You are viewing a plain text version of this content. The canonical link for it is here.
Posted to commits@singa.apache.org by mo...@apache.org on 2019/04/21 22:05:51 UTC
svn commit: r1857927 [25/25] - in /incubator/singa/site/trunk: ./ _sources/
_sources/community/ _sources/develop/ _sources/docs/
_sources/docs/model_zoo/ _sources/docs/model_zoo/caffe/
_sources/docs/model_zoo/char-rnn/ _sources/docs/model_zoo/cifar10/ ...
Added: incubator/singa/site/trunk/releases/RELEASE_NOTES_2.0.0.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/releases/RELEASE_NOTES_2.0.0.html?rev=1857927&view=auto
==============================================================================
--- incubator/singa/site/trunk/releases/RELEASE_NOTES_2.0.0.html (added)
+++ incubator/singa/site/trunk/releases/RELEASE_NOTES_2.0.0.html Sun Apr 21 22:05:49 2019
@@ -0,0 +1,330 @@
+
+
+
+<!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>singa-incubating-2.0.0 Release Notes — incubator-singa 2.0.0 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 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>
+<li class="toctree-l1"><a class="reference internal" href="../docs/index.html">Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../downloads.html">Download SINGA</a></li>
+</ul>
+<p class="caption"><span class="caption-text">Development</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../develop/schedule.html">Development Schedule</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../develop/how-contribute.html#how-to-become-a-singa-committer">How to become a SINGA committer</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../develop/contribute-code.html">How to Contribute Code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../develop/contribute-docs.html">How to Contribute to Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../develop/how-to-release.html">How to prepare a release</a></li>
+</ul>
+<p class="caption"><span class="caption-text">Community</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../community/source-repository.html">Source Repository</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../community/mail-lists.html">Project Mailing Lists</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../community/issue-tracking.html">Issue Tracking</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../community/team-list.html">The SINGA Team</a></li>
+</ul>
+
+
+
+ </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>singa-incubating-2.0.0 Release Notes</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="singa-incubating-2-0-0-release-notes">
+<h1>singa-incubating-2.0.0 Release Notes<a class="headerlink" href="#singa-incubating-2-0-0-release-notes" title="Permalink to this headline">¶</a></h1>
+<hr class="docutils" />
+<p>SINGA is a general distributed deep learning platform for training big deep
+learning models over large datasets.</p>
+<p>This release includes following features:</p>
+<ul class="simple">
+<li>Core components<ul>
+<li>[SINGA-434] Support tensor broadcasting</li>
+<li>[SINGA-370] Improvement to tensor reshape and various misc. changes related to SINGA-341 and 351</li>
+</ul>
+</li>
+<li>Model components<ul>
+<li>[SINGA-333] Add support for Open Neural Network Exchange (ONNX) format</li>
+<li>[SINGA-385] Add new python module for optimizers</li>
+<li>[SINGA-394] Improve the CPP operations via Intel MKL DNN lib</li>
+<li>[SINGA-425] Add 3 operators , Abs(), Exp() and leakyrelu(), for Autograd</li>
+<li>[SINGA-410] Add two function, set_params() and get_params(), for Autograd Layer class</li>
+<li>[SINGA-383] Add Separable Convolution for autograd</li>
+<li>[SINGA-388] Develop some RNN layers by calling tiny operations like matmul, addbias.</li>
+<li>[SINGA-382] Implement concat operation for autograd</li>
+<li>[SINGA-378] Implement maxpooling operation and its related functions for autograd</li>
+<li>[SINGA-379] Implement batchnorm operation and its related functions for autograd</li>
+</ul>
+</li>
+<li>Utility functions and CI<ul>
+<li>[SINGA-432] Update depdent lib versions in conda-build config</li>
+<li>[SINGA-429] Update docker images for latest cuda and cudnn</li>
+<li>[SINGA-428] Move Docker images under Apache user name</li>
+</ul>
+</li>
+<li>Documentation and usability<ul>
+<li>[SINGA-395] Add documentation for autograd APIs</li>
+<li>[SINGA-344] Add a GAN example</li>
+<li>[SINGA-390] Update installation.md</li>
+<li>[SINGA-384] Implement ResNet using autograd API</li>
+<li>[SINGA-352] Complete SINGA documentation in Chinese version</li>
+</ul>
+</li>
+<li>Bugs fixed<ul>
+<li>[SINGA-431] Unit Test failed - Tensor Transpose</li>
+<li>[SINGA-422] ModuleNotFoundError: No module named â_singa_wrapâ</li>
+<li>[SINGA-418] Unsupportive type âlongâ in python3.</li>
+<li>[SINGA-409] Basic <code class="docutils literal notranslate"><span class="pre">singa-cpu</span></code> import throws error</li>
+<li>[SINGA-408] Unsupportive function definition in python3</li>
+<li>[SINGA-380] Fix bugs from Reshape</li>
+</ul>
+</li>
+</ul>
+</div>
+
+
+ </div>
+
+ </div>
+ <footer>
+
+
+ <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=".././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/search.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/search.html?rev=1857927&view=auto
==============================================================================
--- incubator/singa/site/trunk/search.html (added)
+++ incubator/singa/site/trunk/search.html Sun Apr 21 22:05:49 2019
@@ -0,0 +1,283 @@
+
+
+
+<!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>Search — incubator-singa 2.0.0 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/searchtools.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="#" />
+ <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="#" 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>
+<li class="toctree-l1"><a class="reference internal" href="docs/index.html">Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="downloads.html">Download SINGA</a></li>
+</ul>
+<p class="caption"><span class="caption-text">Development</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="develop/schedule.html">Development Schedule</a></li>
+<li class="toctree-l1"><a class="reference internal" href="develop/how-contribute.html">How to Contribute to SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" href="develop/how-contribute.html#how-to-become-a-singa-committer">How to become a SINGA committer</a></li>
+<li class="toctree-l1"><a class="reference internal" href="develop/contribute-code.html">How to Contribute Code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="develop/contribute-docs.html">How to Contribute to Documentation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="develop/how-to-release.html">How to prepare a release</a></li>
+</ul>
+<p class="caption"><span class="caption-text">Community</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="community/source-repository.html">Source Repository</a></li>
+<li class="toctree-l1"><a class="reference internal" href="community/mail-lists.html">Project Mailing Lists</a></li>
+<li class="toctree-l1"><a class="reference internal" href="community/issue-tracking.html">Issue Tracking</a></li>
+<li class="toctree-l1"><a class="reference internal" href="community/team-list.html">The SINGA Team</a></li>
+</ul>
+
+
+
+ </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>Search</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">
+
+ <noscript>
+ <div id="fallback" class="admonition warning">
+ <p class="last">
+ Please activate JavaScript to enable the search
+ functionality.
