You are viewing a plain text version of this content. The canonical link for it is here.
Posted to commits@singa.apache.org by wa...@apache.org on 2017/01/16 08:25:40 UTC

svn commit: r1778986 - in /incubator/singa/site/trunk/en: _sources/docs/docker.txt _sources/docs/installation.txt docs.html docs/docker.html docs/index.html docs/installation.html searchindex.js

Author: wangwei
Date: Mon Jan 16 08:25:39 2017
New Revision: 1778986

URL: http://svn.apache.org/viewvc?rev=1778986&view=rev
Log:
update the docs by jenkins for commit f647d68

Added:
    incubator/singa/site/trunk/en/_sources/docs/docker.txt
    incubator/singa/site/trunk/en/docs/docker.html
Modified:
    incubator/singa/site/trunk/en/_sources/docs/installation.txt
    incubator/singa/site/trunk/en/docs.html
    incubator/singa/site/trunk/en/docs/index.html
    incubator/singa/site/trunk/en/docs/installation.html
    incubator/singa/site/trunk/en/searchindex.js

Added: incubator/singa/site/trunk/en/_sources/docs/docker.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/docker.txt?rev=1778986&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/docker.txt (added)
+++ incubator/singa/site/trunk/en/_sources/docs/docker.txt Mon Jan 16 08:25:39 2017
@@ -0,0 +1,58 @@
+# Docker Images
+
+
+## Available tags
+
+* `devel`, with SINGA and the development packages installed on Ubuntu16.04 (no GPU)
+* `devel-cuda`, with SINGA, CUDA8.0, CUDNN5, and other development packages installed on Ubuntu16.04
+
+## Use the existing Docker images
+
+Users can pull the Docker images from Dockerhub via
+
+    docker pull apache/singa:devel
+    # or
+    docker pull apache/singa:devel-cuda
+
+Run the docker container using
+
+    docker run -it apache/singa:devel /bin/bash
+    # or
+    docker run -it apache/singa:devel-cuda /bin/bash
+
+The latest SINGA code is under the `incubator-singa` folder.
+
+## Create new Docker images from Dockerfile
+
+New Docker images could be created by executing the following command within the
+Dockerfile folder, e.g., tool/docker/devel/
+
+    docker build -t singa:<TAG> -f Dockerfile
+
+The `<TAG>` is named as
+
+    devel|runtime[-OS][-CUDA|OPENCL][-CUDNN]
+
+* devel: development images with all dependent libs' header files installed and SINGA's source code; runtime: the minimal images which can run SINGA programs.
+* OS: ubuntu, ubuntu14.04, centos, centos6
+* CUDA: cuda, cuda8.0, cuda7.0
+* CUDNN: cudnn, cudnn5, cudnn4
+* OPENCL: opencl, opencl1.2
+
+By default, if the version is not included in the tag, the latest stable version is used.
+The default OS is Ubuntu. The version is the latest stable version (e.g., 16.04 for now).
+For -cuda version, the **cudnn** is included by default. Their versions are also the latest stable version, i.e., cuda8.0 and cudnn5 for now.
+
+Here are some example tags,
+
+`devel`, `devel-cuda`, `runtime`, `runtime-cuda`, `devel-centos7-cuda`, `devel-ubuntu14.04`, `devel-ubuntu14.04-cuda7.5-cudnn4`
+
+Please follow the existing Dockefiles under tool/docker/ to create other Dockefiles.
+The folder structure is like
+
+    level1: devel|runtime
+    level2: Dockerfile, OS
+    level3: Dockerfile, CUDA|OPENCL
+    level4: CUDNN
+
+For example, the path of the Dockerfile for `devel-cuda` is `tool/docker/devel/cuda/Dockerfile`.

Modified: incubator/singa/site/trunk/en/_sources/docs/installation.txt
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/_sources/docs/installation.txt?rev=1778986&r1=1778985&r2=1778986&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/_sources/docs/installation.txt (original)
+++ incubator/singa/site/trunk/en/_sources/docs/installation.txt Mon Jan 16 08:25:39 2017
@@ -185,6 +185,19 @@ Download the deb file and install it via
 
 To create the Debian packages, please refer to the README.md file under `SINGA_ROOT/tool/debian`.
 
+
+## Use SINGA Docker Images
+
+A list of Docker images with SINGA installed are available on [Dockerhub](https://hub.docker.com/r/nusdbsystem/singa/).
+To use the image, run
+
+    # for images built without CUDA
+    $ docker run -it nusdbsystem/singa:<tag> /bin/bash
+    # for images built with CUDA support
+    $ nvidia-docker run -it nusdbsystem/singa:<tag> /bin/bash
+
+All available tags and descriptions are on [Dockerhub](https://hub.docker.com/r/nusdbsystem/singa/) and [Github](https://github.com/apache/incubator-singa/blob/master/tool/docker/README.md)
+
 ## Compile SINGA from source on Linux and Mac OS
 
 The source files could be downloaded either as a [tar.gz file](https://dist.apache.org/repos/dist/dev/incubator/singa/), or as a git repo

Modified: incubator/singa/site/trunk/en/docs.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs.html?rev=1778986&r1=1778985&r2=1778986&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs.html (original)
+++ incubator/singa/site/trunk/en/docs.html Mon Jan 16 08:25:39 2017
@@ -158,6 +158,7 @@
 </ul>
 </li>
 <li class="toctree-l3"><a class="reference internal" href="docs/installation.html#install-singa-from-debian-package">Install SINGA from Debian Package</a></li>
+<li class="toctree-l3"><a class="reference internal" href="docs/installation.html#use-singa-docker-images">Use SINGA Docker Images</a></li>
 <li class="toctree-l3"><a class="reference internal" href="docs/installation.html#compile-singa-from-source-on-linux-and-mac-os">Compile SINGA from source on Linux and Mac OS</a><ul>
 <li class="toctree-l4"><a class="reference internal" href="docs/installation.html#compile-singa-together-with-dependent-libraries">Compile SINGA together with dependent libraries</a></li>
 <li class="toctree-l4"><a class="reference internal" href="docs/installation.html#install-dependent-libraries-and-then-compile-singa">Install dependent libraries and then compile SINGA</a></li>

Added: incubator/singa/site/trunk/en/docs/docker.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/docker.html?rev=1778986&view=auto
==============================================================================
--- incubator/singa/site/trunk/en/docs/docker.html (added)
+++ incubator/singa/site/trunk/en/docs/docker.html Mon Jan 16 08:25:39 2017
@@ -0,0 +1,299 @@
+
+
+
+<!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>Docker Images &mdash; incubator-singa 1.0.1 documentation</title>
+  
+
+  
+  
+
+  
+
+  
+  
+    
+
+  
+
+  
+  
+    <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  
+
+  
+
+  
+    <link rel="top" title="incubator-singa 1.0.1 documentation" href="../index.html"/>
+    <link href="../_static/style.css" rel="stylesheet" type="text/css">
+
+
+  
+  <script src="../_static/js/modernizr.min.js"></script>
+
+</head>
+
+<body class="wy-body-for-nav" role="document">
+
+  <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" />
+          
+          </a>
+
+          
+            
+            
+              <div class="version">
+                1.0
+              </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="../downloads.html">Download SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" href="index.html">Documentation</a></li>
+</ul>
+<p class="caption"><span class="caption-text">Development</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../develop/schedule.html">Development Schedule</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../develop/how-contribute.html">How to Contribute to SINGA</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../develop/contribute-code.html">How to Contribute Code</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../develop/contribute-docs.html">How to Contribute to Documentation</a></li>
+</ul>
+<p class="caption"><span class="caption-text">Community</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../community/source-repository.html">Source Repository</a></li>
+<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" role="navigation" aria-label="top navigation">
+        <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+        <a href="../index.html">incubator-singa</a>
+      </nav>
+
+
+      
+      <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>Docker Images</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="docker-images">
+<span id="docker-images"></span><h1>Docker Images<a class="headerlink" href="#docker-images" title="Permalink to this headline">¶</a></h1>
+<div class="section" id="available-tags">
+<span id="available-tags"></span><h2>Available tags<a class="headerlink" href="#available-tags" title="Permalink to this headline">¶</a></h2>
+<ul class="simple">
+<li><code class="docutils literal"><span class="pre">devel</span></code>, with SINGA and the development packages installed on Ubuntu16.04 (no GPU)</li>
+<li><code class="docutils literal"><span class="pre">devel-cuda</span></code>, with SINGA, CUDA8.0, CUDNN5, and other development packages installed on Ubuntu16.04</li>
+</ul>
+</div>
+<div class="section" id="use-the-existing-docker-images">
+<span id="use-the-existing-docker-images"></span><h2>Use the existing Docker images<a class="headerlink" href="#use-the-existing-docker-images" title="Permalink to this headline">¶</a></h2>
+<p>Users can pull the Docker images from Dockerhub via</p>
+<div class="highlight-python"><div class="highlight"><pre>docker pull apache/singa:devel
+# or
+docker pull apache/singa:devel-cuda
+</pre></div>
+</div>
+<p>Run the docker container using</p>
+<div class="highlight-python"><div class="highlight"><pre>docker run -it apache/singa:devel /bin/bash
+# or
+docker run -it apache/singa:devel-cuda /bin/bash
+</pre></div>
+</div>
+<p>The latest SINGA code is under the <code class="docutils literal"><span class="pre">incubator-singa</span></code> folder.</p>
+</div>
+<div class="section" id="create-new-docker-images-from-dockerfile">
+<span id="create-new-docker-images-from-dockerfile"></span><h2>Create new Docker images from Dockerfile<a class="headerlink" href="#create-new-docker-images-from-dockerfile" title="Permalink to this headline">¶</a></h2>
+<p>New Docker images could be created by executing the following command within the
+Dockerfile folder, e.g., tool/docker/devel/</p>
+<div class="highlight-python"><div class="highlight"><pre>docker build -t singa:&lt;TAG&gt; -f Dockerfile
+</pre></div>
+</div>
+<p>The <code class="docutils literal"><span class="pre">&lt;TAG&gt;</span></code> is named as</p>
+<div class="highlight-python"><div class="highlight"><pre><span class="n">devel</span><span class="o">|</span><span class="n">runtime</span><span class="p">[</span><span class="o">-</span><span class="n">OS</span><span class="p">][</span><span class="o">-</span><span class="n">CUDA</span><span class="o">|</span><span class="n">OPENCL</span><span class="p">][</span><span class="o">-</span><span class="n">CUDNN</span><span class="p">]</span>
+</pre></div>
+</div>
+<ul class="simple">
+<li>devel: development images with all dependent libs&#8217; header files installed and SINGA&#8217;s source code; runtime: the minimal images which can run SINGA programs.</li>
+<li>OS: ubuntu, ubuntu14.04, centos, centos6</li>
+<li>CUDA: cuda, cuda8.0, cuda7.0</li>
+<li>CUDNN: cudnn, cudnn5, cudnn4</li>
+<li>OPENCL: opencl, opencl1.2</li>
+</ul>
+<p>By default, if the version is not included in the tag, the latest stable version is used.
+The default OS is Ubuntu. The version is the latest stable version (e.g., 16.04 for now).
+For -cuda version, the <strong>cudnn</strong> is included by default. Their versions are also the latest stable version, i.e., cuda8.0 and cudnn5 for now.</p>
+<p>Here are some example tags,</p>
+<p><code class="docutils literal"><span class="pre">devel</span></code>, <code class="docutils literal"><span class="pre">devel-cuda</span></code>, <code class="docutils literal"><span class="pre">runtime</span></code>, <code class="docutils literal"><span class="pre">runtime-cuda</span></code>, <code class="docutils literal"><span class="pre">devel-centos7-cuda</span></code>, <code class="docutils literal"><span class="pre">devel-ubuntu14.04</span></code>, <code class="docutils literal"><span class="pre">devel-ubuntu14.04-cuda7.5-cudnn4</span></code></p>
+<p>Please follow the existing Dockefiles under tool/docker/ to create other Dockefiles.
