</a><ul>
<li class="toctree-l3"><a class="reference internal" href="model_zoo/mnist/README.html#running-instructions">Running instructions</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="model_zoo/imagenet/alexnet/README.html">Train AlexNet over ImageNet</a><ul>
<li class="toctree-l3"><a class="reference internal" href="model_zoo/imagenet/alexnet/README.html#instructions">Instructions</a><ul>
<li class="toctree-l4"><a class="reference internal" href="model_zoo/imagenet/alexnet/README.html#compile-singa">Compile SINGA</a></li>
<li class="toctree-l4"><a class="reference internal" href="model_zoo/imagenet/alexnet/README.html#data-download">Data download</a></li>
<li class="toctree-l4"><a class="reference internal" href="model_zoo/imagenet/alexnet/README.html#data-preprocessing">Data preprocessing</a></li>
<li class="toctree-l4"><a class="reference internal" href="model_zoo/imagenet/alexnet/README.html#training">Training</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="model_zoo/imagenet/densenet/README.html">Image Classification using DenseNet</a><ul>
<li class="toctree-l3"><a class="reference internal" href="model_zoo/imagenet/densenet/README.html#instructions">Instructions</a></li>
<li class="toctree-l3"><a class="reference internal" href="model_zoo/imagenet/densenet/README.html#details">Details</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="model_zoo/imagenet/googlenet/README.html">Image Classification using GoogleNet</a><ul>
<li class="toctree-l3"><a class="reference internal" href="model_zoo/imagenet/googlenet/README.html#instructions">Instructions</a></li>
<li class="toctree-l3"><a class="reference internal" href="model_zoo/imagenet/googlenet/README.html#details">Details</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="model_zoo/imagenet/inception/README.html">Image Classification using Inception V4</a><ul>
<li class="toctree-l3"><a class="reference internal" href="model_zoo/imagenet/inception/README.html#instructions">Instructions</a></li>
<li class="toctree-l3"><a class="reference internal" href="model_zoo/imagenet/inception/README.html#details">Details</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="model_zoo/imagenet/resnet/README.html">Image Classification using Residual Networks</a><ul>
<li class="toctree-l3"><a class="reference internal" href="model_zoo/imagenet/resnet/README.html#instructions">Instructions</a></li>
<li class="toctree-l3"><a class="reference internal" href="model_zoo/imagenet/resnet/README.html#details">Details</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="model_zoo/imagenet/vgg/README.html">Image Classification using VGG</a><ul>
<li class="toctree-l3"><a class="reference internal" href="model_zoo/imagenet/vgg/README.html#instructions">Instructions</a></li>
<li class="toctree-l3"><a class="reference internal" href="model_zoo/imagenet/vgg/README.html#details">Details</a></li>
</ul>
</li>
</ul>
</li>
</ul>
</div>
</div>
</div>
</div>
<footer>
<div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
<a href="installation.html" class="btn btn-neutral float-right" title="Installation" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a>
<a href="../index.html" class="btn btn-neutral float-left" title="Welcome to Apache SINGA" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> Previous</a>
</div>
<hr/>
<div role="contentinfo">
<p>
&copy; Copyright 2019 The Apache Software Foundation. All rights reserved. Apache SINGA, Apache, the Apache feather logo, and the Apache SINGA project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners.
</p>
</div>
Built with <a href="http://sphinx-doc.org/">Sphinx</a> using a <a href="https://github.com/rtfd/sphinx_rtd_theme">theme</a> provided by <a href="https://readthedocs.org">Read the Docs</a>.
</footer>
</div>
</div>
</section>
</div>
<script type="text/javascript">
jQuery(function () {
SphinxRtdTheme.Navigation.enable(true);
});
</script>
<div class="rst-versions" data-toggle="rst-versions" role="note" aria-label="versions">
<span class="rst-current-version" data-toggle="rst-current-version">
<span class="fa fa-book"> singa </span>
v: latest
<span class="fa fa-caret-down"></span>
</span>
<div class="rst-other-versions">
<dl>
<dt>Languages</dt>
<dd><a href=".././index.html">English</a></dd>
<dd><a href=".././zh/index.html">中文</a></dd>
</dl>
<dl>
<dt>Versions</dt>
<dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
<dd><a href="http://singa.apache.org/v1.1.0/">1.1</a></dd>
</dl>
</div>
<a href="http://www.apache.org"
style="color:lightblue;padding: 5px; font-size: 10px; text-align: center; text-decoration: none; margin: 5px 2px;">Foundation</a>
<a href="http://www.apache.org/events/current-event"
style="color:lightblue;padding: 5px; font-size: 10px; text-align: center; text-decoration: none; margin: 5px 2px;">Events</a>
<a href="http://www.apache.org/foundation/thanks.html"
style="color:lightblue;padding: 5px; font-size: 10px; text-align: center; text-decoration: none; margin: 5px 2px;">Thanks</a>
<a href="http://www.apache.org/foundation/sponsorship.html"
style="color:lightblue;padding: 5px; font-size: 10px; text-align: center; text-decoration: none; margin: 5px 2px;">Sponsorship</a>
<a href="http://www.apache.org/licenses/"
style="color:lightblue;padding: 5px; font-size: 10px; text-align: center; text-decoration: none; margin: 5px 2px;">License</a>
<br>
<a href="https://github.com/apache/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/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>