+ </p>
+ </div>
+ </noscript>
+
+
+ <div id="search-results">
+
+ </div>
+
+ </div>
+
+ </div>
+ <footer>
+
+
+ <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>
+
+
+
+
+
+ <script type="text/javascript">
+ jQuery(function() { Search.loadIndex("searchindex.js"); });
+ </script>
+
+ <script type="text/javascript" id="searchindexloader"></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="./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/searchindex.js
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/searchindex.js?rev=1857927&view=auto
==============================================================================
--- incubator/singa/site/trunk/searchindex.js (added)
+++ incubator/singa/site/trunk/searchindex.js Sun Apr 21 22:05:49 2019
@@ -0,0 +1 @@
+Search.setIndex({docnames:["community/issue-tracking","community/mail-lists","community/source-repository","community/team-list","develop/contribute-code","develop/contribute-docs","develop/how-contribute","develop/how-to-release","develop/schedule","docs","docs/autograd","docs/cnn","docs/converter","docs/data","docs/dependencies","docs/device","docs/docker","docs/image_tool","docs/index","docs/initializer","docs/install_macos1013","docs/install_win","docs/installation","docs/layer","docs/loss","docs/metric","docs/model_zoo/caffe/README","docs/model_zoo/char-rnn/README","docs/model_zoo/cifar10/README","docs/model_zoo/examples/caffe/README","docs/model_zoo/examples/char-rnn/README","docs/model_zoo/examples/cifar10/README","docs/model_zoo/examples/imagenet/alexnet/README","docs/model_zoo/examples/imagenet/densenet/README","docs/model_zoo/examples/imagenet/googlenet/README","docs/model_zoo/examples/imagenet/inception/README","docs/model_zoo/examples/imagenet/resnet/README","docs/model_
zoo/examples/imagenet/vgg/README","docs/model_zoo/examples/index","docs/model_zoo/examples/mnist/README","docs/model_zoo/imagenet/alexnet/README","docs/model_zoo/imagenet/densenet/README","docs/model_zoo/imagenet/googlenet/README","docs/model_zoo/imagenet/inception/README","docs/model_zoo/imagenet/resnet/README","docs/model_zoo/imagenet/vgg/README","docs/model_zoo/index","docs/model_zoo/mnist/README","docs/net","docs/neural-net","docs/notebook/README","docs/optimizer","docs/security","docs/snapshot","docs/software_stack","docs/tensor","docs/utils","downloads","index","releases/RELEASE_NOTES_0.1.0","releases/RELEASE_NOTES_0.2.0","releases/RELEASE_NOTES_0.3.0","releases/RELEASE_NOTES_1.0.0","releases/RELEASE_NOTES_1.1.0","releases/RELEASE_NOTES_1.2.0","releases/RELEASE_NOTES_2.0.0"],envversion:{"sphinx.domains.c":1,"sphinx.domains.changeset":1,"sphinx.domains.cpp":1,"sphinx.domains.javascript":1,"sphinx.domains.math":2,"sphinx.domains.python":1,"sphinx.domains.rst":1,"sphinx.domains.s
td":1,sphinx:55},filenames:["community/issue-tracking.md","community/mail-lists.rst","community/source-repository.rst","community/team-list.rst","develop/contribute-code.md","develop/contribute-docs.md","develop/how-contribute.md","develop/how-to-release.rst","develop/schedule.rst","docs.rst","docs/autograd.md","docs/cnn.md","docs/converter.rst","docs/data.rst","docs/dependencies.md","docs/device.rst","docs/docker.md","docs/image_tool.rst","docs/index.rst","docs/initializer.rst","docs/install_macos1013.rst","docs/install_win.rst","docs/installation.md","docs/layer.rst","docs/loss.rst","docs/metric.rst","docs/model_zoo/caffe/README.md","docs/model_zoo/char-rnn/README.md","docs/model_zoo/cifar10/README.md","docs/model_zoo/examples/caffe/README.md","docs/model_zoo/examples/char-rnn/README.md","docs/model_zoo/examples/cifar10/README.md","docs/model_zoo/examples/imagenet/alexnet/README.md","docs/model_zoo/examples/imagenet/densenet/README.md","docs/model_zoo/examples/imagenet/googlenet/R
EADME.md","docs/model_zoo/examples/imagenet/inception/README.md","docs/model_zoo/examples/imagenet/resnet/README.md","docs/model_zoo/examples/imagenet/vgg/README.md","docs/model_zoo/examples/index.rst","docs/model_zoo/examples/mnist/README.md","docs/model_zoo/imagenet/alexnet/README.md","docs/model_zoo/imagenet/densenet/README.md","docs/model_zoo/imagenet/googlenet/README.md","docs/model_zoo/imagenet/inception/README.md","docs/model_zoo/imagenet/resnet/README.md","docs/model_zoo/imagenet/vgg/README.md","docs/model_zoo/index.rst","docs/model_zoo/mnist/README.md","docs/net.rst","docs/neural-net.md","docs/notebook/README.md","docs/optimizer.rst","docs/security.rst","docs/snapshot.rst","docs/software_stack.md","docs/tensor.rst","docs/utils.rst","downloads.md","index.rst","releases/RELEASE_NOTES_0.1.0.md","releases/RELEASE_NOTES_0.2.0.md","releases/RELEASE_NOTES_0.3.0.md","releases/RELEASE_NOTES_1.0.0.md","releases/RELEASE_NOTES_1.1.0.md","releases/RELEASE_NOTES_1.2.0.md","releases/RELEA
SE_NOTES_2.0.0.md"],objects:{},objnames:{},objtypes:{},terms:{"09309e":11,"0a88e8948b1abca3badfd8d090d6be03f8d7655d":[9,18,38,46],"0xa":22,"0xb":22,"1024l":11,"16l":11,"32l":11,"45ec92d8ffc1fa1385a9307fdf07e21da939ee2f":[9,18,38,46],"5fdd6f5d8af8fd10e7321d9b38bb87ef14e80d56":[9,18,38,46],"64l":11,"7700k":64,"8c990f7da2de220e8a012c6a8ecc897dc7532744":[9,18,38,46],"938460476e":11,"abstract":[7,8,15,54,57,59,60,61,62],"boolean":10,"case":[22,49,64],"char":[9,18,38,46],"class":[10,15,54,57,59,60,62,63,65],"const":49,"default":[15,22,28,31,32,39,40,47,59],"export":[20,22],"final":11,"float":[32,40,63],"function":[9,14,18,28,31,54,55,57,59,60,62,63,64,65],"goto":[21,22],"import":[9,15,18,20,21,22,34,42,57,65],"int":[32,40,49],"long":65,"new":[2,4,6,7,8,10,14,21,28,31,49,52,54,57,60,61,62,65],"public":[7,58,63],"return":[10,28,31,49],"short":[4,60],"static":[14,21,49,63],"switch":[11,22],"throw":65,"true":10,"try":[20,22,58],"void":49,"while":[3,22,49,57,58],AWS:58,Abs:65,Added:64,But:[14,