+The folder structure is like</p>
+<div class="highlight-python"><div class="highlight"><pre>level1: devel|runtime
+level2: Dockerfile, OS
+level3: Dockerfile, CUDA|OPENCL
+level4: CUDNN
+</pre></div>
+</div>
+<p>For example, the path of the Dockerfile for <code class="docutils literal"><span class="pre">devel-cuda</span></code> is <code class="docutils literal"><span class="pre">tool/docker/devel/cuda/Dockerfile</span></code>.</p>
+</div>
+</div>
+
+
+           </div>
+          </div>
+          <footer>
+  
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>
+        &copy; Copyright 2016 The Apache Software Foundation. All rights reserved. Apache Singa, Apache, the Apache feather logo, and the Apache Singa project logos are trademarks of The Apache Software Foundation. All other marks mentioned may be trademarks or registered trademarks of their respective owners..
+
+    </p>
+  </div>
+  Built with <a href="http://sphinx-doc.org/">Sphinx</a> using a <a href="https://github.com/snide/sphinx_rtd_theme">theme</a> provided by <a href="https://readthedocs.org">Read the Docs</a>. 
+
+</footer>
+
+        </div>
+      </div>
+
+    </section>
+
+  </div>
+  
+
+
+  
+
+    <script type="text/javascript">
+        var DOCUMENTATION_OPTIONS = {
+            URL_ROOT:'../',
+            VERSION:'1.0.1',
+            COLLAPSE_INDEX:false,
+            FILE_SUFFIX:'.html',
+            HAS_SOURCE:  true
+        };
+    </script>
+      <script type="text/javascript" src="../_static/jquery.js"></script>
+      <script type="text/javascript" src="../_static/underscore.js"></script>
+      <script type="text/javascript" src="../_static/doctools.js"></script>
+
+  
+
+  
+  
+    <script type="text/javascript" src="../_static/js/theme.js"></script>
+  
+
+  
+  
+  <script type="text/javascript">
+      jQuery(function () {
+          SphinxRtdTheme.StickyNav.enable();
+      });
+  </script>
+  
+
+<div class="rst-versions shift-up" data-toggle="rst-versions" role="note" aria-label="versions">
+<a href="http://incubator.apache.org/">
+<img src= "../_static/apache.jpg">
+</a>
+
+  <span class="rst-current-version" data-toggle="rst-current-version">
+    <span class="fa fa-book"> incubator-singa </span>
+    v: 1.0
+    <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">中文</a></dd>
+        </dl>
+        <dl>
+            <dt>Versions</dt>
+            <dd><a href="http://singa.apache.org/v0.3.0/">0.3</a></dd>
+        </dl>
+
+    </div>
+</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

Modified: incubator/singa/site/trunk/en/docs/index.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/index.html?rev=1778986&r1=1778985&r2=1778986&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/index.html (original)
+++ incubator/singa/site/trunk/en/docs/index.html Mon Jan 16 08:25:39 2017
@@ -177,6 +177,7 @@
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="installation.html#install-singa-from-debian-package">Install SINGA from Debian Package</a></li>
+<li class="toctree-l2"><a class="reference internal" href="installation.html#use-singa-docker-images">Use SINGA Docker Images</a></li>
 <li class="toctree-l2"><a class="reference internal" href="installation.html#compile-singa-from-source-on-linux-and-mac-os">Compile SINGA from source on Linux and Mac OS</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="installation.html#compile-singa-together-with-dependent-libraries">Compile SINGA together with dependent libraries</a></li>
 <li class="toctree-l3"><a class="reference internal" href="installation.html#install-dependent-libraries-and-then-compile-singa">Install dependent libraries and then compile SINGA</a></li>

Modified: incubator/singa/site/trunk/en/docs/installation.html
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/docs/installation.html?rev=1778986&r1=1778985&r2=1778986&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/docs/installation.html (original)
+++ incubator/singa/site/trunk/en/docs/installation.html Mon Jan 16 08:25:39 2017
@@ -100,6 +100,7 @@
 </ul>
 </li>
 <li class="toctree-l3"><a class="reference internal" href="#install-singa-from-debian-package">Install SINGA from Debian Package</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#use-singa-docker-images">Use SINGA Docker Images</a></li>
 <li class="toctree-l3"><a class="reference internal" href="#compile-singa-from-source-on-linux-and-mac-os">Compile SINGA from source on Linux and Mac OS</a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#compile-singa-together-with-dependent-libraries">Compile SINGA together with dependent libraries</a></li>
 <li class="toctree-l4"><a class="reference internal" href="#install-dependent-libraries-and-then-compile-singa">Install dependent libraries and then compile SINGA</a></li>
@@ -363,6 +364,18 @@ $ python setup.py bdist_wheel
 </div>
 <p>To create the Debian packages, please refer to the README.md file under <code class="docutils literal"><span class="pre">SINGA_ROOT/tool/debian</span></code>.</p>
 </div>
+<div class="section" id="use-singa-docker-images">
+<span id="use-singa-docker-images"></span><h2>Use SINGA Docker Images<a class="headerlink" href="#use-singa-docker-images" title="Permalink to this headline">¶</a></h2>
+<p>A list of Docker images with SINGA installed are available on <a class="reference external" href="https://hub.docker.com/r/nusdbsystem/singa/">Dockerhub</a>.
+To use the image, run</p>
+<div class="highlight-python"><div class="highlight"><pre># for images built without CUDA
+$ docker run -it nusdbsystem/singa:&lt;tag&gt; /bin/bash
+# for images built with CUDA support
+$ nvidia-docker run -it nusdbsystem/singa:&lt;tag&gt; /bin/bash
+</pre></div>
+</div>
+<p>All available tags and descriptions are on <a class="reference external" href="https://hub.docker.com/r/nusdbsystem/singa/">Dockerhub</a> and <a class="reference external" href="https://github.com/apache/incubator-singa/blob/master/tool/docker/README.md">Github</a></p>
+</div>
 <div class="section" id="compile-singa-from-source-on-linux-and-mac-os">
 <span id="compile-singa-from-source-on-linux-and-mac-os"></span><h2>Compile SINGA from source on Linux and Mac OS<a class="headerlink" href="#compile-singa-from-source-on-linux-and-mac-os" title="Permalink to this headline">¶</a></h2>
 <p>The source files could be downloaded either as a <a class="reference external" href="https://dist.apache.org/repos/dist/dev/incubator/singa/">tar.gz file</a>, or as a git repo</p>

Modified: incubator/singa/site/trunk/en/searchindex.js
URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/en/searchindex.js?rev=1778986&r1=1778985&r2=1778986&view=diff
==============================================================================
--- incubator/singa/site/trunk/en/searchindex.js (original)
+++ incubator/singa/site/trunk/en/searchindex.js Mon Jan 16 08:25:39 2017
@@ -1 +1 @@
-Search.setIndex({envversion:46,filenames:["community/issue-tracking","community/mail-lists","community/source-repository","community/team-list","develop/contribute-code","develop/contribute-docs","develop/how-contribute","develop/schedule","docs","docs/cnn","docs/converter","docs/data","docs/dependencies","docs/device","docs/examples/caffe/README","docs/examples/char-rnn/README","docs/examples/cifar10/README","docs/examples/imagenet/README","docs/examples/index","docs/examples/mnist/README","docs/image_tool","docs/index","docs/initializer","docs/installation","docs/layer","docs/loss","docs/metric","docs/net","docs/neural-net","docs/notebook/README","docs/optimizer","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"],objects:{"singa.data":{ImageBatchIter:[11,1,1,""]},"singa.device":{create_cuda_gpus:[13,2,1,""],create_cuda_gpus_
 on:[13,2,1,""],get_default_device:[13,2,1,""]},"singa.image_tool":{ImageTool:[20,1,1,""],color_cast:[20,2,1,""],crop:[20,2,1,""],crop_and_resize:[20,2,1,""],enhance:[20,2,1,""],load_img:[20,2,1,""],resize:[20,2,1,""]},"singa.image_tool.ImageTool":{color_cast:[20,3,1,""],crop3:[20,3,1,""],crop5:[20,3,1,""],crop8:[20,3,1,""],enhance:[20,3,1,""],flip:[20,3,1,""],num_augmentation:[20,3,1,""],random_crop:[20,3,1,""],resize_by_list:[20,3,1,""],resize_by_range:[20,3,1,""],rotate_by_list:[20,3,1,""],rotate_by_range:[20,3,1,""]},"singa.initializer":{gaussian:[22,2,1,""],uniform:[22,2,1,""]},"singa.layer":{Activation:[24,1,1,""],AvgPooling1D:[24,1,1,""],AvgPooling2D:[24,1,1,""],BatchNormalization:[24,1,1,""],Concat:[24,1,1,""],Conv1D:[24,1,1,""],Conv2D:[24,1,1,""],Dense:[24,1,1,""],Dropout:[24,1,1,""],Dummy:[24,1,1,""],Flatten:[24,1,1,""],GRU:[24,1,1,""],LRN:[24,1,1,""],LSTM:[24,1,1,""],Layer:[24,1,1,""],MaxPooling1D:[24,1,1,""],MaxPooling2D:[24,1,1,""],Merge:[24,1,1,""],Pooling2D:[24,1,1,""]