49],For:[1,4,10,16,22,28,31,49],IDE:21,NOT:7,One:8,PRs:2,The:[2,4,7,10,11,14,15,16,21,22,26,28,29,31,32,33,36,37,39,40,41,44,45,47,49,54,57,58,61],Then:[11,22,26,29,34,42],There:[7,10,14,20,28,31,49],These:[1,20,49,50],USE:[9,18,22,62],Use:[7,8,9,18,21,59,60,62,63],With:[37,45],YES:21,_bia:[34,42],_build:5,_singa_wrap:[21,22],_weight:[34,42],abl:[28,31,54],abort:22,about:[7,9,18,28,31],abov:[21,22,33,34,35,36,37,41,42,43,44,45,49],ac_check_lib:22,ac_cv_have_libgflag:22,accept:[6,8,57,58,63,64],access:6,accord:[6,10,14,49],account:[2,4],accuraci:[11,28,31,32,40,54],achiev:[28,31],acm:58,across:[8,64],acs:7,activ:[6,10,20,21,36,44,62],adadelta:[8,57,61],adagrad:[54,62],adam:[8,57,61,63],adamax:57,adammax:[8,61],add:[2,4,5,7,8,10,14,20,21,22,28,31,57,59,60,62,63,64,65],add_bia:10,addbia:65,addbn:[36,44],added:[4,5,34,42,49,52,57],adding:[21,54],addit:[21,28,31,36,39,44,47,54],addition:22,address:[60,61],adsc:58,advanc:58,advic:6,after:[2,4,10,11,14,22,26,27,29,30,32,34,35,36,40,42,43,4
4,49,60],again:[4,22],against:[4,9,18,22,32,38,40,46,54,57],alan:3,alex:49,alexnet:[8,9,11,18,28,31,38,46,60,62],algebra:[8,54,55,57],algorithm:[10,54,57,59,60,62],alia:[57,64],all:[7,8,14,15,16,22,49,57,58,63,64],alloc:[54,55],allreduc:59,alreadi:[2,22],also:[15,21,22,27,30,32,40,49,57,58],amazon:[57,63],amazonaw:[9,18,33,37,38,41,45,46],amd:[8,22,54,57],ami:57,among:[8,49],anaconda:22,analyt:58,anh:3,ani:[6,7,15,49,58],annot:4,answer:6,anthoni:3,apach:[0,1,2,3,4,5,6,9,16,18,20,22,38,46,52,57,59,60,65],api:[9,18,21,22,28,31,33,34,35,36,37,41,42,43,44,45,57,58,59,62,65],apl:7,append:11,appli:[10,28,31],applic:[0,6,27,30,49,57,58,60],april:[8,57,58],apt:[22,58],architectur:[8,57],archiv:[1,7],argsortlay:[57,60],argument:[28,31,39,47],arm:54,arrai:[28,31,54,55],articl:10,artifici:[11,28,31],ary1:15,ary2:15,asc:[7,57],asf:[2,5,57,58],ask:[6,7],assign:[49,59,60],assum:[32,40],asterisk:60,asynchron:57,attribut:10,atung:3,aug:58,augment:[28,31,57,63],auto:[8,10,14,59],autograd:[8,9,18,57,
64,65],automak:20,automat:[4,7,8,10,49,54,57,59,63],autoreconf:22,autotool:57,autotun:62,aux:[32,40],auxiliari:59,avail:[7,21,22,58,59],averag:[28,31,49],avgpool2d:10,avoid:[22,49,59],awar:55,backpropag:10,backward:[10,54],balanc:[8,59],base:[0,7,32,40,49,57,59,60,61,62],bash:16,bashrc:[22,60],basic:[57,58,65],bat:14,batch:[10,11,28,31,32,36,37,40,44,45,62,63,64],batch_numb:10,batch_sz:10,batchnorm2d:10,batchnorm:65,batchnorml:62,batchsiz:[32,40],becaus:[7,22],been:[1,22,58],befor:[2,7,22,33,34,35,36,37,41,42,43,44,45],behalf:7,beignet:22,being:[4,6,49],belong:22,below:[20,33,36,37,41,44,45,49],beng:[3,58],best:[28,31,58],better:22,between:[34,42,49,54,61],bia:[9,18,34,42,49],bibtex:58,big:[7,59,60,61,62,63,64,65],bin:[11,16,20,22,27,28,30,31,32,40],binari:[11,14,22,26,28,29,31,32,40,62],bind:[7,8,11,22,57,60,61,62,63],bit:[7,14],bla:22,blame:4,blob:[9,18,38,46,49,57,59,60,61,62],block:[34,42,62],bn1:10,bn2:10,bob:22,boltzman:59,boss:58,both:[4,8,10,11,21,28,31,49,54,61],bottom:10,b
ptt:[8,57,60],bpttworker:60,branch:[2,4,14],brand:7,brew:20,bridg:[49,60],broadcast:[57,65],brows:0,buffer:[21,22],bug:[0,4,6,7,57,59,60,61,62,63,64,65],build:[5,6,7,8,9,11,14,16,18,20,32,40,57,59,60,61,62,63,64,65],built:[5,22,62],bvlc:[9,18,38,46],c2084:14,c2375:14,cach:64,caff:[8,9,18,28,31,38,46,57,63],caffe_root:[34,42],caffemodel:[26,29,34,42],cai:58,calcul:10,call:[10,11,21,49,54,60,65],can:[2,4,5,6,7,10,11,14,16,21,22,26,27,28,29,30,31,32,40,49,50,52,54,57,58,59,63],candid:7,cannot:[22,59,61],card:[15,39,47,54,57,60],care:8,carri:[54,57],cast:7,cat:10,categor:49,categori:[49,57,59],caus:[22,60],cbla:[21,22,55,62],cblas_include_dir:21,ccmake:[22,32,40],cct:8,ceil:[34,42],cflag:22,cgi:7,chang:[3,4,7,10,21,22,32,40,61,62,65],channel:62,charact:[27,30],check:[4,6,22,57,59,63],checkout:[2,22],checkpoint:[8,11,27,30,33,34,35,36,37,41,42,43,44,45,57,59,62,63],chen:[3,58],chin:[3,58],chines:[57,64,65],chonho:3,choos:21,chunk:49,cifar10:[28,31,60,62,64],cifar:[9,11,18,38,46,62],circl
:49,cite:58,ckpt:[35,43],classif:[9,11,18,26,28,29,31,32,38,40,46,57,60,63,64],clean:[2,64],click:[4,21],client:22,clone:[2,4,14,20,22],closer:7,cloud:[22,57,60],cluster:[57,59,61],clusterproto:59,cmake:[11,14,20,21,22,57,62],cmake_include_path:[20,22],cmake_library_path:[20,22],cmakelist:[32,40],cmd:14,cnmem:[21,62],cnn:[8,9,10,11,18,32,38,40,46,49],code:[2,3,6,7,10,14,15,16,20,21,22,27,28,30,31,39,47,57,58,60,62,63,64],codebas:[4,7],collabor:58,collis:61,column:49,com:[2,3,5,9,14,18,20,21,22,38,46],come:[21,22],command:[5,14,16,21,22,26,27,28,29,30,31,32,33,34,35,36,37,40,41,42,43,44,45,57,59,60],commandqueu:54,comment:7,commit:[1,2,4,5,9,18,38,46],committ:[4,5,7,58,64],common:[7,59],commun:[3,21,49,54,57,58,62],comp:3,compani:58,compar:22,compat:[7,54],competit:58,compil:[8,9,11,14,18,20,21,27,28,30,31,38,46,57,59,60,61,62,63],complet:[57,58,62,64,65],complex:[54,57,60],compliat:64,compon:[8,54,57,62,63,64,65],compris:49,compuat:15,comput:[10,22,28,31,49,54,62],concat:[8,57,60,63
,65],concaten:[49,62],concurr:59,conda:[9,18,57,58,64,65],condit:61,conf:59,config:[22,57,65],configur:[8,14,21,22,33,36,37,41,44,45,57,59,60],conflict:[4,22],connect:[2,7,49,54,59],connectstub:59,consid:[4,49],consist:[28,31,49,54,57,58],consolid:64,constant:11,constraint:62,construct:[34,42],constructor:49,contact:58,contain:[16,61,64],context:60,contribut:[7,63],contributor:[4,7,64],control:49,conv1:[10,11],conv1_bia:11,conv1_weight:11,conv21:10,conv22:10,conv2:11,conv2_bia:11,conv2_weight:11,conv2d:10,conv3:11,conv3_bia:11,conv3_weight:11,conv:10,convers:14,convert:[8,9,18,28,31,33,34,35,36,37,41,42,43,44,45,49,63],convolut:[10,11,28,31,32,40,57,62,63,65],coordin:7,copi:[4,7,14,21,22,34,42,55],core:[9,18,20,21,62,63,64,65],corp:3,correct:[4,22],correspond:[10,14,54],could:[11,16,22,27,28,30,31,54],coupl:49,cpack:64,cpickl:[34,42],cplu:22,cplus_include_path:22,cpp:[9,18,22,28,31,54,57,62,64,65],cppcpu:[15,28,31,54],cppdevic:62,cppgpu:55,cpplint:4,cppmath:54,cpu:[8,15,16,22,28,31,
33,34,35,36,37,39,41,42,43,44,45,47,54,57,59,61,65],creat:[4,7,9,15,18,20,21,22,26,28,29,31,32,40,49,52,54,57,62,63,64],create_cuda_gpu:[15,21],create_cuda_gpu_on:15,create_data:[32,40],creategraph:49,createnetfromgraph:49,creator:10,cross:[8,54,62,63],crossentropyloss:57,csv:62,ctensor:10,cubla:[21,55],cuda10:16,cuda7:22,cuda8:16,cuda9:16,cuda:[8,9,11,15,16,18,22,28,31,32,40,54,55,60,62,64,65],cudadevic:62,cudagpu:[15,28,31,54,55],cudamath:54,cudart64_91:21,cudart:21,cudnn5:[16,22],cudnn64_7:21,cudnn7:16,cudnn:[8,11,16,21,22,27,28,30,31,32,34,40,42,57,60,61,62,63,64,65],cudnnconvolut:62,cudnndropout:62,curand:21,curl:[20,33,34,35,36,37,41,42,43,44,45],current:[2,4,6,11,14,15,22,26,27,29,30,32,40,49,57],custom:59,cxx:21,cxxflag:[20,22],czmq:8,dai:[3,58],daiji:3,danac:58,daniel:3,data:[8,9,10,11,14,18,27,30,34,38,42,46,49,54,57,59,60,61,62],data_batch_1:11,data_batch_2:11,data_batch_3:11,data_batch_4:11,data_batch_5:11,databas:58,datait:62,dataset:[7,9,11,18,26,27,28,29,30,31,32,38,4