 ,RNN:[24,1,1,""],Slice:[24,1,1,""],Softmax:[24,1,1,""],Split:[24,1,1,""],engine:[24,4,1,""],get_layer_list:[24,2,1,""]},"singa.layer.AvgPooling1D":{get_output_sample_shape:[24,3,1,""]},"singa.layer.Concat":{backward:[24,3,1,""],forward:[24,3,1,""]},"singa.layer.Conv1D":{get_output_sample_shape:[24,3,1,""]},"singa.layer.Dummy":{backward:[24,3,1,""],forward:[24,3,1,""],get_output_sample_shape:[24,3,1,""],setup:[24,3,1,""]},"singa.layer.Layer":{as_type:[24,3,1,""],backward:[24,3,1,""],caffe_layer:[24,3,1,""],forward:[24,3,1,""],get_output_sample_shape:[24,3,1,""],param_names:[24,3,1,""],param_values:[24,3,1,""],setup:[24,3,1,""],to_device:[24,3,1,""]},"singa.layer.MaxPooling1D":{get_output_sample_shape:[24,3,1,""]},"singa.layer.Merge":{backward:[24,3,1,""],forward:[24,3,1,""],get_output_sample_shape:[24,3,1,""],setup:[24,3,1,""]},"singa.layer.RNN":{backward:[24,3,1,""],forward:[24,3,1,""]},"singa.layer.Slice":{backward:[24,3,1,""],forward:[24,3,1,""],get_output_sample_shape:[24,3,1,""]
 },"singa.layer.Split":{backward:[24,3,1,""],forward:[24,3,1,""],get_output_sample_shape:[24,3,1,""],setup:[24,3,1,""]},"singa.loss":{Loss:[25,1,1,""],SoftmaxCrossEntropy:[25,1,1,""],SquaredError:[25,1,1,""]},"singa.loss.Loss":{backward:[25,3,1,""],evaluate:[25,3,1,""],forward:[25,3,1,""]},"singa.loss.SquaredError":{backward:[25,3,1,""],evaluate:[25,3,1,""],forward:[25,3,1,""]},"singa.metric":{Accuracy:[26,1,1,""],Metric:[26,1,1,""]},"singa.metric.Metric":{evaluate:[26,3,1,""],forward:[26,3,1,""]},"singa.optimizer":{AdaGrad:[30,1,1,""],Adam:[30,1,1,""],Constraint:[30,1,1,""],CppConstraint:[30,1,1,""],CppRegularizer:[30,1,1,""],L2Constraint:[30,1,1,""],L2Regularizer:[30,1,1,""],Nesterov:[30,1,1,""],Optimizer:[30,1,1,""],RMSProp:[30,1,1,""],Regularizer:[30,1,1,""],SGD:[30,1,1,""]},"singa.optimizer.AdaGrad":{apply_with_lr:[30,3,1,""]},"singa.optimizer.Adam":{apply_with_lr:[30,3,1,""]},"singa.optimizer.Constraint":{apply:[30,3,1,""]},"singa.optimizer.CppConstraint":{apply:[30,3,1,""]},"s
 inga.optimizer.CppRegularizer":{apply:[30,3,1,""]},"singa.optimizer.L2Constraint":{apply:[30,3,1,""]},"singa.optimizer.L2Regularizer":{apply:[30,3,1,""]},"singa.optimizer.Nesterov":{apply_with_lr:[30,3,1,""]},"singa.optimizer.Optimizer":{apply:[30,3,1,""],apply_regularizer_constraint:[30,3,1,""],apply_with_lr:[30,3,1,""],register:[30,3,1,""]},"singa.optimizer.RMSProp":{apply_with_lr:[30,3,1,""]},"singa.optimizer.Regularizer":{apply:[30,3,1,""]},"singa.optimizer.SGD":{apply_with_lr:[30,3,1,""]},"singa.snapshot":{Snapshot:[31,1,1,""]},"singa.snapshot.Snapshot":{read:[31,3,1,""],write:[31,3,1,""]},"singa.tensor":{Tensor:[33,1,1,""],abs:[33,2,1,""],add:[33,2,1,""],add_column:[33,2,1,""],add_row:[33,2,1,""],average:[33,2,1,""],axpy:[33,2,1,""],bernoulli:[33,2,1,""],copy_data_to_from:[33,2,1,""],div:[33,2,1,""],eltwise_mult:[33,2,1,""],exp:[33,2,1,""],from_numpy:[33,2,1,""],gaussian:[33,2,1,""],ge:[33,2,1,""],gt:[33,2,1,""],le:[33,2,1,""],log:[33,2,1,""],lt:[33,2,1,""],mult:[33,2,1,""],po
 w:[33,2,1,""],relu:[33,2,1,""],reshape:[33,2,1,""],sigmoid:[33,2,1,""],sizeof:[33,2,1,""],softmax:[33,2,1,""],sqrt:[33,2,1,""],square:[33,2,1,""],sub:[33,2,1,""],sum:[33,2,1,""],sum_columns:[33,2,1,""],sum_rows:[33,2,1,""],tanh:[33,2,1,""],to_numpy:[33,2,1,""],uniform:[33,2,1,""]},"singa.tensor.Tensor":{"__iadd__":[33,3,1,""],"__idiv__":[33,3,1,""],"__imul__":[33,3,1,""],"__isub__":[33,3,1,""],T:[33,3,1,""],add_column:[33,3,1,""],add_row:[33,3,1,""],bernoulli:[33,3,1,""],clone:[33,3,1,""],copy:[33,3,1,""],copy_data:[33,3,1,""],copy_from_numpy:[33,3,1,""],deepcopy:[33,3,1,""],div_column:[33,3,1,""],div_row:[33,3,1,""],gaussian:[33,3,1,""],is_empty:[33,3,1,""],is_transpose:[33,3,1,""],l1:[33,3,1,""],l2:[33,3,1,""],memsize:[33,3,1,""],mult_column:[33,3,1,""],mult_row:[33,3,1,""],ndim:[33,3,1,""],reset_like:[33,3,1,""],reshape:[33,3,1,""],set_value:[33,3,1,""],size:[33,3,1,""],to_device:[33,3,1,""],to_host:[33,3,1,""],uniform:[33,3,1,""]},"singa.utils":{update_progress:[34,2,1,""]},sing
 a:{converter:[10,0,0,"-"],data:[11,0,0,"-"],device:[13,0,0,"-"],image_tool:[20,0,0,"-"],initializer:[22,0,0,"-"],layer:[24,0,0,"-"],loss:[25,0,0,"-"],metric:[26,0,0,"-"],net:[27,0,0,"-"],optimizer:[30,0,0,"-"],snapshot:[31,0,0,"-"],tensor:[33,0,0,"-"],utils:[34,0,0,"-"]}},objnames:{"0":["py","module","Python module"],"1":["py","class","Python class"],"2":["py","function","Python function"],"3":["py","method","Python method"],"4":["py","data","Python data"]},objtypes:{"0":"py:module","1":"py:class","2":"py:function","3":"py:method","4":"py:data"},terms:{"09309e":9,"1024l":9,"16l":9,"32l":9,"64l":9,"938460476e":9,"__iadd__":33,"__idiv__":33,"__imul__":33,"__isub__":33,"_build":5,"_singa_wrap":23,"abstract":[7,13,32,35,37,38,39,40],"boolean":[11,20],"byte":33,"case":[20,23,24,28],"char":[],"class":[11,13,20,24,25,26,27,30,31,32,33,35,37,38,40],"const":28,"default":[13,16,17,19,23,33,37],"export":23,"final":[9,24],"float":[17,20,24,25,26,30,33,34],"function":[],"goto":24,"import":[11,13
 ,20,22,23,24,25,26,30,33],"int":[11,13,17,22,24,25,26,28,30,33],"long":33,"new":[],"public":36,"return":[11,13,16,20,24,25,26,28,30,31,33],"short":[4,38],"static":[12,28],"switch":[9,23],"true":[11,20,24,33],"try":23,"void":28,"while":[3,23,28,35,36],abl:[16,32],abort:23,about:16,abov:[23,28],ac_check_lib:23,ac_cv_have_libgflag:23,acc:26,accept:[11,24,33,35,36],accord:[12,20,28,33],account:4,accumul:30,accuraci:[9,16,17,26,32],achiev:16,acm:36,across:7,activ:[23,24,25,26,40],adadelta:[7,35,39],adagrad:[30,32,40],adam:[7,30,35,39],adamax:35,adammax:[7,39],add:[2,4,5,7,12,16,20,23,24,33,35,37,38,40],add_column:33,add_row:33,addit:[16,19,24,32,33],addition:23,address:[2,38,39],adsc:36,advanc:[],affin:24,after:[4,9,12,14,15,17,23,24,28,38],again:[4,23,25],against:[],aggreg:30,alan:3,alex:28,alexnet:[],algebra:[7,32,33,35],algorithm:[24,30,32,35,37,38,40],all:[7,12,13,23,24,25,26,28,30,31,33,35,36],alloc:[32,33],allreduc:37,along:[24,33],alpha:[24,33],alreadi:23,also:[13,15,17,23,24,28,3
 0,36],amazon:35,amd64:23,amd:[7,23,32,35],among:[7,28],anaconda:23,android:7,angle_list:20,anh:3,ani:[6,13,20,28,36],annot:4,answer:6,anthoni:3,apach:[],append:9,appli:[16,20,24,30,33],applic:[0,6,15,28,35,36,38],apply_regularizer_constraint:30,apply_with_lr:30,april:[7,35,36],apt:[5,23],architectur:[7,23,35],archiv:1,arg:[24,30],argsortlay:[35,38],argument:[16,19,20,30,33],arm:32,arrai:[11,16,25,26,32,33],artifici:[9,16],ary1:13,ary2:13,as_typ:24,asf:[2,5,35,36],asset:[],assign:[28,37,38],assum:[17,30],asterisk:38,astyp:11,asynchron:35,attribut:[24,33],atung:3,aug:36,augment:[11,16,20],auto:[7,12,37],automat:[4,7,28,32,37],autoreconf:23,autotool:35,autotun:[24,40],aux:17,auxiliari:37,avail:[30,36,37],averag:[16,24,25,26,28,33],avg:24,avgpooling1d:24,avgpooling2d:24,avoid:[23,28,37],awar:33,axi:[24,33],axpi:33,b_spec:24,back:[11,33],backward:[24,25,32],balanc:[7,37],bar:34,base:[0,17,24,25,26,28,30,35,37,38,39,40],bashrc:[23,38],basic:36,bat:12,batch:[],batch_siz:[11,24],batchnorm:2
 4,batchnorml:40,batchsiz:[17,24],bdist_wheel:23,becaus:[23,24],been:[1,23,36],befor:[23,25,33],begin:20,beignet:23,belong:23,below:[23,28],beng:3,bengio:22,bernoulli:33,best:[16,36],beta:[24,33],beta_1:30,beta_2:30,beta_spec:24,better:23,between:[11,25,28,32,33,39],bia:[24,28],bibtex:36,bidirect:24,big:[37,38,39,40],bin:[9,15,16,17,23],binari:[9,12,14,16,17,23,25,33,40],bind:[7,9,23,35,38,39,40],bit:[12,23],bla:23,blame:4,blob:[28,35,37,38,39,40],block:40,bob:23,boltzman:37,bool:24,border_mod:24,boss:36,both:[4,7,9,16,22,24,28,30,32,39],bottom:20,bound:[22,33],box:23,bptt:[7,35,38],bpttworker:38,branch:[2,4,12,35],brew:23,bridg:[28,38],bright:20,brows:0,buffer:23,buffer_s:31,bug:[0,4,6,35,37,38,39,40],build:[],built:[5,23,40],c2084:12,c2375:12,caff:[],caffe_lay:24,caffemodel:14,cai:36,calcul:[26,33],call:[9,13,24,25,26,28,30,31,32,33,38],can:[2,4,5,6,9,12,14,15,16,17,20,23,25,26,28,29,30,32,36,37],cannot:[23,37,39],capac:11,card:[13,19,32,35,38],care:7,carri:[32,35],cast:20,categor:
 28,categori:[28,35,37],caus:[23,38],ccmake:[17,23],cct:7,cell:24,center:20,cflag:23,chain:20,chang:[4,17,23,24,33,39,40],channel:[20,24,40],charact:15,check:[4,6,23,37],checkout:23,checkpoint:[7,9,15,35,37,40],chen:[3,36],chin:3,chonho:3,chunk:28,cifar10:[9,16,38,40],cifar:[],circl:28,clamp:24,clang:23,classif:[9,14,16,17,22,38],click:4,client:23,clone:[4,12,23,33,35],cloud:[35,38],cluster:[35,37,39],clusterproto:37,cmake:[9,12,23,35,40],cmake_include_path:23,cmake_library_path:23,cmakelist:17,cmd:[12,23],cnmem:[7,40],cnn:[],code:[],codebas:4,coeffic:30,coeffici:30,collis:39,color:20,color_cast:20,column:[24,28,33],com:[2,3,5,12,23],combin:25,come:23,comma:11,command:[5,12,14,15,16,17,23,37,38],commandqueu:32,commit:[1,4,5],common:37,commun:[28,32,35,36,40],comp:3,compar:23,comparison:33,compat:32,competit:36,compil:[],complet:[35,36,40],complex:[32,35,38],compon:[7,32,35,40],compris:28,compuat:[13,25],comput:[16,25,26,28,32,40],concat:[24,38],concaten:[24,28,40],concurr:37,conda:23
 ,condit:39,conf:[24,30,37],config:[23,24],configur:[],conflict:[4,23],connect:[24,28,32,37],connectstub:37,consid:[4,28],consist:[11,16,28,32,35,36],constant:[9,24,30],constraint:[24,30,40],constraintconf:30,construct:[24,27,30,33],constructor:[28,30,33],contact:36,contain:[11,25,39],context:38,contrast:20,contributor:4,control:28,conv1:9,conv1_bia:9,conv1_weight:9,conv1d:24,conv2:9,conv2_bia:9,conv2_weight:9,conv2d:24,conv3:9,conv3_bia:9,conv3_weight:9,conv:24,convers:12,convert:[],convolut:[9,16,17,22,24,40],copi:[4,12,23,24,33],copy_data:33,copy_data_to_from:33,copy_from_numpi:33,core:[],corp:3,correct:[4,23,24],correspond:[12,24,32],could:[9,15,16,20,23,24,25,26,32,33],count:24,countabl:20,coupl:28,cp27:[],cplu:23,cplus_include_path:23,cppconstraint:30,cppcpu:[13,16,32,33],cppdevic:40,cppgpu:33,cpplint:4,cppmath:32,cppregular:30,cpu:[7,13,16,19,23,32,33,35,37,39],creat:[4,13,14,16,17,23,24,28,30,32,33,40],create_cuda_gpu:[13,24],create_cuda_gpu_on:13,create_cuda_gpus_on:13,creat
 e_data:17,creategraph:28,createnetfromgraph:28,crop3:20,crop5:20,crop8:20,crop:20,crop_and_res:20,cross:[7,24,25,32,40],cross_channel:24,csv:40,cubla:33,cuda7:23,cuda8:23,cuda:[],cudadevic:40,cudagpu:[13,16,24,32,33],cudamath:32,cudnn4:23,cudnn5:23,cudnn:[],cudnn_convolut:24,cudnn_pref:24,cudnnconvolut:[24,40],cudnndropout:40,current:[4,9,12,13,14,15,17,23,24,28,33],custom:37,cxxflag:23,cycl:24,czmq:7,dai:[3,36],daiji:3,danac:36,daniel:3,data:[],data_batch_1:9,data_batch_2:9,data_batch_3:9,data_batch_4:9,data_batch_5:9,data_format:24,datait:40,dataset:[],datavec:38,dbm:28,dbsystem:[],dcblas_include_dir:23,dcblas_librari:23,dcnn:28,dcx:24,dcy:24,dealer:37,deb:23,debian:[],debug:[7,35,38],dec:[7,36],decai:[24,30],decay_mult:24,decid:[20,24],decis:[35,36],decod:[32,35,40],decompress:[12,17,23],decreas:17,deep:[9,16,17,22,28,32,33,35,36,37,38,39,40],deepcopi:33,deepimag:7,def:[11,16],defin:[23,32,33,37],definit:12,degre:20,delimit:11,delv:22,denot:33,dens:[22,24,32,40],dense_bia:9,dense
 _weight:9,depend:[],deploi:[5,7],deploy:7,deprec:12,descent:30,describ:[4,15,28,32,36],descript:4,design:[3,4,37,38,39,40],destin:33,detail:[4,9,16,23,28,32,36,38],detect:[39,40],dev:[1,16,23,24,33,35,36],develop:[],devic:[],device_id:13,dglog_include_dir:23,dglog_librari:23,dhx:24,dhy:24,dialog:12,dict:[24,31],dictionari:24,diff:[24,37],differ:[12,23,24,28,32,33,35,37],difficulti:22,dimens:[],dimension:[32,33],dinh:[3,36],dinhtta:3,dir:23,direct:28,directli:[25,26,35,36],directori:[9,12,23,38],disabl:[4,40],disclaim:[],discuss:4,disk:32,displai:[34,37],dist:23,distribut:[7,22,25,28,33,35,36,37,38,39,40],div:33,div_column:33,div_row:33,divid:33,divis:33,dll:23,doc:5,docker:[7,35,38,39],document:[],doe:[4,9,12,14,24,30,33,35,36],done:[4,12,33,34],downgrad:23,download:[],download_data:[9,16],downpour:[7,37],doxygen:[5,38],dp1:24,dp2:24,dpi:24,dprotobuf_include_dir:23,dprotobuf_librari:23,dprotobuf_protoc_execut:23,dpython_include_dir:23,dpython_librari:23,driver:[23,37,38,39],drop:24,
 dropout:[24,35,40],droput:24,dst:33,dst_offset:33,dtype:[24,25,26,33],due:[12,23,24,28],dummi:[24,33,38],dummylay:35,dun:3,dure:[9,23,37],duse_cuda:23,duse_modul:23,duse_opencl:23,duse_python:[9,23],dx1:24,dx2:24,dxi:24,dxn:24,dy1:24,dy2:24,dyi:24,dylib:23,dyn:24,each:[1,7,11,15,16,17,20,24,25,26,28,30,32,33],earli:37,easi:[35,37,38],easili:[28,32],ec2:35,echo:23,edu:[3,9],effect:28,effort:[35,36],either:[20,23,24],element:[24,33],elementi:33,eltwise_mult:33,email:3,empti:[23,24,30,33,37],enabl:[23,28,35,37,38,40],encod:[32,35,40],encount:12,encourag:23,end:[11,20],endors:[35,36],endpoint:[2,32],engin:[24,40],enhanc:[7,20,37],entir:[12,28],entropi:[25,32,40],enum_type_wrapp:23,enumer:20,env:23,environ:[],epoch:[9,17,30],epsilon:30,equal:24,error:[12,23,25,30,32,37,38],especi:12,establish:1,etc:[12,28,32],evalu:[24,25,26],everi:[28,32,33],everytim:23,exactli:17,exampl:[],except:[24,28,33],exclud:[20,28,38],exclus:30,execut:[5,9,13,14,23,32],exist:[9,23],exmapl:36,exp:[17,33],expect:1
 5,express:32,extend:[7,32,37,39],extens:32,extern:37,extra:24,extract:[9,12,35,38],fact:28,fail:[37,39],failur:7,falg:24,fals:[20,24,33],fan_in:22,fan_out:22,faq:[],fast:4,fatal:23,fatest:24,featur:[],fedora:23,feed:[],feedforward:[],few:14,fewer:[4,35],field:[4,24,28,33,37,38],figur:[28,32],file:[4,5,7,9,11,12,14,15,16,17,23,28,32,35,37,38,39,40],files:17,filter:28,find:[4,23,36,37],finish:[4,9,12,37],first:[9,28,36],firstli:28,fix:[4,12,23,35,37,38,39,40],fixbug:4,fixg:37,flag:[23,24,25,37],flat:9,flatten:[24,40],flip:[11,20],float16:32,float32:[32,33],floder:17,floor:24,flow:4,folder:[5,12,14,16,17,23,37],follow:[0,2,4,5,9,12,13,14,16,17,19,20,22,23,24,28,30,32,33,36,37,38,39,40],foo:4,footprint:7,fork:4,form:4,fortran:23,forward:[],found:[2,23],foundat:[35,36],four:16,foward:[24,25,26],fpga:[32,35],framework:[7,35,37],free:32,frequenc:17,from:[],from_numpi:[25,26,33],fromarrai:11,front:23,full:[11,28],fulli:[24,28,35,36,40],func:37,further:[4,35,36],furtur:24,futur:24,gamma:24,g
 amma_spec:24,gang:3,gao:[3,36],gate:3,gaussian:[9,22,24,30,32,33],gcc4:23,gcc:23,gemm:33,gemv:33,geneart:[25,26],gener:[5,12,15,16,17,23,24,30,32,33,37,38,39,40],get:[],get_default_devic:[13,33],get_includ:23,get_layer_list:24,get_output_sample_shap:24,gflag:23,git:[2,4,5,12,23],github:[2,4,5,12,23,35,40],give:[5,20,28,33,36],given:[20,24,28,30,32,33,36],glibc:23,global:[11,30],glog:[12,23,37,40],glorot:22,gmail:3,gnu:[7,35,37],googl:[],got:23,gpu:[7,13,16,19,23,32,33,35,37,38,39],grad:[24,25,30,35],gradient:[16,24,25,28,30,32,37],gradvec:38,graph:[28,37,38],grayscal:20,grep:23,ground:[25,26],group:[7,28,37],gru:[15,24,35,38],grulay:[7,38],gtest:35,gui:23,guid:[],gun:38,hadoop:36,haibo:3,half:[24,36],halt:34,hand:[33,36],handleputmsg:37,happen:23,hardwar:[7,13,32,33,35],hash:[12,39],have:[1,4,9,12,17,23,24,28,30,32,33,35,36],haven:23,hawaii:36,hdf:[35,38],header:[12,23,38],health:7,height:[11,20,24],held:36,help:[6,28,35],henc:9,here:[23,36],heterogen:[7,35],hid:28,hidden:[24,28],hi
 dden_s:24,high:[4,24,33],higher:[28,30,32,33],hight:33,hinton:19,histori:23,hogwild:[7,37],home:23,homebrew:23,horizont:24,host:[13,16,33,37],howev:[12,23],html:[5,13],http:[0,2,5,9,12,23],human:22,hybrid:[7,28,35,38,39],hyper:[15,19,24],hzchenhaibo:3,i2r:36,icd:23,idea:28,ideal:4,identifi:[4,24],idx:[11,20],ignor:23,illustr:[9,32],ilsvrc:17,imag:[],image_fold:11,image_path_suffix:11,image_tool:[11,20],image_transform:11,imagebatchit:11,imagenet:[],imagetool:[11,20],img:[11,20],img_list_fil:11,img_path:11,imgclass:14,imgtool:20,immedi:4,implement:[],implment:[13,25,26,33],importerror:23,improv:[4,35,37,38,39],in_shap:24,includ:[4,7,9,11,12,13,15,16,17,20,23,24,25,26,28,30,31,32,35,37,38,39,40],inconsist:24,incub:[1,2,4,5,23,35,36,37,38,39,40],index:[25,30],indic:[23,25,28,35,36],info:[27,30,34],inform:[7,9,23,35,38],infrastructur:[35,36],inherit:[25,26],init:[24,38],initgooglelog:38,initi:[],inner:24,innerproductlay:38,inplac:[20,33],input:[15,20,22,24,25,33,38,40],input_feature_len
 gth:[22,24],input_mod:24,input_sample_shap:24,insensit:24,insert:28,insid:30,instal:[],instanc:[16,20,24,28,30,32,33,37],instead:24,instruct:[],integ:[24,25,33],integr:[7,35,37,38],intel:23,intend:12,interact:[4,39],interfac:[38,39,40],intermedi:37,intern:[11,20,23,28,33],interpret:23,intial:9,intuit:[37,38,39,40],invalid:37,invok:[23,32,33],ip_bia:9,ip_weight:9,ipython:[29,36],iri:23,is_empti:33,is_transpos:33,iter:[11,30],itself:4,j2ee:0,jan:[7,36],januari:35,jenkin:[7,40],jian:22,jinyang:3,jira:[],jixin:3,job:[4,28,35,37,38],join:6,juli:36,june:36,jupyt:36,just:[23,24],kaim:22,kaip:3,kdata:28,kei:35,kernel:[15,24,32],keval:[24,25],kfloat32:33,khidden:28,khidlay:28,kian:3,kimag:28,kind:28,klabel:28,know:23,kriz:9,ksoftmaxloss:28,ktest:28,ktrain:[24,25,28],kvalid:28,kvislay:28,kwarg:24,l2constraint:30,l2regular:30,label:[11,14,16,25,26,28],lack:6,lah:23,lambda:12,languag:[15,32],larg:[7,28,37,38,39,40],last:4,later:[28,35],latest:[4,12,14,23,35],launch:37,layer:[],layertyp:38,ld_li