0,46,59,60,61,62,63,64,65],datavec:60,date:7,dbm:49,dcblas_include_dir:21,dcblas_librari:21,dcnn:49,dcudnn_include_dir:21,dcudnn_librari:21,dcudnn_vers:21,dealer:59,debian:[8,22,57,64],debug:[8,21,57,60],dec:58,decemb:58,decid:7,decis:[57,58],decod:[54,57,62],decompress:[14,22,32,35,40,43],decreas:[32,40],deep:[7,11,28,31,32,40,49,54,57,58,59,60,61,62,63,64,65],deepimag:8,def:[10,28,31],defin:[9,18,22,54,59],definit:[14,21,65],delet:7,delight:7,dens:[54,62],dense_bia:11,dense_weight:11,densenet:[8,9,18,38,46,57,64],depdent:[57,65],depend:[7,8,16,22,27,30,54,57,59,61,63],deploi:[5,34,42],deploy:8,deprec:14,depth:[33,36,37,41,44,45],describ:[4,27,30,49,54,58],descript:4,design:[3,4,7,59,60,61,62],detail:[4,9,10,11,18,28,31,38,46,49,52,54,58,60],detect:[61,62],detial:[34,42],dev:[1,10,21,22,28,31,58],devel:16,develop:[1,6,16,21,58,59,65],devic:[8,9,10,18,21,28,31,54,55,57,62],dglog_include_dir:21,dglog_librari:21,dialog:14,dibri:58,diff:59,differ:[14,22,49,54,55,57,59],differenti:10,di
gest:7,dimension:[54,55],dinh:[3,58],dinhtta:3,dir:21,direct:49,directli:[2,57,58],directori:[11,14,21,22,60],disabl:[4,62],disable_warn:21,disclaim:57,discrep:[34,42],discuss:4,disi:58,disk:54,displai:59,dist:7,distribut:[7,8,49,57,58,59,60,61,62,63,64,65],divis:64,dlfile:[9,18,33,37,38,41,45,46],dll:21,dnn:[22,57,65],doc:[5,20],dockefil:16,docker:[8,22,57,58,60,61,63,64,65],dockerfil:22,dockerhub:16,document:[2,3,4,6,7,57,60,62,63,64,65],doe:[4,7,11,14,26,29,57,58],don:[7,20,21],done:[4,14],downgrad:22,download:[9,11,14,18,21,22,26,27,28,29,30,31,33,34,35,36,37,38,39,41,42,43,44,45,46,47,58],download_data:[11,28,31],downloaded_fil:57,downpour:[8,59],doxygen:[5,58,60],dpackag:22,dprotobuf_include_dir:21,dprotobuf_librari:21,dprotobuf_protoc_execut:21,dpython_include_dir:22,dpython_librari:22,driver:[22,59,60,61],dropout:[57,62],dswig_dir:21,dswig_execut:21,due:[14,22,49],dummi:60,dummylay:57,dump:[34,42,63],dun:3,dure:[10,11,59,64],duse_cuda:[21,22],duse_mkldnn:22,duse_modul:22,dus
e_opencl:22,duse_python:[11,22],dylib:22,dynam:21,each:[1,8,27,28,30,31,32,40,49,54,55],earli:59,easi:[57,59,60],easili:[49,54],ec2:[7,57],echo:22,edit:21,edu:[3,11],effect:49,effort:[57,58],einsum:64,either:22,email:3,empti:[22,59],enabl:[21,22,49,57,59,60,62],enable_test:22,encod:[54,57,62],encount:14,encourag:[2,22],end:7,endors:[7,57,58],endpad:[34,42],endpoint:54,energi:57,engin:62,enhanc:[8,22,57,59],entir:[14,49],entropi:[54,62,63],enum_type_wrapp:22,env:22,enviromnet:20,environ:[21,22,59],epoch:[10,11,32,40],erleas:7,error:[7,14,20,22,54,59,60,64,65],especi:14,establish:1,etc:[3,7,14,49,54],everi:[49,54],everyon:7,everytim:22,exactli:[32,40],exampl:[4,7,9,15,16,18,20,21,22,27,28,30,31,32,33,34,35,36,37,39,40,41,42,43,44,45,47,49,50,54,57,58,59,60,62,63,64,65],except:[22,49,55],exchang:65,exclud:[49,60],exe:[14,21],execut:[2,5,10,11,15,16,21,22,26,29,33,34,35,36,37,41,42,43,44,45,54,57],exist:[11,22],exp:[32,40,65],expect:[27,30],explain:10,express:54,extend:[8,21,54,57,59,61
,63,64],extens:[21,54],extern:59,extract:[11,14,21,34,35,36,42,43,44,57,60],facebook:[9,18,38,46],fact:49,fail:[59,61,65],failur:8,fals:10,faq:[9,18],fast:4,fatal:22,featur:[0,2,4,6,7,8,10,14,54,57,59,60,61,62,63,64,65],feb:58,februari:57,fedora:22,feed:[8,11,28,31,32,40,57,62],feedback:7,feedforward:[9,18],feedforwardnet:[34,42,63],feedfowardnet:57,feel:7,fetch:2,few:[26,29],fewer:[4,57],field:[4,10,49,57,59,60],figur:[49,54],file:[4,5,8,11,14,16,21,22,26,27,28,29,30,31,32,33,34,35,36,37,40,41,42,43,44,45,49,54,57,59,60,61,62,63],file_nam:[35,43],files:[32,40],filter:49,find:[4,22,58,59],fine:64,finish:[4,11,14,59],first:[7,11,34,35,42,43,49,63],firstli:49,fix:[4,14,21,22,57,59,60,61,62,63,64,65],fixbug:4,fixg:59,flag:[20,59],flat:11,flatten:[10,62],float16:54,float32:54,floder:[32,40],floor:[34,42],flow:4,folder:[5,10,14,16,21,22,26,28,29,31,32,33,34,36,37,40,41,42,44,45,59],follow:[0,2,4,5,7,10,11,14,15,16,20,21,22,26,28,29,31,32,33,34,35,36,37,39,40,41,42,43,44,45,47,49,54,57,58
,59,60,61,62,63,64,65],foo:4,footprint:64,fork:4,form:4,format:[26,29,65],fortran:22,forward:[4,7,8,9,11,18,28,31,32,40,54,57,62],found:[2,21,22],foundat:[57,58],four:[21,28,31],fpga:[54,57],framework:[57,59],free:[7,21,54],freez:64,frequenc:[32,40],from:[2,3,4,5,7,8,9,10,11,14,15,18,20,21,27,28,30,31,32,33,34,35,36,37,40,41,42,43,44,45,49,54,57,58,59,60,63,64,65],front:22,fssl:20,full:[21,49],fulli:[49,57,58,62],func:59,further:[4,57,58],gan:65,gang:[3,58],gao:[3,58],gate:3,gaussian:[10,11,54],gcc4:22,gcc:22,gener:[5,7,10,14,21,22,27,28,30,31,32,40,54,57,58,59,60,61,62,63,64,65],genoa:[3,58],get:[4,7,14,15,20,22,32,40,49,59,65],get_default_devic:15,get_includ:22,gflag:22,git:[2,4,5,14,20,22,64],gitbox:2,github:[2,4,5,9,14,18,20,21,22,38,46,62],githubusercont:20,give:[5,10,21,49],given:[7,49,54,58],glibc:22,glog:[14,20,21,22,59,62],glog_include_dir:21,gmail:3,gnu:[7,8,57,59],good:7,googl:[4,21,22,60],googlenet:[8,9,18,38,46,57,63],got:22,gpg:57,gpu:[8,15,16,22,28,31,33,34,35,36,37,3
9,41,42,43,44,45,47,54,57,59,60,61],grad:57,gradient:[10,28,31,49,54,59],gradvec:60,graph:[10,49,59,60],grep:22,group:[8,49,58,59],gru:[27,30,57,60],grulay:[8,60],gtest:[21,57],guid:[4,7,22],guidanc:6,guidelin:6,gun:60,hadoop:58,haibo:3,half:58,hand:58,handleputmsg:59,happen:22,hardwar:[8,15,54,55,57],has:[3,7,15,21,22,49,54,55,57,58],hash:[7,14,61],have:[1,4,6,7,11,14,20,21,22,32,34,40,42,49,54,57,58],haven:22,hawaii:58,hdf:[57,60],head:2,header:[7,14,16,20,22,60],health:8,hear:7,held:58,help:[6,7,49,57],henc:11,here:[7,10,16,21,22,58],heterogen:[8,57],hid:49,hidden:49,high:4,higher:[49,54],hinton:[39,47],his:7,histori:2,hogwild:[8,59],home:22,homebrew:[20,22],host:[15,28,31,59,63],hour:7,how:[11,20,22,27,30,49],howev:[14,22],html:[5,7,15],http:[0,2,5,7,9,11,14,18,20,21,22,38,46,52],hybrid:[8,49,57,60,61],hyper:[27,30,39,47],hzchenhaibo:3,i2r:58,icd:22,idea:[7,49],ideal:4,identifi:4,ignor:22,illustr:[10,11,54],ilsvrc:[32,40],imag:[7,8,9,10,11,18,22,28,31,32,38,40,46,49,57,62,63,65]