 brary_path:23,lead:[28,37],learn:[17,24,28,30,32,35,36,37,38,39,40],least:[23,24],lee:3,left:[20,33],left_bottom:20,left_top:20,length:[20,24,33],let:23,level:[4,22,32,38,39],lib64:23,lib:[12,23,40],libcnmem:40,libglog:[12,23],libgoogl:23,liblmdb:23,libopenbla:[12,23],libopencv:23,libprotobuf:[12,23],libprotoc:12,libpython2:23,librari:[],library_path:23,libsingagpu:39,libstdc:23,libtool:37,libviennacl:23,licens:[],life:24,light:40,like:[4,7,9,23,28],limited_workspac:24,line:[4,11,15,23],linear:[7,24,32,33,35],link:[1,2,12,23],linkag:12,linker:23,linux:[],linux_input:15,linux_x86_64:[],lite:12,lmdb:[23,37,40],lmdbreader:40,lmdbwriter:40,load:[7,9,11,14,16,17,20,31,32,35,37,38],load_img:20,local:[2,23,24,40],locat:[28,39],look:28,loss:[],low:[24,33],lower:[28,33],lr_gen:30,lr_mult:24,lrn1:9,lrn2:9,lrn:24,lstm:24,luo:[3,36],mac:[],machin:[32,35,37],maco:7,macosx10:23,macosx_10_11_intel:[],mai:[4,12,17,23,28,36],main:[16,23,37,38],major:[7,32,35,38],make:[9,20,23,28,30,33,35,36,38,40],m
 alloc:32,manag:[0,2,7,12,13,32,35,37,40],manger:23,mani:[3,4,32],manner:[35,36],manual:[17,24],map:12,march:36,mark:33,markdown:5,master:[4,5,12],match:23,math:[32,38,39,40],matric:40,matrix:[24,28,32,33,38],maven:35,max:[11,20,24],maxpooling1d:24,maxpooling2d:24,mayb:23,md5:35,mean:[17,23,24,33],meaning:[4,15],measur:32,meihui:3,meihui_zhang:3,melbourn:36,member:[3,12,24,31,33,38],memori:[7,13,17,23,28,32,33,37,40],memsiz:33,merg:[4,24,40],meso:[7,35,37,38,39],messag:[4,5,9,30,32],meta:[11,24,32],method:[13,20,22,24,31,32,40],metric:[],middl:20,migrat:7,mini:[11,28],miscellan:38,mismatch:37,miss:23,mkdir:[9,23],mlp:[7,28],mode:[16,24,31,38],model:[],model_bin:14,model_pb2:[24,25],model_txt:14,modelproto:37,moduel:33,modul:[7,11,25,26,30,32,33,37,40],momentum:[24,30,38],more:[4,14,17,23,32,35,36,38],most:[23,24,28,32,33],move:[24,33,37,38],msse2:23,mult:33,mult_column:33,mult_row:33,multi:[7,32,33],multimedia:36,multipl:[],multipli:[24,30,33],must:[20,23,24,25,28,30,33],mutipl:24,mu
 tual:30,nair:3,name2lay:28,name:[1,3,11,12,23,24,28,30,31,32,35],namespac:23,nation:3,natur:15,nb_channel:22,nb_filter:22,nb_kernel:24,nchw:24,ndim:33,necessari:[12,23],necessarili:[35,36],need:[2,9,23,25,26,28,30,33],neg:34,negat:33,nerual:27,nesterov:[30,40],net:[],neteas:3,netproto:28,network:[7,9,15,16,17,28,32,35,37,40],neural:[],neuralnet:[28,35,37,38],neuralnetwork:22,new_img:20,newer:23,newest:23,newli:[5,28,35,36],next:[11,23,28,37],nhwc:24,no_workspac:24,node:[7,28,35,37,38],nomal:40,non:[12,23],none:[11,24,30,33],norm:[30,33],normal:[23,24,26,28,32,40],note:[23,33,35,37,38,39,40],notebook:[29,36],noth:[24,30],now:[9,17,36],np_arrai:33,npartit:28,npy:33,ntest:17,nthread:17,ntrain:17,num:[11,13,20,24,28],num_augment:20,num_cas:20,num_output:24,num_stack:24,number:[4,9,13,15,17,20,24,28,30,33,37],numer:30,numpi:[11,16,23,33],nvcc:40,nvidia:[7,13,23,32,35],obj:30,object:[22,24,25,26,28,30,32,37,40],objectarrai:23,oct:36,octob:35,odd:24,off:[23,40],offset:[20,33],old:33,older:
 23,omit:28,onc:4,onehotlay:38,onli:[12,14,22,23,24,28,33,38],onlin:[2,12],only_cbla:23,onto:[24,33],ooi:[3,36],ooibc:3,open:[4,6,12,23,29,36],openbla:[7,12,23,37],opencl:[],openclgpu:[13,32,33],openclmath:32,opencv:[17,23,40],oper:[7,13,20,24,25,32,33,35,38,39,40],operand:33,opt:23,optim:[],option:[12,17,23,30,33,37,40],order:[9,23],org:[0,1,2,3,5,36],organ:3,origin:[4,24,28,33],orign:20,osaka:3,osx:[],other:[3,4,6,7,15,16,23,24,25,26,28,30,32,33,35,36,37,38,39],otherwis:[20,33],otool:23,our:36,out:[23,24,33,37],outdata:17,output:[9,11,14,17,20,23,24,28,37,40],output_feature_length:22,outsid:[23,30],over:[],overrid:[25,26,30],overview:[36,40],own:4,packag:[],pad:24,page:[9,16,28,32,36],pair:[24,28],paper:[19,36],parallel:[16,28,35,38],param:[24,28,30,37,38],param_nam:[24,31],param_spec:24,param_v:31,param_valu:24,paramet:[],paramid2param:28,paramspec:30,paramt:[24,30],pars:37,parti:38,particular:23,particularli:[15,28],partit:[],partition_dim:28,pass:[23,28,32],password:5,patch:[3,4
 ,6,20],patch_5:20,patch_and_scal:20,path:[11,12,14,15,20,23,37],payload:32,pb2:[],peopl:3,per:[16,24,25,26,30],perform:[9,22,23,26,32,35,37],perl:12,permiss:37,pfreq:17,phase:[20,23,28],phone:7,pil:11,ping:4,pip:[5,23],pkl:19,place:16,plai:3,plain:[],plan:37,platform:[7,23,36,37,38,39,40],pleas:[4,9,12,14,15,16,17,19,23,35,36],pmc:35,png:[11,20],point:24,pointer:[28,35],pool1:9,pool2:9,pool3:9,pool:[7,24,40],pooling2d:24,poolingconf:24,popular:[7,22,28,37,38,39,40],posit:[20,23,24],possibl:28,post:1,potenti:32,pow:33,predict:[],prefer:[23,24],prefetch:[11,35,39],prefix:[11,23,24],prelu:40,prepar:[],preprocess:[],preprocessor:12,present:36,prevent:30,previou:[12,14],previous:[16,35],print:[17,23,38],prioriti:[30,39],probabl:[24,26,33],problem:[4,23],proce:23,process:[9,19,20,28,35,36,37,39,40],product:24,program:[7,14,16,19,23,32,35,37,38,39,40],progress:34,project:[],prompt:12,propag:[24,32],proper:12,propos:28,proto:[7,25,33,37,40],protobuf260:23,protobuf:[],protoc:[12,23],protocol
 :23,prototxt:14,provid:[4,6,13,15,16,23,24,27,28,32,33,34],purpos:38,push:[2,4],put:[12,23,33,36],pydatasg:36,pysinga:[],python2:23,python:[],pythonpath:23,pythreadst:23,question:6,queue:11,quickstart:9,race:39,ran:16,random:[7,20,32,35,37],random_crop:[11,20],randomli:[20,25,26],rang:[11,32],rat:37,rate:[17,24,30],raw:35,rbm:[],read:[9,14,20,31,32,33,35,40],reader:[32,40],readi:12,readm:23,real:30,rearrang:38,rebas:4,recent:[],recommend:[5,23],recommonmark:5,record:32,recoveri:7,rectifi:22,recurr:[7,15,24,28,37],redefinit:12,reduc:7,redund:28,ref:22,refactor:[37,38],refer:[4,9,14,16,17,23,24,28],refin:[37,38],reflect:[35,36],regard:17,regist:30,regular:[24,30,40],regularizerconf:30,reinstal:23,relat:[23,37,38],releas:[7,12,23,28,35,36,37,38,39,40],relev:4,relu1:9,relu2:9,relu3:9,relu:[24,33],rememb:23,remot:2,remov:[7,25,28,37,38,39],ren:22,renam:40,replac:[7,15,16,20,28,35,38],replic:[24,28],repo:[2,5,23],report:[4,6,23,36],repres:[13,28,32],reproduct:4,request:[],requir:[3,4,9,16
 ,17,23,24,35,36],rescal:30,research:36,reset:[23,33,37],reset_lik:[24,33],reshap:[24,33],resid:[13,28],residu:7,resiz:20,resize_by_list:20,resize_by_rang:[11,20],resnet:[16,35,40],resourc:7,respect:[24,28],respons:[24,40],rest:25,restor:[7,35,37],restrict:37,result:[20,23,24,28,33],resum:40,ret:33,retriev:30,review:[4,35,36],reword:4,rework:36,rgb:11,rho:30,right:[20,23,33],right_bottom:20,right_top:20,rmsprop:[30,32,40],rng:20,rnn:[],rnn_mode:24,role:3,root:[23,37],rotat:20,rotate_by_list:20,rotate_by_rang:20,row:[16,24,26,28,33],rule:30,run:[],runonebatch:37,runtim:[23,37],safe:[4,37],sai:23,same:[9,17,23,24,28,30,33,35,37,38],sampl:[9,11,14,15,24,25,26,33],save:[9,11,17,20],scalar:24,scale:[20,37],schedul:[],scheme:28,school:36,scienc:23,scm:2,scrip:37,script:[9,12,13,14,17,31,35,37],seamlessli:16,second:[23,36],section:[12,23,28],see:[4,9,23,28,30],seed:15,select:[23,37],self:[20,33],send:40,sensit:24,sentenc:15,sep:[7,36],separ:37,septemb:35,seqenc:24,sequenti:15,server:[7,28,3
 5,37],servic:37,session:36,set:[2,4,15,19,20,23,24,25,26,28,30,32,33,37],set_valu:[24,33],setup:[23,24,37,40],sever:[6,17],sgd:[7,30,32,35,38,39,40],shallow:33,shaoq:22,shape:[11,24,25,28,33,40],share:[],share_from:28,sharefrom:28,shareparamsfrom:28,sharp:20,sheng:3,should:[0,4,9,16,17,23,24,28,30,33],show:[9,23],shown:28,shuffl:11,side:[20,33],sigmod:36,sigmoid:[24,33],signa:[38,39],silenc:12,similar:[16,24,28],similarli:28,simpl:[36,40],simpler:24,simplest:23,simpli:[14,28],simplifi:7,sinc:[12,28,33],sing:28,singa:[],singa_dropout:24,singa_root:[9,23],singacl:24,singacl_dropout:24,singacpp:24,singacpp_convolut:24,singacpp_dropout:24,singacuda:24,singacuda_dropout:24,singapor:3,singatest:37,singatool:37,singav1:40,singel:26,singl:[7,24,25,28,33,35,37,38,39],singleton:[4,37,40],site:5,size:[20,24,28,33,37],size_list:20,sizeof:33,skip:24,slice:[24,28,37,38,40],slice_point:24,slide:36,sln:[12,23],slow:23,small:[4,30],small_siz:20,smaller:20,snapshot:[],snprintf:12,socket:35,softmax:[2
 4,25,26,28,33,40],softmaxcrossentropi:25,softmaxlay:[35,38],softwar:[],solut:[12,23],some:[3,9,15,23,24,25,28,29,32,35,37,40],sometim:23,soon:[14,23],sort:37,space:[11,28],spars:[32,37],spec:[24,30],special:23,specif:[],specifi:[9,17,23,24,28,33],speed:32,sphinx:[5,35,40],split:[24,28,38,40],sponsor:[35,36],sprintf:12,sqrt:33,squar:[20,25,30,32,33],squarederror:25,squash:4,src:[12,23,33],src_offset:33,srclayer:28,sse2:23,ssh:37,stabil:[35,36],stack:[],stand:24,standard:[7,33],start:[],state:[4,24,33],statist:[9,40],statu:[17,35,36],std:[15,22,24,28,33],stdext:12,step1:17,step:[5,9,12,17,23,30],still:12,stochasitc:30,stop:37,store:[5,9,17,24,32,33,35,38],str:[11,20,24,30,34],strata:36,strategi:28,stream:32,stride:24,string:[15,23,24,28,30,31,32,34],structur:[],stub:[28,35],stuck:37,studio:[12,23],sub:[24,28,33],subclass:[13,25,26,30,32,40],submit:[0,3],submodul:40,subscrib:[1,36],subsequ:28,subset:28,subtract:33,success:[3,35,36],successfulli:23,sudo:23,suggest:3,sum:[24,33],sum_colu