,image1:[33,34,35,36,37,41,42,43,44,45],image2:[33,34,35,36,37,41,42,43,44,45],image3:[33,34,35,36,37,41,42,43,44,45],imagenet:[9,18,26,29,38,46,57,60,62,64],imgclass:[26,29],imgtool:63,immedi:4,implement:[4,9,10,15,18,27,30,54,57,59,60,61,62,63,65],implment:[15,55],import_modul:22,importerror:22,importlib:22,improv:[4,57,59,60,61,63,64,65],incept:[9,18,34,38,42,46,57,64],inceptionnet:8,includ:[4,7,8,10,11,14,20,21,22,27,28,30,31,32,40,49,54,57,59,60,61,62,63,64,65],incompat:7,incub:[1,2,4,5,7,16,20,22,57,58],index:64,indic:[10,49,57,58],inform:[7,8,11,22,57,60],infrastructur:[57,58],init:60,initgooglelog:60,initi:[9,14,18,21,54,58,59,62],innerproductlay:60,input:[8,10,27,30,57,60,62,63],insert:49,insid:22,instal:[5,8,9,11,16,18,27,30,38,46,57,58,59,61,62,65],instanc:[10,28,31,49,54,55,57,59],instanti:10,instead:22,instruct:[2,5,9,14,18,22,38,46,57,64],instructor:2,integ:10,integr:[8,21,57,59,60],intel:[22,57,65],intend:14,interact:[4,61],interfac:[21,60,61,62,63],intermedi:59,inter
n:[22,49],interpret:22,intial:11,introduct:7,intuit:[7,59,60,61,62],invalid:59,invok:[22,54],involv:10,ip_bia:11,ip_weight:11,ipython:[50,63],iri:22,issu:[6,7,34,42,58,59],itali:58,its:[2,22,39,47,49,54,65],itself:4,j2ee:0,jan:[8,58],januari:57,java:[57,63],jenkin:[8,57,62,63,64],jie:58,jinyang:[3,58],jira:[0,7],jixin:3,job:[4,49,57,59,60],join:6,jpg:[33,34,35,36,37,41,42,43,44,45],juli:58,june:[8,57,58],jupyt:[7,20,58,64],just:22,kaip:3,kdata:49,kei:[7,34,42,57],kernel:[27,30,54],khidden:49,khidlay:49,khim:58,kian:3,kimag:49,kind:49,klabel:49,know:20,kriz:11,ksoftmaxloss:49,ktest:49,ktrain:49,kvalid:49,kvislay:49,label:[10,26,28,29,31,49,57,63],lack:6,lambda:14,languag:[27,30,54],lapack:21,larg:[7,8,49,59,60,61,62,63,64,65],last:4,later:[10,49,57],latest:[2,4,14,16,21,26,29,65],launch:59,layer:[7,8,9,18,27,30,34,36,42,44,49,54,57,59,60,61,62,63,64,65],layer_nam:[34,42],layertyp:60,ld_library_path:[20,22],lead:[49,59],leakyrelu:65,learn:[7,32,40,49,54,57,58,59,60,61,62,63,64,65],lea
st:[7,22],lee:3,legal:7,length:64,let:20,level1:16,level2:16,level3:16,level:[4,54,60,61],lib64:22,lib:[14,16,20,21,22,57,62,63,65],libari:63,libcnmem:62,libglog:[14,21],libopenbla:[14,21,22],libprotobuf:[14,21],libprotoc:14,libpython2:22,librari:[20,21,22,57,59,61,63],library_path:22,libsingagpu:61,libstdc:22,libtool:59,libviennacl:22,licens:[4,9,18,38,46,63],light:62,like:[4,7,8,10,11,16,22,49,58,65],line:[4,21,22,27,30],linear:[8,10,54,55,57],link:[1,2,7,14,20,22,63,64],linkag:14,linker:22,linux:[8,22,27,30],linux_input:[27,30],list:[6,7,22,32,40,49,58,59,60],lite:14,lmdb:[20,59,62],lmdbreader:62,lmdbwriter:62,load:[8,11,26,28,29,31,32,40,54,57,59,60,63],loader:63,local:[20,22,62],localhost:[33,34,35,36,37,41,42,43,44,45],locat:[7,22,49,61],log:[22,60,62],look:[7,49],loss:[9,10,11,18,32,40,49,54,62,63],lower:49,lrn1:11,lrn2:11,luo:[3,58],mac:[22,57,63,64],machin:[54,57,58,59,63],maco:8,macosx:22,mai:[4,14,20,21,22,32,40,49,58],mail:[6,58],main:[7,22,28,31,59,60],mainli:3,major:[7
,8,54,57,60],make:[2,11,20,21,22,49,55,57,58,60,62],malloc:54,manag:[0,2,8,10,14,15,22,54,57,59,62],mandatori:[57,63],mani:[3,4,54],manner:[57,58],manual:[32,40],map:[10,14],march:58,markdown:5,master:[2,4,5,9,14,18,20,38,46],match:22,math:[54,60,61,62],math_kernel:21,matmul:[10,65],matplotlib:20,matric:62,matrix:[9,18,49,54,60],maven:[57,63],maxpool2d:10,maxpool:[34,42,65],mayb:22,md5:[7,57],mean:[22,32,40],meaning:[4,27,30],measur:54,meihui:[3,58],meihui_zhang:3,melbourn:58,member:[3,6,7,10,14,60],memori:[15,22,32,40,49,54,59,62,63,64],mentor:7,menu:[21,64],merg:[2,4,62],meso:[8,57,59,60,61],messag:[4,5,11,20,22,54],meta:54,method:[54,57,62,63],metric:[9,11,18,54,59,62],microsoft:21,migrat:2,mini:49,miniconda3:22,miniconda:22,minim:16,misc:65,miscellan:60,mismatch:[22,59],miss:22,mkdir:[11,20,21,22],mkl:[22,57,65],mkldnn:[9,16,18,22],mlp:[8,10,49,57,64],mnist:[9,18,38,46,62],moaz:[3,58],mode:[28,31,57,60,63],model:[7,8,9,10,11,18,27,28,30,31,32,36,40,44,57,58,59,60,61,62,63,64,65]
,model_bin:[26,29],model_def:[34,42],model_txt:[26,29],modelproto:59,modifi:7,modul:[8,9,18,20,22,54,58,59,62,63,65],modulenotfounderror:65,momentum:60,more:[4,9,10,18,26,29,32,34,40,42,52,54,57,58,60],most:[49,54],move:[57,59,60,65],msse2:22,much:7,multi:[8,54,55],multimedia:58,multipl:[8,10,22,54,57,60,63],multipli:63,must:[7,10,22,34,42,49],nair:3,name2lay:49,name:[1,3,7,9,10,14,16,18,21,22,38,46,49,54,57,65],namespac:22,nation:[3,58],nativ:[9,18],natur:[27,30],navig:64,necessari:[14,22],necessarili:[57,58],need:[7,10,11,20,21,22,49,55],nesterov:62,net:[8,9,10,11,18,21,28,31,34,42,54,57,60,62],neteas:[3,58],netlib:21,netproto:49,network:[8,9,11,18,27,28,30,31,32,38,40,46,49,54,57,59,62,64,65],neural:[8,11,27,28,30,31,32,40,54,57,59,60,62,65],neuralnet:[49,57,59,60],newer:22,newest:22,newli:[5,49,57,58],next:[49,59],node:[8,49,57,59,60],nomal:62,non:[7,14,22],norm:64,normal:[36,37,44,45,49,54,62,63],note:[7,10,22,34,42,55,57],notebook:[7,20,50,58,63,64],now:[7,11,32,40,58],npartit
:49,ntest:[32,40],nthread:[32,40],ntrain:[32,40],num:49,number:[4,11,27,30,32,40,49,59],numpi:[20,21,22,28,31,34,42],nus:3,nusdbsystem:22,nvcc:62,nvidia:[8,15,21,22,54,57],obj:21,object:[21,49,54,59,62,63],objectarrai:22,oct:58,octob:57,off:[22,62],okai:7,old:[2,7],older:22,omit:49,onc:4,one:[4,10,22,27,28,30,31,33,36,37,41,44,45,49,54,55],onehotlay:60,onli:[9,14,18,22,26,29,34,42,49,60],onlin:[2,7,14],only_cbla:22,onnx:[57,65],onto:2,ooi:[3,58],ooibc:3,opebbla:20,open:[4,6,7,14,21,34,42,50,58,65],openbla:[8,14,20,21,22,59,64],opencl:[8,9,15,18,22,54,55,62],openclgpu:[15,54,55],openclmath:54,opencv:[20,32,40,62],oper:[8,9,15,18,20,54,55,57,60,61,62,64,65],operand:[55,63],opt:[10,20,22],optim:[9,10,15,18,54,61,62,65],option:[2,9,14,18,20,21,32,40,59,62],order:[11,22],org:[0,1,2,3,5,7,21,52,58],organ:3,origin:[2,4,36,44,49],osaka:3,osx:22,other:[3,4,6,7,8,16,22,27,28,30,31,49,54,57,58,59,60,61],otool:22,our:58,out:59,outdata:[32,40],output:[10,11,22,26,29,32,40,49,59,62],outsid:[22,34