 mn:33,sum_row:33,summari:2,summat:[24,33],summer:36,sun:22,support:[],suppos:[23,28],suppport:7,sure:[23,33],surpass:22,sutd:3,svn:5,swig:[13,23,24,33],synchron:[16,28,35],synset:14,synset_word:14,system:[0,4,12,23,35,37],tag:[23,24],take:28,tan:[3,36],tanh:[24,33],tankl:3,tap:23,tar:[9,23],target:[37,40],task:[7,26],tcp:38,tdun:3,technolog:3,ted:3,tensor:[],tensor_math_cpp:33,tensor_math_cuda:33,tensor_math_opencl:33,term:[32,33],termin:37,tesnor:30,tesor:33,test:[],test_batch:9,test_singa:23,tester:3,testfold:17,testlist:17,text:[],textfileread:40,textfilewrit:40,than:[23,28,30],thei:[23,24,28,32],theja:3,them:[4,12,23,28,29],therefor:[13,32],thererfor:24,thi:[],third:[36,38],thirdparti:37,those:24,thread:[4,17,23,28,32,37,39],three:[13,16,28,32,33,35],threse:24,threshold:30,through:[15,24,28],thu:[25,28],time:[35,37,38],timer:40,titl:4,tmp:38,tnesor:25,to_devic:[24,33],to_host:33,to_numpi:33,todo:[13,24],togeth:[],told:[4,23],too:[4,37],tool:[],toolkit:[],top:[14,20,26,32],topk:1
 6,topolog:37,toronto:9,total:20,tracker:36,tradit:32,train:[],train_perf:9,trainer:37,trainfold:17,trainlist:17,trainx:17,transfer:[23,28,40],transform:[17,24,40],transpar:[24,28,32],transpos:[11,33],trap:23,travi:[35,40],tree:5,trivial:38,truch:25,trunk:5,truth:[25,26],tsinghua:36,tung:[3,36],tupl:[20,24],turn:17,tutori:36,two:[14,16,28,32,33,36],txt:[11,14,15,17],type:[9,14,16,17,24,28,32,33,37],typic:[20,23,24,28,30,32],ubuntu1404:[],ubuntu14:23,ubuntu16:23,ubuntu:[5,23],ubunu:23,udpat:30,uint8:11,unclear:6,under:[4,12,23,28,36],undergo:[35,36],underli:[24,33],understand:22,undesir:39,undirect:28,unidirection:28,unifi:40,uniform:[22,24,25,26,30,32,33],union:20,unit:[13,15,23,24,28,32,35,37,38],unittest:23,univers:[3,36],unrol:[24,28],unsubscrib:1,until:[35,36],updat:[4,5,6,7,14,16,24,30,32,35,37,38,39,40],update_progress:34,upgrad:23,url:23,usag:[11,14,20,22,24,25,26,30,33],use_bia:24,use_cpu:16,use_gpu:19,user:[],usernam:[4,5],usr:23,util:[],val:9,val_perf:9,valid:[9,16,17,24,28
 ],vallina:30,valu:[20,22,24,25,26,28,30,31,32,33,37],valuabl:3,varaibl:23,variabl:[23,32,33],varianc:[24,33],variant:32,varieti:[37,38,39,40],vector:[24,28,33],vertial:24,vertic:24,vgg16:14,vgg19:14,vgg:[7,14,16,35,40],vggnet:16,via:[23,25,28],video:[16,17],viennacl:23,viewer:[29,36],virtual:[],virtualenv:23,visibl:28,visual:[7,12,23,35],vldb:36,volumn:33,vs2015:12,vsproject:12,w_spec:24,w_transpos:24,wai:[2,6,23,28],wait:4,wang:[3,36],wangji:3,wangsh:3,wangwei:[3,13,24],wangyuan:3,want:23,warn:12,webpag:6,wei:3,weight:[22,24,28,30,38],weight_decai:30,well:[12,28],wenfeng:3,wheel:[],whel:23,when:[12,23,28,32,37,38,39],where:[4,14,16,24,28],which:[13,15,16,17,20,23,24,28,30,32,33,35,37],whl:23,who:4,whole:23,whose:[25,28,33],wide:[9,15,16,17,32,37,38,39,40],width:[11,20,24],win64:[12,23],window:[],wip:2,wise:[24,33],wish:12,within:[28,30,37],without:[16,23,24,28,33],word:[28,32],work:[4,12,14,23],worker:[],workshop:36,workspac:37,would:[14,16,19,20,23,24,28,30,32,33],wrap:[24,25,26,3
 2,33],wrapper:[30,35,38],write:[3,4,31,32,35,37,40],writer:[32,40],wuwf:3,www:9,xavier:24,xiangyu:22,xie:[3,36],xing:3,xpu:37,xxxmath:32,xxxx:4,xxxxx:23,yet:[35,36],yosemit:23,you:[2,4,5,6,9,12,14,17,20,23,29,36],your:[2,4,12,14,17,23,36],your_fil:4,yournam:23,yourself:6,yuan:3,yum:23,zero:33,zeromq:7,zhang:[3,22,36],zhaoj:3,zhejiang:3,zheng:[3,36],zhongl:3,zju:3,zmq:39,zoo:7,zookeep:[7,35,37,39],zsock:37},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","Development Schedule","Documentation","Running instructions for CPP version","Caffe Converter","Data","Dependent library installation","Device","Use parameters pre-trained from Caffe in SINGA","Train Char-RNN over plain text","Train CNN over Cifar-10","Train AlexNet over ImageNet","Examples","Train a RBM model against MNIST dataset","Image Tool","Documentation","Initializer","Installation","Layer","Loss","
 Metric","FeedForward Net","Neural Net","&lt;no title&gt;","Optimizer","Snapshot","Software Stack","Tensor","Utils","Download SINGA","Welcome to Apache Singa","&lt;no title&gt;","&lt;no title&gt;","&lt;no title&gt;","&lt;no title&gt;"],titleterms:{"char":15,"function":28,"new":36,access:[2,28],advanc:28,against:19,alexnet:17,apach:36,api:[5,13,22,24,33],batch:28,build:23,caff:[10,14],cbla:12,cifar:16,cite:36,cnn:16,code:4,committ:2,compil:[17,23],configur:28,contribut:[4,5,6,36],convert:10,core:32,cpp:[5,9,13,22,24,33],creation:28,cuda:23,cudnn:23,data:[11,16,17],dataset:19,debian:23,depend:[12,23],develop:[3,7],devic:13,dimens:28,disclaim:36,dispatch:28,document:[5,8,21,36],download:[17,35],energi:28,environ:23,exampl:[14,18],faq:[12,23],featur:28,feed:28,feedforward:27,format:4,forward:28,from:[14,23],get:36,googl:12,guid:28,how:[4,5,6,36],imag:[14,20],imagenet:17,implement:[28,33],initi:22,instal:[12,16,23],instruct:[9,15,16,17,19],issu:0,jira:4,layer:24,librari:[12,23],licens:36,
 linux:23,list:1,log:12,loss:25,mac:23,mail:1,mentor:3,metric:26,mnist:19,model:[14,19,28,32],multipl:28,net:[27,28],neural:28,obtain:14,opencl:23,optim:30,over:[15,16,17],packag:23,paramet:[14,28],partit:28,plain:15,pre:14,predict:[14,16],prepar:[14,16],preprocess:17,project:1,protobuf:12,pull:4,pysinga:23,python:[9,13,22,24,33],rbm:19,recent:36,repositori:2,request:4,rnn:[15,28],run:[9,14,19],schedul:7,share:28,singa:[3,6,14,16,17,23,35,36],snapshot:31,softwar:32,sourc:[2,23],specif:13,stack:32,start:36,structur:28,style:4,support:23,team:3,tensor:33,test:14,text:15,thi:14,togeth:23,tool:20,track:0,train:[14,15,16,17,19],upstream:2,user:28,util:34,version:9,virtual:23,web:2,websit:5,welcom:36,wheel:23,window:[12,23],worker:28}})
\ No newline at end of file
+Search.setIndex({envversion:46,filenames:["community/issue-tracking","community/mail-lists","community/source-repository","community/team-list","develop/contribute-code","develop/contribute-docs","develop/how-contribute","develop/schedule","docs","docs/cnn","docs/converter","docs/data","docs/dependencies","docs/device","docs/docker","docs/examples/caffe/README","docs/examples/char-rnn/README","docs/examples/cifar10/README","docs/examples/imagenet/README","docs/examples/index","docs/examples/mnist/README","docs/image_tool","docs/index","docs/initializer","docs/installation","docs/layer","docs/loss","docs/metric","docs/net","docs/neural-net","docs/notebook/README","docs/optimizer","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"],objects:{"singa.data":{ImageBatchIter:[11,1,1,""]},"singa.device":{create_cuda_gpus:[13,2,1,""],cre
 ate_cuda_gpus_on:[13,2,1,""],get_default_device:[13,2,1,""]},"singa.image_tool":{ImageTool:[21,1,1,""],color_cast:[21,2,1,""],crop:[21,2,1,""],crop_and_resize:[21,2,1,""],enhance:[21,2,1,""],load_img:[21,2,1,""],resize:[21,2,1,""]},"singa.image_tool.ImageTool":{color_cast:[21,3,1,""],crop3:[21,3,1,""],crop5:[21,3,1,""],crop8:[21,3,1,""],enhance:[21,3,1,""],flip:[21,3,1,""],num_augmentation:[21,3,1,""],random_crop:[21,3,1,""],resize_by_list:[21,3,1,""],resize_by_range:[21,3,1,""],rotate_by_list:[21,3,1,""],rotate_by_range:[21,3,1,""]},"singa.initializer":{gaussian:[23,2,1,""],uniform:[23,2,1,""]},"singa.layer":{Activation:[25,1,1,""],AvgPooling1D:[25,1,1,""],AvgPooling2D:[25,1,1,""],BatchNormalization:[25,1,1,""],Concat:[25,1,1,""],Conv1D:[25,1,1,""],Conv2D:[25,1,1,""],Dense:[25,1,1,""],Dropout:[25,1,1,""],Dummy:[25,1,1,""],Flatten:[25,1,1,""],GRU:[25,1,1,""],LRN:[25,1,1,""],LSTM:[25,1,1,""],Layer:[25,1,1,""],MaxPooling1D:[25,1,1,""],MaxPooling2D:[25,1,1,""],Merge:[25,1,1,""],Pooling
 2D:[25,1,1,""],RNN:[25,1,1,""],Slice:[25,1,1,""],Softmax:[25,1,1,""],Split:[25,1,1,""],engine:[25,4,1,""],get_layer_list:[25,2,1,""]},"singa.layer.AvgPooling1D":{get_output_sample_shape:[25,3,1,""]},"singa.layer.Concat":{backward:[25,3,1,""],forward:[25,3,1,""]},"singa.layer.Conv1D":{get_output_sample_shape:[25,3,1,""]},"singa.layer.Dummy":{backward:[25,3,1,""],forward:[25,3,1,""],get_output_sample_shape:[25,3,1,""],setup:[25,3,1,""]},"singa.layer.Layer":{as_type:[25,3,1,""],backward:[25,3,1,""],caffe_layer:[25,3,1,""],forward:[25,3,1,""],get_output_sample_shape:[25,3,1,""],param_names:[25,3,1,""],param_values:[25,3,1,""],setup:[25,3,1,""],to_device:[25,3,1,""]},"singa.layer.MaxPooling1D":{get_output_sample_shape:[25,3,1,""]},"singa.layer.Merge":{backward:[25,3,1,""],forward:[25,3,1,""],get_output_sample_shape:[25,3,1,""],setup:[25,3,1,""]},"singa.layer.RNN":{backward:[25,3,1,""],forward:[25,3,1,""]},"singa.layer.Slice":{backward:[25,3,1,""],forward:[25,3,1,""],get_output_sample_sha