,42],over:[7,9,18,22,38,46,49,55,57,59,60,61,62,63,64,65],overview:[58,62],overwrit:20,own:[4,10],owner:10,packag:[8,9,14,16,18,20,21,57,62,64],pad:10,page:[11,22,28,31,49,54,58,64],pair:[33,36,37,41,44,45,49],paper:[39,47,58],parallel:[10,28,31,49,57,60],param:[34,42,49,59,60,65],paramet:[8,9,10,11,18,27,28,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,54,57,59,62,63,64],parameter_fil:[33,36,37,41,44,45],paramid2param:49,pars:59,part:21,parti:[7,60],particip:6,particular:22,particularli:[27,30,49],partit:[8,57,59,60],partition_dim:49,pass:[7,10,22,49,54],password:5,past:7,patch:[3,4,6],path:[14,16,20,21,22,26,27,29,30,59],payload:54,peopl:[3,7],per:[28,31],perform:[11,22,54,57,59],perl:[14,21],permiss:59,pfreq:[32,40],phase:[22,49],pickl:[33,34,35,36,37,41,42,43,44,45],ping:4,pip:[5,20,22],pkl:[39,47],place:[28,31],plai:3,plain:[9,18,38,46],plan:59,platform:[7,8,21,22,58,59,60,61,62,63,64,65],pleas:[2,4,7,11,14,16,22,26,27,28,29,30,31,32,39,40,47,58],pmc:57,pointer:[49,57],
pom:63,pool1:11,pool2:11,pool3:11,pool:[10,34,42,62],pooling1:10,pooling2:10,popular:[7,8,49,59,60,61,62],posit:22,possibl:[7,49],post:1,potenti:54,ppmc:[6,7],pre:[28,31,36,39,44,47,60,62],preact:[36,44],predict:[9,11,18,38,46,54,60],prefer:22,prefetch:[57,61],prefix:22,prelu:62,prepar:[8,9,11,18,20,27,30,32,38,40,46],preprocess:[9,18,38,46,54],preprocessor:[14,21],present:[6,58],pretrain:57,previou:[14,20,21,26,29],previous:[28,31,57],print:[22,32,34,40,42,60],prior:22,prioriti:61,problem:[4,22,34,42],process:[7,11,21,39,47,49,57,58,59,61,62],program:[7,8,16,22,26,28,29,31,33,34,35,36,37,39,41,42,43,44,45,47,54,57,59,60,61,62],programm:10,project:[0,2,3,4,6,7,14,21,57,58],prompt:14,propag:[7,10,54],proper:[7,14],propog:10,propos:[7,49],proto:[8,21,59,62],protobuf:[8,20,21,22,60],protobuf_include_dir:21,protoc:[14,21],protocol:[21,22],prototxt:[26,29,34,42],provid:[4,6,10,15,22,27,28,30,31,33,36,37,41,44,45,49,54,55,57],prxxx:2,publish:63,pull:[2,16],purpos:60,push:[2,4],put:[14,22,
58],pyd:21,pydatasg:58,pysinga:[8,22,57,63],python2:[20,22],python3:[64,65],python:[8,9,18,20,22,26,27,28,29,30,31,33,34,35,36,37,39,41,42,43,44,45,47,57,58,59,60,61,62,63,64,65],python_out:21,pythonpath:22,pythreadst:22,pytorch:[9,10,18,38,46],question:6,race:61,rafiki:[57,58,63],ran:[28,31],random:[8,54,57,59],rang:[10,54],rat:59,rate:[32,40],raw:[20,57],rbm:[8,9,18,38,46,49,59,60,62],rcn:7,read:[11,26,29,54,57,62],reader:[54,62],readi:14,rearrang:60,reason:22,rebas:[2,4],recast:7,recent:[21,22],recommend:[5,22],recommonmark:5,record:[10,54],recoveri:8,recurr:[8,27,30,49,57,59],redefinit:14,reduc:[8,64],redund:49,refactor:[59,60],refer:[4,10,11,22,26,28,29,31,32,34,40,42,49,58],refin:[59,60],reflect:[57,58],regard:[32,40],regular:62,reinstal:22,relat:[22,59,60,65],releas:[6,8,14,21,22,49,57,58],relev:[4,9,18],relu1:11,relu2:11,relu3:11,relu:10,rememb:22,remot:2,remov:[8,21,49,59,60,61],renam:[62,64],replac:[27,28,30,31,49,57,60],replic:49,repo:[2,5,7,22],report:[4,6,22,52,58],repo
sitori:[4,6,22],repres:[10,15,49,54],reproduct:4,request:[0,2,6],requir:[3,4,6,10,11,22,28,31,32,40,57,58],require_grad:10,requires_grad:10,research:58,reset:[22,59],reshap:65,resid:[15,49],residu:[8,9,18,38,46,64],resnet:[8,9,18,28,31,33,37,38,41,45,46,57,62,65],resolv:[22,34,42],resourc:8,respect:[10,49],respons:[7,62],rest:[10,57],restor:[8,57,59],restrict:59,result:[22,49],resum:62,revers:10,review:[4,57,58],reword:4,rework:58,reyad:[3,58],right:21,rmsprop:[54,62],rnn:[8,9,18,38,46,57,59,60,62,64,65],role:3,root:[21,22,59],round:[34,42],row:[28,31,49],rsa:7,rtd:5,rubi:20,run:[5,7,9,14,15,16,18,20,22,28,31,32,34,35,38,40,42,43,46,54,57,59,61,64],runonebatch:59,runtim:[16,20,21,22,59],runtimeerror:22,safe:[4,59],sai:22,same:[11,22,32,40,49,55,57,59,60],sampl:[11,26,27,29,30],save:[11,32,40,57],scale:59,schedul:[6,15],scheme:49,school:58,scienc:20,scm:2,screen:22,scrip:59,script:[7,11,14,21,22,26,29,32,34,35,40,42,43,57,59,64],seamlessli:[28,31],search:22,second:22,section:[14,21,4
9],secur:[9,18],see:[4,11,20,22,33,36,37,41,44,45,49,57],seed:[27,30],select:59,seminar:6,send:[2,62],sentenc:[27,30],sep:[8,58],separ:[59,63,65],septemb:57,seq:64,sequenti:[27,30],serv:[33,34,35,36,37,41,42,43,44,45],server:[7,8,49,57,59,63],servic:[58,59],session:58,set:[2,4,10,21,22,27,30,39,47,49,54,55,59,65],set_valu:10,setup:[2,21,22,59,62],sever:[6,32,40],sgd:[8,10,54,57,60,61,62],sginnov:58,sha1:[9,18,34,35,38,42,43,46],sha256:7,sha512:57,shao:58,shape:[10,34,42,49,62],share:[22,59,60],share_from:49,sharefrom:49,shareparamsfrom:49,sheng:[3,58],shentilium:58,should:[0,2,4,7,10,11,22,28,31,32,33,34,35,36,37,40,41,42,43,44,45,49],show:[11,22],shown:[22,49],side:64,sigmod:58,sigmoidcrossentropi:64,sign:[7,63],signa:[60,61],signatur:7,silenc:14,similar:[21,22,28,31,49],similarli:49,simpl:62,simplest:22,simpli:[26,29,49],simplifi:8,sinc:[14,49],sing:49,singa:[0,1,2,4,5,7,8,9,11,14,15,16,18,27,30,38,46,49,52,54,55],singa_root:11,singa_wrap:21,singaenv:21,singapor:[3,58],singatest:5
9,singatool:59,singav1:62,singl:[8,49,57,59,60,61,63],singleton:[4,59,62],site:[5,7,20,21,22],size:[49,59,63],slice:[8,49,57,59,60,62,63],slide:58,slim:[9,18,38,46],sln:14,slow:22,small:4,snapshot:[9,18,57,63],snprintf:14,socket:57,softmax:[49,62],softmax_cross_entropi:10,softmaxlay:[57,60],softwar:[9,18,20,57,58,60],solut:[14,21,22],some:[3,11,16,22,27,30,49,50,54,57,58,59,62,64,65],sometim:22,soon:[26,29,52],sort:59,sourc:[4,5,6,7,9,10,14,16,18,20,27,28,30,31,49,57,58,59,63],southeast:[9,18,33,37,38,41,45,46],space:49,spars:[54,59],spatial:63,specif:[4,9,10,14,18,32,40,54,55],specifi:[11,22,32,40,49],speed:54,sphinx:[5,57,62],sphinx_rtd_them:5,split:[49,60,62],sponsor:[57,58],sprintf:14,squar:54,squash:4,src:[7,14,21,22],srclayer:49,sse2:22,ssh:59,stabil:[57,58],stack:[9,18,60],standard:8,start:[6,7,11,14,15,21,26,27,29,30,39,47,59,60],startup:21,state:[4,7],statist:[11,62],statu:[32,40,57,58],std:[27,30,49],stdext:14,step1:[32,40],step:[5,10,11,14,20,21,22,32,40,64],still:14,stop