 pe:[25,3,1,""]},"singa.layer.Split":{backward:[25,3,1,""],forward:[25,3,1,""],get_output_sample_shape:[25,3,1,""],setup:[25,3,1,""]},"singa.loss":{Loss:[26,1,1,""],SoftmaxCrossEntropy:[26,1,1,""],SquaredError:[26,1,1,""]},"singa.loss.Loss":{backward:[26,3,1,""],evaluate:[26,3,1,""],forward:[26,3,1,""]},"singa.loss.SquaredError":{backward:[26,3,1,""],evaluate:[26,3,1,""],forward:[26,3,1,""]},"singa.metric":{Accuracy:[27,1,1,""],Metric:[27,1,1,""]},"singa.metric.Metric":{evaluate:[27,3,1,""],forward:[27,3,1,""]},"singa.optimizer":{AdaGrad:[31,1,1,""],Adam:[31,1,1,""],Constraint:[31,1,1,""],CppConstraint:[31,1,1,""],CppRegularizer:[31,1,1,""],L2Constraint:[31,1,1,""],L2Regularizer:[31,1,1,""],Nesterov:[31,1,1,""],Optimizer:[31,1,1,""],RMSProp:[31,1,1,""],Regularizer:[31,1,1,""],SGD:[31,1,1,""]},"singa.optimizer.AdaGrad":{apply_with_lr:[31,3,1,""]},"singa.optimizer.Adam":{apply_with_lr:[31,3,1,""]},"singa.optimizer.Constraint":{apply:[31,3,1,""]},"singa.optimizer.CppConstraint":{apply:[
 31,3,1,""]},"singa.optimizer.CppRegularizer":{apply:[31,3,1,""]},"singa.optimizer.L2Constraint":{apply:[31,3,1,""]},"singa.optimizer.L2Regularizer":{apply:[31,3,1,""]},"singa.optimizer.Nesterov":{apply_with_lr:[31,3,1,""]},"singa.optimizer.Optimizer":{apply:[31,3,1,""],apply_regularizer_constraint:[31,3,1,""],apply_with_lr:[31,3,1,""],register:[31,3,1,""]},"singa.optimizer.RMSProp":{apply_with_lr:[31,3,1,""]},"singa.optimizer.Regularizer":{apply:[31,3,1,""]},"singa.optimizer.SGD":{apply_with_lr:[31,3,1,""]},"singa.snapshot":{Snapshot:[32,1,1,""]},"singa.snapshot.Snapshot":{read:[32,3,1,""],write:[32,3,1,""]},"singa.tensor":{Tensor:[34,1,1,""],abs:[34,2,1,""],add:[34,2,1,""],add_column:[34,2,1,""],add_row:[34,2,1,""],average:[34,2,1,""],axpy:[34,2,1,""],bernoulli:[34,2,1,""],copy_data_to_from:[34,2,1,""],div:[34,2,1,""],eltwise_mult:[34,2,1,""],exp:[34,2,1,""],from_numpy:[34,2,1,""],gaussian:[34,2,1,""],ge:[34,2,1,""],gt:[34,2,1,""],le:[34,2,1,""],log:[34,2,1,""],lt:[34,2,1,""],mult:
 [34,2,1,""],pow:[34,2,1,""],relu:[34,2,1,""],reshape:[34,2,1,""],sigmoid:[34,2,1,""],sizeof:[34,2,1,""],softmax:[34,2,1,""],sqrt:[34,2,1,""],square:[34,2,1,""],sub:[34,2,1,""],sum:[34,2,1,""],sum_columns:[34,2,1,""],sum_rows:[34,2,1,""],tanh:[34,2,1,""],to_numpy:[34,2,1,""],uniform:[34,2,1,""]},"singa.tensor.Tensor":{"__iadd__":[34,3,1,""],"__idiv__":[34,3,1,""],"__imul__":[34,3,1,""],"__isub__":[34,3,1,""],T:[34,3,1,""],add_column:[34,3,1,""],add_row:[34,3,1,""],bernoulli:[34,3,1,""],clone:[34,3,1,""],copy:[34,3,1,""],copy_data:[34,3,1,""],copy_from_numpy:[34,3,1,""],deepcopy:[34,3,1,""],div_column:[34,3,1,""],div_row:[34,3,1,""],gaussian:[34,3,1,""],is_empty:[34,3,1,""],is_transpose:[34,3,1,""],l1:[34,3,1,""],l2:[34,3,1,""],memsize:[34,3,1,""],mult_column:[34,3,1,""],mult_row:[34,3,1,""],ndim:[34,3,1,""],reset_like:[34,3,1,""],reshape:[34,3,1,""],set_value:[34,3,1,""],size:[34,3,1,""],to_device:[34,3,1,""],to_host:[34,3,1,""],uniform:[34,3,1,""]},"singa.utils":{update_progress:[35
 ,2,1,""]},singa:{converter:[10,0,0,"-"],data:[11,0,0,"-"],device:[13,0,0,"-"],image_tool:[21,0,0,"-"],initializer:[23,0,0,"-"],layer:[25,0,0,"-"],loss:[26,0,0,"-"],metric:[27,0,0,"-"],net:[28,0,0,"-"],optimizer:[31,0,0,"-"],snapshot:[32,0,0,"-"],tensor:[34,0,0,"-"],utils:[35,0,0,"-"]}},objnames:{"0":["py","module","Python module"],"1":["py","class","Python class"],"2":["py","function","Python function"],"3":["py","method","Python method"],"4":["py","data","Python data"]},objtypes:{"0":"py:module","1":"py:class","2":"py:function","3":"py:method","4":"py:data"},terms:{"09309e":9,"1024l":9,"16l":9,"32l":9,"64l":9,"938460476e":9,"__iadd__":34,"__idiv__":34,"__imul__":34,"__isub__":34,"_build":5,"_singa_wrap":24,"abstract":[7,13,33,36,38,39,40,41],"boolean":[11,21],"byte":34,"case":[21,24,25,29],"char":[],"class":[11,13,21,25,26,27,28,31,32,33,34,36,38,39,41],"const":29,"default":[13,14,17,18,20,24,34,38],"export":24,"final":[9,25],"float":[18,21,25,26,27,31,34,35],"function":[],"goto":2
 5,"import":[11,13,21,23,24,25,26,27,31,34],"int":[11,13,18,23,25,26,27,29,31,34],"long":34,"new":[],"public":37,"return":[11,13,17,21,25,26,27,29,31,32,34],"short":[4,39],"static":[12,29],"switch":[9,24],"true":[11,21,25,34],"try":24,"void":29,"while":[3,24,29,36,37],abl:[17,33],abort:24,about:17,abov:[24,29],ac_check_lib:24,ac_cv_have_libgflag:24,acc:27,accept:[11,25,34,36,37],accord:[12,21,29,34],account:4,accumul:31,accuraci:[9,17,18,27,33],achiev:17,acm:37,across:7,activ:[24,25,26,27,41],adadelta:[7,36,40],adagrad:[31,33,41],adam:[7,31,36,40],adamax:36,adammax:[7,40],add:[2,4,5,7,12,17,21,24,25,34,36,38,39,41],add_column:34,add_row:34,addit:[17,20,25,33,34],addition:24,address:[2,39,40],adsc:37,advanc:[],affin:25,after:[4,9,12,15,16,18,24,25,29,39],again:[4,24,26],against:[],aggreg:31,alan:3,alex:29,alexnet:[],algebra:[7,33,34,36],algorithm:[25,31,33,36,38,39,41],all:[7,12,13,14,24,25,26,27,29,31,32,34,36,37],alloc:[33,34],allreduc:38,along:[25,34],alpha:[25,34],alreadi:24,also:
 [13,14,16,18,24,25,29,31,37],amazon:36,amd64:24,amd:[7,24,33,36],among:[7,29],anaconda:24,android:7,angle_list:21,anh:3,ani:[6,13,21,29,37],annot:4,answer:6,anthoni:3,apach:[],append:9,appli:[17,21,25,31,34],applic:[0,6,16,29,36,37,39],apply_regularizer_constraint:31,apply_with_lr:31,april:[7,36,37],apt:[5,24],architectur:[7,24,36],archiv:1,arg:[25,31],argsortlay:[36,39],argument:[17,20,21,31,34],arm:33,arrai:[11,17,26,27,33,34],artifici:[9,17],ary1:13,ary2:13,as_typ:25,asf:[2,5,36,37],asset:[],assign:[29,38,39],assum:[18,31],asterisk:39,astyp:11,asynchron:36,attribut:[25,34],atung:3,aug:37,augment:[11,17,21],auto:[7,12,38],automat:[4,7,29,33,38],autoreconf:24,autotool:36,autotun:[25,41],aux:18,auxiliari:38,avail:[],averag:[17,25,26,27,29,34],avg:25,avgpooling1d:25,avgpooling2d:25,avoid:[24,29,38],awar:34,axi:[25,34],axpi:34,b_spec:25,back:[11,34],backward:[25,26,33],balanc:[7,38],bar:35,base:[0,18,25,26,27,29,31,36,38,39,40,41],bash:[14,24],bashrc:[24,39],basic:37,bat:12,batch:[],b
 atch_siz:[11,25],batchnorm:25,batchnorml:41,batchsiz:[18,25],bdist_wheel:24,becaus:[24,25],been:[1,24,37],befor:[24,26,34],begin:21,beignet:24,belong:24,below:[24,29],beng:3,bengio:23,bernoulli:34,best:[17,37],beta:[25,34],beta_1:31,beta_2:31,beta_spec:25,better:24,between:[11,26,29,33,34,40],bia:[25,29],bibtex:37,bidirect:25,big:[38,39,40,41],bin:[9,14,16,17,18,24],binari:[9,12,15,17,18,24,26,34,41],bind:[7,9,24,36,39,40,41],bit:[12,24],bla:24,blame:4,blob:[29,36,38,39,40,41],block:41,bob:24,boltzman:38,bool:25,border_mod:25,boss:37,both:[4,7,9,17,23,25,29,31,33,40],bottom:21,bound:[23,34],box:24,bptt:[7,36,39],bpttworker:39,branch:[2,4,12,36],brew:24,bridg:[29,39],bright:21,brows:0,buffer:24,buffer_s:32,bug:[0,4,6,36,38,39,40,41],build:[],built:[5,24,41],c2084:12,c2375:12,caff:[],caffe_lay:25,caffemodel:15,cai:37,calcul:[27,34],call:[9,13,25,26,27,29,31,32,33,34,39],can:[2,4,5,6,9,12,14,15,16,17,18,21,24,26,27,29,30,31,33,37,38],cannot:[24,38,40],capac:11,card:[13,20,33,36,39],car
 e:7,carri:[33,36],cast:21,categor:29,categori:[29,36,38],caus:[24,39],ccmake:[18,24],cct:7,cell:25,center:21,cento:14,centos6:14,centos7:14,cflag:24,chain:21,chang:[4,18,24,25,34,40,41],channel:[21,25,41],charact:16,check:[4,6,24,38],checkout:24,checkpoint:[7,9,16,36,38,41],chen:[3,37],chin:3,chonho:3,chunk:29,cifar10:[9,17,39,41],cifar:[],circl:29,clamp:25,clang:24,classif:[9,15,17,18,23,39],click:4,client:24,clone:[4,12,24,34,36],cloud:[36,39],cluster:[36,38,40],clusterproto:38,cmake:[9,12,24,36,41],cmake_include_path:24,cmake_library_path:24,cmakelist:18,cmd:[12,24],cnmem:[7,41],cnn:[],code:[],codebas:4,coeffic:31,coeffici:31,collis:40,color:21,color_cast:21,column:[25,29,34],com:[2,3,5,12,24],combin:26,come:24,comma:11,command:[5,12,14,15,16,17,18,24,38,39],commandqueu:33,commit:[1,4,5],common:38,commun:[29,33,36,37,41],comp:3,compar:24,comparison:34,compat:33,competit:37,compil:[],complet:[36,37,41],complex:[33,36,39],compon:[7,33,36,41],compris:29,compuat:[13,26],comput:[17,26
 ,27,29,33,41],concat:[25,39],concaten:[25,29,41],concurr:38,conda:24,condit:40,conf:[25,31,38],config:[24,25],configur:[],conflict:[4,24],connect:[25,29,33,38],connectstub:38,consid:[4,29],consist:[11,17,29,33,36,37],constant:[9,25,31],constraint:[25,31,41],constraintconf:31,construct:[25,28,31,34],constructor:[29,31,34],contact:37,contain:[11,14,26,40],context:39,contrast:21,contributor:4,control:29,conv1:9,conv1_bia:9,conv1_weight:9,conv1d:25,conv2:9,conv2_bia:9,conv2_weight:9,conv2d:25,conv3:9,conv3_bia:9,conv3_weight:9,conv:25,convers:12,convert:[],convolut:[9,17,18,23,25,41],copi:[4,12,24,25,34],copy_data:34,copy_data_to_from:34,copy_from_numpi:34,core:[],corp:3,correct:[4,24,25],correspond:[12,25,33],could:[9,14,16,17,21,24,25,26,27,33,34],count:25,countabl:21,coupl:29,cp27:[],cplu:24,cplus_include_path:24,cppconstraint:31,cppcpu:[13,17,33,34],cppdevic:41,cppgpu:34,cpplint:4,cppmath:33,cppregular:31,cpu:[7,13,17,20,24,33,34,36,38,40],creat:[4,13],create_cuda_gpu:[13,25],create