:59,store:[5,10,11,32,40,54,55,57,60],stores_grad:10,strata:58,strategi:[34,42,49],strawberri:21,strawberryperl:21,stream:54,stride:[57,64],string:[22,27,30,49,54],strongli:7,structur:[11,16,34,42,54,57],stub:[49,57],stuck:59,studio:[14,21],sub:[49,58],subclass:[10,54,62],subject:7,submit:[0,3,33,34,35,36,37,41,42,43,44,45],submodul:62,subscrib:[1,58],subsequ:49,subset:49,success:[3,57,58],successfulli:[20,22],sudo:22,suggest:[3,6,7],suitabl:21,summer:58,support:[5,7,8,14,22,26,29,49,54,57,59,60,61,62,63,64,65],suppos:49,suppport:8,sure:[21,55],sutd:3,svn:[5,7],swig:[20,21,22,63],swigwin:21,symbol:10,symlink:22,synchron:[28,31,49,57],synset:[26,29,33,35,36,37,41,43,44,45],synset_word:[26,29,33,36,37,41,44,45],system:[0,4,14,20,21,22,57,58,59],tag:[21,22],take:[10,49],talk:6,talli:7,tan:[3,58],tankl:3,tap:20,tar:[7,9,11,18,22,33,37,38,41,45,46,57],target:[10,21,59,62],tcp:60,tdun:3,team:[7,52],technolog:3,teck:58,ted:3,templat:7,tensor:[8,9,15,18,20,21,22,54,57,62,63,64,65],tensor_ma
th_cpp:55,tensor_math_cuda:55,tensor_math_opencl:55,tensorflow:[9,18,38,46],term:54,termin:59,test:[4,6,7,11,14,22,32,34,40,42,49,57,59,60,64,65],test_batch:11,test_singa:[21,22],tester:3,testfold:[32,40],testlist:[32,40],text:[9,18,38,46],textfileread:62,textfilewrit:62,than:[22,49],thank:7,theano:10,thei:[6,10,49,54],theja:3,them:[4,10,14,21,22,49,50],theme:5,themselv:6,therefor:[15,54],thi:[0,1,2,4,5,7,10,11,14,21,22,27,28,30,31,32,33,34,35,36,37,39,40,41,42,43,44,45,47,49,59,60,61,62,63,64,65],third:[7,60],thirdparti:59,those:[7,10],thread:[4,7,22,32,40,49,54,59,61],three:[7,10,15,28,31,49,54,55,57],through:[27,30,49],thu:49,time:[57,59,60],timer:62,tini:65,titl:4,tmp:60,togeth:[7,8,22,54,57,63],told:[4,22],too:[4,59],tool:[4,8,9,16,18,57,59,60,62,64],toolkit:[57,63],toolset:21,top:[26,29,54],topk:[28,31],topolog:59,torch:[9,18,38,46],torchvis:[9,18,38,46],toronto:11,track:[4,6],tracker:58,tradit:54,train:[7,8,9,11,18,34,35,36,38,42,43,44,46,49,54,57,59,60,61,62,63,64,65],train_
perf:11,trainer:59,trainfold:[32,40],trainlist:[32,40],trainx:[32,40],transfer:[22,49,62],transform:[10,32,40,62],transpar:[49,54],transpos:65,trap:22,travi:[22,57,62,64],tree:[5,9,18,38,46],trento:58,trivial:60,trunk:5,trust:7,tsinghua:58,tune:64,tung:[3,58],turn:[32,40],tutori:[21,58,64],two:[10,21,26,28,29,31,49,54,58,65],txt:[7,26,27,29,30,32,33,35,36,37,40,41,43,44,45],type:[10,11,21,26,28,29,31,32,40,49,54,55,59,65],typic:[10,22,49,54],ubuntu16:16,ubuntu:[9,16,18],unclear:6,under:[4,14,16,49,57,58,65],undergo:[57,58],understand:6,undesir:61,undirect:49,unidirection:49,unifi:62,uniform:54,unit:[7,15,22,27,30,49,54,57,59,60,64,65],unittest:[22,63],univers:[3,58],unrestrict:[9,18,38,46],unrol:49,unsubscrib:1,unsupport:65,until:[57,58],updat:[2,4,5,6,8,10,20,26,28,29,31,54,57,59,60,61,62,63,64,65],upgrad:[20,22,57,64],upload:22,upon:6,upstream:2,url:[2,9,18,34,35,36,38,42,43,44,46],usabl:[63,64,65],usag:[10,26,29,33,36,37,41,44,45],use:[2,4,10,11,14,15,21,22,26,27,29,30,32,33,34,3
5,36,37,40,41,42,43,44,45,49,54,58,59,64],use_cpu:[28,31,33,36,37,41,44,45],use_cuda:21,use_cudnn:21,use_glog:21,use_gpu:[39,47],use_modul:20,use_python3:22,used:[4,10,11,14,20,21,22,27,28,30,31,32,40,49],useful:[7,49],user:[6,7,16,22,28,31,52,54,55,57,58,59,65],usernam:[4,5],uses:[0,2,4,22,49],using:[2,4,7,8,9,10,14,16,18,22,27,28,30,31,38,39,46,47,49,54,55,57,58,59,60,61,62,63,64,65],usr:[20,22],util:[9,18,57,59,62,63,64,65],v140:21,val:11,val_perf:11,valid:[11,28,31,32,40,49],valu:[34,35,42,43,49,54,57,59],valuabl:3,varaibl:22,variabl:[10,22,54,55],variant:[54,64],varieti:[7,59,60,61,62],variou:65,vector:[9,18,49],venv:20,verbos:57,verifi:[6,21,57],versa:10,version:[9,14,18,21,22,26,27,28,29,30,31,38,46,49,57,58,59,62,63,64,65],vgg11:[37,45],vgg16:[26,29],vgg19:[26,29],vgg:[8,9,18,26,28,29,31,38,46,57,62,64],vggnet:[28,31],via:[10,16,22,33,36,37,41,44,45,49,57,58,65],vice:10,video:[21,28,31,32,40],viennacl:22,viewer:50,virtual:[20,21,22],virtualenv:[20,21],vis:49,visibl:49,vision
:[9,18,38,46],visual:[8,14,21,57],visualstudio:21,vldb:58,vote:6,vs2015:14,vsproject:[14,21],vulner:52,wai:[6,10,22,49],wait:[4,7],wang:[3,58],wangji:3,wangsh:3,wangwei:3,wangyuan:3,want:22,warn:14,web:7,webpag:6,websit:[7,22,57,62,63,64],wei:[3,58],weight:[9,18,34,42,49,60],well:[7,14,49],wenfeng:3,were:[21,33,36,37,41,44,45],wget:[20,33,34,35,36,37,41,42,43,44,45],wheel:[8,22,57,63],when:[10,14,21,22,49,54,59,60,61],where:[4,26,28,29,31,49],whether:7,which:[7,10,15,16,21,22,27,28,30,31,32,40,49,54,57,59],whl:[22,63],who:[4,7],whole:22,whose:49,wide:[7,11,27,28,30,31,32,36,40,44,54,59,60,61,62],win32:21,win64:[14,21],window:[8,9,18,57,63,64],windows10:21,winsinga:21,wip:2,wish:14,within:[16,34,42,49,59],without:[21,28,31,37,45,49,55],word:[33,35,36,37,41,43,44,45,49,54],work:[2,4,7,14,22,26,29],worker:[8,57,59,61],workshop:58,workspac:59,would:[22,26,28,29,31,39,47,49,54],wrap:[10,54,65],wrapper:[57,60],write:[3,4,6,54,57,59,62],writer:[54,62],written:7,wrn:[36,44],wuwf:3,www:[7,11
,21,52],x64:21,x_train:10,xie:[3,58],xin:3,xpu:59,xvf:[33,34,35,36,37,41,42,43,44,45],xxx:[2,7],xxxmath:54,xxxx:[4,7],y_train:10,yao:3,yaochang2009:3,yet:[57,58],you:[2,4,5,6,7,11,14,20,21,22,26,29,32,40,50,57,58],your:[2,4,7,14,20,21,22,26,29,32,40,58],your_fil:4,yournam:22,yourself:6,yuan:3,yum:22,yzbigdata:[3,58],zeromq:8,zhang:[3,58],zhaoj:3,zhejiang:[3,58],zheng:[3,58],zhongl:3,zip:21,zju:3,zmq:61,zoo:[8,9,18,58],zookeep:[8,57,59,61],zsock:59},titles:["Issue Tracking","Project Mailing Lists","Source Repository","The SINGA Team","How to Contribute Code","How to Contribute to Documentation","How to Contribute to SINGA","How to prepare a release","Development Schedule","Documentation","Autograd in Singa","Quickstart - Cifar10 example","Caffe Converter","Data","Dependent library installation","Device","Docker Images","Image Tool","Documentation","Initializer","Installing SINGA on macOS 13.10","Building SINGA on Windows","Installation","Layer","Loss","Metric","Use parameters pre-tra
ined from Caffe in SINGA","Train Char-RNN over plain text","Train CNN over Cifar-10","Use parameters pre-trained from Caffe in SINGA","Train Char-RNN over plain text","Train CNN over Cifar-10","Train AlexNet over ImageNet","name: DenseNet models on ImageNet\nSINGA version: 1.1.1\nSINGA commit:\nlicense: https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py","name: GoogleNet on ImageNet\nSINGA version: 1.0.1\nSINGA commit: 8c990f7da2de220e8a012c6a8ecc897dc7532744\nparameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz\nparameter_sha1: 0a88e8948b1abca3badfd8d090d6be03f8d7655d\nlicense: unrestricted https://github.com/BVLC/caffe/tree/master/models/bvlc_googlenet","name: Inception V4 on ImageNet\nSINGA version: 1.1.1\nSINGA commit:\nparameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/inception_v4.tar.gz\nparameter_sha1: 5fdd6f5d8af8fd10e7321d9b38bb87ef14e80d56\nlicense: https://github.com/tensorflow/models/tree/master/slim","
name: Resnets on ImageNet\nSINGA version: 1.1\nSINGA commit: 45ec92d8ffc1fa1385a9307fdf07e21da939ee2f\nparameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz\nlicense: Apache V2, https://github.com/facebook/fb.resnet.torch/blob/master/LICENSE","name: VGG models on ImageNet\nSINGA version: 1.1.1\nSINGA commit:\nlicense: https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py","Model Zoo","Train a RBM model against MNIST dataset","Train AlexNet over ImageNet","name: DenseNet models on ImageNet\nSINGA version: 1.1.1\nSINGA commit:\nlicense: https://github.com/pytorch/vision/blob/master/torchvision/models/densenet.py","name: GoogleNet on ImageNet\nSINGA version: 1.0.1\nSINGA commit: 8c990f7da2de220e8a012c6a8ecc897dc7532744\nparameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/bvlc_googlenet.tar.gz\nparameter_sha1: 0a88e8948b1abca3badfd8d090d6be03f8d7655d\nlicense: unrestricted https://github.com/BVLC/caffe/tree/master/models/bvlc_g
ooglenet","name: Inception V4 on ImageNet\nSINGA version: 1.1.1\nSINGA commit:\nparameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/inception_v4.tar.gz\nparameter_sha1: 5fdd6f5d8af8fd10e7321d9b38bb87ef14e80d56\nlicense: https://github.com/tensorflow/models/tree/master/slim","name: Resnets on ImageNet\nSINGA version: 1.1\nSINGA commit: 45ec92d8ffc1fa1385a9307fdf07e21da939ee2f\nparameter_url: https://s3-ap-southeast-1.amazonaws.com/dlfile/resnet/resnet-18.tar.gz\nlicense: Apache V2, https://github.com/facebook/fb.resnet.torch/blob/master/LICENSE","name: VGG models on ImageNet\nSINGA version: 1.1.1\nSINGA commit:\nlicense: https://github.com/pytorch/vision/blob/master/torchvision/models/vgg.py","Model Zoo","Train a RBM model against MNIST dataset","FeedForward Net","Neural Net","<no title>","Optimizer","Security","Snapshot","Software Stack","Tensor","Utils","Download SINGA","Welcome to Apache SINGA","singa-incubating-0.1.0 Release Notes","singa-incubating-0.2.0 Release
Notes","singa-incubating-0.3.0 Release Notes","singa-incubating-1.0.0 Release Notes","singa-incubating-1.1.0 Release Notes","singa-incubating-1.2.0 Release Notes","singa-incubating-2.0.0 Release Notes"],titleterms:{"0a88e8948b1abca3badfd8d090d6be03f8d7655d":[34,42],"45ec92d8ffc1fa1385a9307fdf07e21da939ee2f":[36,44],"5fdd6f5d8af8fd10e7321d9b38bb87ef14e80d56":[35,43],"8c990f7da2de220e8a012c6a8ecc897dc7532744":[34,42],"char":[27,30],"function":[10,49],"import":10,"new":[16,58],The:3,Use:[16,22,26,29],about:22,access:[2,49],advanc:49,against:[39,47],alexnet:[32,40],amazonaw:[34,35,36,42,43,44],announc:7,apach:[7,36,44,58],api:[5,15,19,23,55],artifact:7,autograd:10,avail:16,batch:49,becom:6,bia:10,blob:[33,36,37,41,44,45],build:[21,22],bvlc:[34,42],bvlc_googlenet:[34,42],caff:[12,26,29,34,42],call:7,cbla:14,check:7,cifar10:11,cifar:[28,31],classif:[33,34,35,36,37,41,42,43,44,45],cnn:[28,31],code:4,com:[33,34,35,36,37,41,42,43,44,45],commit:[33,34,35,36,37,41,42,43,44,45],committ:[2,6],co
mpil:[22,32,40],conda:22,configur:49,contribut:[4,5,6,58],contributor:2,convert:12,core:54,cpp:[5,11,15,19,23,55],creat:[10,16],creation:49,cuda:21,data:[13,28,31,32,40],dataset:[39,47],defin:10,densenet:[33,41],depend:[14,21],detail:[22,33,34,35,36,37,41,42,43,44,45],dev:7,develop:[3,8],devic:15,dimens:49,disclaim:[7,58],dispatch:49,dlfile:[34,35,36,42,43,44],docker:16,dockerfil:16,document:[5,9,18,58],download:[7,32,40,57],energi:49,exampl:[10,11,26,29],exist:16,facebook:[36,44],faq:[14,20,22],featur:49,feed:49,feedforward:48,file:7,format:4,forward:[10,49],from:[16,22,26,29],get:58,github:[33,34,35,36,37,41,42,43,44,45],googl:14,googlenet:[34,42],gpu:21,guid:49,histori:58,how:[4,5,6,7,58],http:[33,34,35,36,37,41,42,43,44,45],imag:[16,17,26,29,33,34,35,36,37,41,42,43,44,45],imagenet:[32,33,34,35,36,37,40,41,42,43,44,45],implement:[49,55],incept:[35,43],inception_v4:[35,43],incub:[59,60,61,62,63,64,65],initi:19,instal:[14,20,21,22,28,31],instruct:[11,27,28,30,31,32,33,34,35,36,37,3
9,40,41,42,43,44,45,47],intern:7,ipmc:7,issu:0,jira:4,kernel:21,layer:[10,23],librari:14,licens:[7,33,34,35,36,37,41,42,43,44,45,58],list:1,log:14,loss:24,maco:20,mail:[1,7],make:7,manag:7,master:[33,34,35,36,37,41,42,43,44,45],matrix:10,mentor:3,metric:25,mirror:7,mnist:[39,47],model:[26,29,33,34,35,37,38,39,41,42,43,45,46,47,49,54],modul:[10,21],more:22,multipl:49,name:[33,34,35,36,37,41,42,43,44,45],nativ:22,net:[48,49],network:[36,44],neural:49,note:[59,60,61,62,63,64,65],notic:7,obtain:[26,29],onli:10,oper:10,optim:51,option:22,out:7,over:[27,28,30,31,32,40],packag:[7,10,22],page:7,paramet:[26,29,49],parameter_sha1:[34,35,42,43],parameter_url:[34,35,36,42,43,44],partit:49,plain:[27,30],pre:[26,29],predict:[26,28,29,31],prepar:[7,26,28,29,31],preprocess:[32,40],project:1,protobuf:14,publish:7,pull:4,python:[11,15,19,21,23,55],pytorch:[33,37,41,45],quickstart:11,rbm:[39,47],readm:7,recent:58,releas:[7,59,60,61,62,63,64,65],release_not:7,relev:10,repositori:2,request:4,requir:20,r
esidu:[36,44],resnet:[36,44],result:7,rnn:[27,30,49],roll:7,run:[11,21,26,29,39,47],schedul:8,secur:52,select:7,share:49,singa:[3,6,10,20,21,22,26,28,29,31,32,33,34,35,36,37,40,41,42,43,44,45,57,58,59,60,61,62,63,64,65],singa_object:21,slim:[35,43],snapshot:53,softwar:54,sourc:[2,21,22],southeast:[34,35,36,42,43,44],specif:15,stack:54,start:58,structur:49,style:4,support:21,tag:16,tar:[34,35,36,42,43,44],team:3,tensor:[10,55],tensorflow:[35,43],test:[21,26,29],text:[27,30],thi:[26,29],tool:[17,22],torch:[36,44],torchvis:[33,37,41,45],track:0,train:[10,26,27,28,29,30,31,32,39,40,47],tree:[34,35,42,43],tutori:20,ubuntu:22,unit:21,unrestrict:[34,42],updat:7,upload:7,use_cuda:22,use_mkldnn:22,use_modul:22,use_opencl:22,use_python:22,user:49,using:[33,34,35,36,37,41,42,43,44,45],util:56,vector:10,version:[11,33,34,35,36,37,41,42,43,44,45],vgg:[37,45],video:20,vision:[33,37,41,45],vote:7,web:2,websit:5,weight:10,welcom:58,window:[14,21,22],worker:49,zoo:[38,46]}})
\ No newline at end of file