 _cuda_gpu_on:13,create_cuda_gpus_on:13,create_data:18,creategraph:29,createnetfromgraph:29,crop3:21,crop5:21,crop8:21,crop:21,crop_and_res:21,cross:[7,25,26,33,41],cross_channel:25,csv:41,cubla:34,cuda7:[14,24],cuda8:[14,24],cuda:[],cudadevic:41,cudagpu:[13,17,25,33,34],cudamath:33,cudnn4:[14,24],cudnn5:[14,24],cudnn:[],cudnn_convolut:25,cudnn_pref:25,cudnnconvolut:[25,41],cudnndropout:41,current:[4,9,12,13,15,16,18,24,25,29,34],custom:38,cxxflag:24,cycl:25,czmq:7,dai:[3,37],daiji:3,danac:37,daniel:3,data:[],data_batch_1:9,data_batch_2:9,data_batch_3:9,data_batch_4:9,data_batch_5:9,data_format:25,datait:41,dataset:[],datavec:39,dbm:29,dbsystem:[],dcblas_include_dir:24,dcblas_librari:24,dcnn:29,dcx:25,dcy:25,dealer:38,deb:24,debian:[],debug:[7,36,39],dec:[7,37],decai:[25,31],decay_mult:25,decid:[21,25],decis:[36,37],decod:[33,36,41],decompress:[12,18,24],decreas:18,deep:[9,17,18,23,29,33,34,36,37,38,39,40,41],deepcopi:34,deepimag:7,def:[11,17],defin:[24,33,34,38],definit:12,degre:21,
 delimit:11,delv:23,denot:34,dens:[23,25,33,41],dense_bia:9,dense_weight:9,depend:[],deploi:[5,7],deploy:7,deprec:12,descent:31,describ:[4,16,29,33,37],descript:[4,24],design:[3,4,38,39,40,41],destin:34,detail:[4,9,17,24,29,33,37,39],detect:[40,41],dev:[1,17,24,25,34,36,37],devel:14,develop:[],devic:[],device_id:13,dglog_include_dir:24,dglog_librari:24,dhx:25,dhy:25,dialog:12,dict:[25,32],dictionari:25,diff:[25,38],differ:[12,24,25,29,33,34,36,38],difficulti:23,dimens:[],dimension:[33,34],dinh:[3,37],dinhtta:3,dir:24,direct:29,directli:[26,27,36,37],directori:[9,12,24,39],disabl:[4,41],disclaim:[],discuss:4,disk:33,displai:[35,38],dist:24,distribut:[7,23,26,29,34,36,37,38,39,40,41],div:34,div_column:34,div_row:34,divid:34,divis:34,dll:24,doc:5,dockefil:14,docker:[7,8],dockerhub:[14,24],document:[],doe:[4,9,12,15,25,31,34,36,37],done:[4,12,34,35],downgrad:24,download:[],download_data:[9,17],downpour:[7,38],doxygen:[5,39],dp1:25,dp2:25,dpi:25,dprotobuf_include_dir:24,dprotobuf_librari:
 24,dprotobuf_protoc_execut:24,dpython_include_dir:24,dpython_librari:24,driver:[24,38,39,40],drop:25,dropout:[25,36,41],droput:25,dst:34,dst_offset:34,dtype:[25,26,27,34],due:[12,24,25,29],dummi:[25,34,39],dummylay:36,dun:3,dure:[9,24,38],duse_cuda:24,duse_modul:24,duse_opencl:24,duse_python:[9,24],dx1:25,dx2:25,dxi:25,dxn:25,dy1:25,dy2:25,dyi:25,dylib:24,dyn:25,each:[1,7,11,16,17,18,21,25,26,27,29,31,33,34],earli:38,easi:[36,38,39],easili:[29,33],ec2:36,echo:24,edu:[3,9],effect:29,effort:[36,37],either:[21,24,25],element:[25,34],elementi:34,eltwise_mult:34,email:3,empti:[24,25,31,34,38],enabl:[24,29,36,38,39,41],encod:[33,36,41],encount:12,encourag:24,end:[11,21],endors:[36,37],endpoint:[2,33],engin:[25,41],enhanc:[7,21,38],entir:[12,29],entropi:[26,33,41],enum_type_wrapp:24,enumer:21,env:24,environ:[],epoch:[9,18,31],epsilon:31,equal:25,error:[12,24,26,31,33,38,39],especi:12,establish:1,etc:[12,29,33],evalu:[25,26,27],everi:[29,33,34],everytim:24,exactli:18,exampl:[],except:[25,29
 ,34],exclud:[21,29,39],exclus:31,execut:[5,9,13,14,15,24,33],exist:9,exmapl:37,exp:[18,34],expect:16,express:33,extend:[7,33,38,40],extens:33,extern:38,extra:25,extract:[9,12,36,39],fact:29,fail:[38,40],failur:7,falg:25,fals:[21,25,34],fan_in:23,fan_out:23,faq:[],fast:4,fatal:24,fatest:25,featur:[],fedora:24,feed:[],feedforward:[],few:15,fewer:[4,36],field:[4,25,29,34,38,39],figur:[29,33],file:[4,5,7,9,11,12,14,15,16,17,18,24,29,33,36,38,39,40,41],files:18,filter:29,find:[4,24,37,38],finish:[4,9,12,38],first:[9,29,37],firstli:29,fix:[4,12,24,36,38,39,40,41],fixbug:4,fixg:38,flag:[24,25,26,38],flat:9,flatten:[25,41],flip:[11,21],float16:33,float32:[33,34],floder:18,floor:25,flow:4,folder:[5,12,14,15,17,18,24,38],follow:[0,2,4,5,9,12,13,14,15,17,18,20,21,23,24,25,29,31,33,34,37,38,39,40,41],foo:4,footprint:7,fork:4,form:4,fortran:24,forward:[],found:[2,24],foundat:[36,37],four:17,foward:[25,26,27],fpga:[33,36],framework:[7,36,38],free:33,frequenc:18,from:[],from_numpi:[26,27,34],froma
 rrai:11,front:24,full:[11,29],fulli:[25,29,36,37,41],func:38,further:[4,36,37],furtur:25,futur:25,gamma:25,gamma_spec:25,gang:3,gao:[3,37],gate:3,gaussian:[9,23,25,31,33,34],gcc4:24,gcc:24,gemm:34,gemv:34,geneart:[26,27],gener:[5,12,16,17,18,24,25,31,33,34,38,39,40,41],get:[],get_default_devic:[13,34],get_includ:24,get_layer_list:25,get_output_sample_shap:25,gflag:24,git:[2,4,5,12,24],github:[2,4,5,12,24,36,41],give:[5,21,29,34,37],given:[21,25,29,31,33,34,37],glibc:24,global:[11,31],glog:[12,24,38,41],glorot:23,gmail:3,gnu:[7,36,38],googl:[],got:24,gpu:[7,13,14,17,20,24,33,34,36,38,39,40],grad:[25,26,31,36],gradient:[17,25,26,29,31,33,38],gradvec:39,graph:[29,38,39],grayscal:21,grep:24,ground:[26,27],group:[7,29,38],gru:[16,25,36,39],grulay:[7,39],gtest:36,gui:24,guid:[],gun:39,hadoop:37,haibo:3,half:[25,37],halt:35,hand:[34,37],handleputmsg:38,happen:24,hardwar:[7,13,33,34,36],hash:[12,40],have:[1,4,9,12,18,24,25,29,31,33,34,36,37],haven:24,hawaii:37,hdf:[36,39],header:[12,14,24,3
 9],health:7,height:[11,21,25],held:37,help:[6,29,36],henc:9,here:[14,24,37],heterogen:[7,36],hid:29,hidden:[25,29],hidden_s:25,high:[4,25,34],higher:[29,31,33,34],hight:34,hinton:20,histori:24,hogwild:[7,38],home:24,homebrew:24,horizont:25,host:[13,17,34,38],howev:[12,24],html:[5,13],http:[0,2,5,9,12,24],human:23,hybrid:[7,29,36,39,40],hyper:[16,20,25],hzchenhaibo:3,i2r:37,icd:24,idea:29,ideal:4,identifi:[4,25],idx:[11,21],ignor:24,illustr:[9,33],ilsvrc:18,imag:[],image_fold:11,image_path_suffix:11,image_tool:[11,21],image_transform:11,imagebatchit:11,imagenet:[],imagetool:[11,21],img:[11,21],img_list_fil:11,img_path:11,imgclass:15,imgtool:21,immedi:4,implement:[],implment:[13,26,27,34],importerror:24,improv:[4,36,38,39,40],in_shap:25,includ:[4,7,9,11,12,13,14,16,17,18,21,24,25,26,27,29,31,32,33,36,38,39,40,41],inconsist:25,incub:[1,2,4,5,14,24,36,37,38,39,40,41],index:[26,31],indic:[24,26,29,36,37],info:[28,31,35],inform:[7,9,24,36,39],infrastructur:[36,37],inherit:[26,27],init:[25
 ,39],initgooglelog:39,initi:[],inner:25,innerproductlay:39,inplac:[21,34],input:[16,21,23,25,26,34,39,41],input_feature_length:[23,25],input_mod:25,input_sample_shap:25,insensit:25,insert:29,insid:31,instal:[],instanc:[17,21,25,29,31,33,34,38],instead:25,instruct:[],integ:[25,26,34],integr:[7,36,38,39],intel:24,intend:12,interact:[4,40],interfac:[39,40,41],intermedi:38,intern:[11,21,24,29,34],interpret:24,intial:9,intuit:[38,39,40,41],invalid:38,invok:[24,33,34],ip_bia:9,ip_weight:9,ipython:[30,37],iri:24,is_empti:34,is_transpos:34,iter:[11,31],itself:4,j2ee:0,jan:[7,37],januari:36,jenkin:[7,41],jian:23,jinyang:3,jira:[],jixin:3,job:[4,29,36,38,39],join:6,juli:37,june:37,jupyt:37,just:[24,25],kaim:23,kaip:3,kdata:29,kei:36,kernel:[16,25,33],keval:[25,26],kfloat32:34,khidden:29,khidlay:29,kian:3,kimag:29,kind:29,klabel:29,know:24,kriz:9,ksoftmaxloss:29,ktest:29,ktrain:[25,26,29],kvalid:29,kvislay:29,kwarg:25,l2constraint:31,l2regular:31,label:[11,15,17,26,27,29],lack:6,lah:24,lambda:
 12,languag:[16,33],larg:[7,29,38,39,40,41],last:4,later:[29,36],latest:[4,12,14,15,24,36],launch:38,layer:[],layertyp:39,ld_library_path:24,lead:[29,38],learn:[18,25,29,31,33,36,37,38,39,40,41],least:[24,25],lee:3,left:[21,34],left_bottom:21,left_top:21,length:[21,25,34],let:24,level1:14,level2:14,level3:14,level4:14,level:[4,23,33,39,40],lib64:24,lib:[12,14,24,41],libcnmem:41,libglog:[12,24],libgoogl:24,liblmdb:24,libopenbla:[12,24],libopencv:24,libprotobuf:[12,24],libprotoc:12,libpython2:24,librari:[],library_path:24,libsingagpu:40,libstdc:24,libtool:38,libviennacl:24,licens:[],life:25,light:41,like:[4,7,9,14,24,29],limited_workspac:25,line:[4,11,16,24],linear:[7,25,33,34,36],link:[1,2,12,24],linkag:12,linker:24,linux:[],linux_input:16,linux_x86_64:[],lite:12,lmdb:[24,38,41],lmdbreader:41,lmdbwriter:41,load:[7,9,11,15,17,18,21,32,33,36,38,39],load_img:21,local:[2,24,25,41],locat:[29,40],look:29,loss:[],low:[25,34],lower:[29,34],lr_gen:31,lr_mult:25,lrn1:9,lrn2:9,lrn:25,lstm:25,luo
 :[3,37],mac:[],machin:[33,36,38],maco:7,macosx10:24,macosx_10_11_intel:[],mai:[4,12,18,24,29,37],main:[17,24,38,39],major:[7,33,36,39],make:[9,21,24,29,31,34,36,37,39,41],malloc:33,manag:[0,2,7,12,13,33,36,38,41],manger:24,mani:[3,4,33],manner:[36,37],manual:[18,25],map:12,march:37,mark:34,markdown:5,master:[4,5,12],match:24,math:[33,39,40,41],matric:41,matrix:[25,29,33,34,39],maven:36,max:[11,21,25],maxpooling1d:25,maxpooling2d:25,mayb:24,md5:36,mean:[18,24,25,34],meaning:[4,16],measur:33,meihui:3,meihui_zhang:3,melbourn:37,member:[3,12,25,32,34,39],memori:[7,13,18,24,29,33,34,38,41],memsiz:34,merg:[4,25,41],meso:[7,36,38,39,40],messag:[4,5,9,31,33],meta:[11,25,33],method:[13,21,23,25,32,33,41],metric:[],middl:21,migrat:7,mini:[11,29],minim:14,miscellan:39,mismatch:38,miss:24,mkdir:[9,24],mlp:[7,29],mode:[17,25,32,39],model:[],model_bin:15,model_pb2:[25,26],model_txt:15,modelproto:38,moduel:34,modul:[7,11,26,27,31,33,34,38,41],momentum:[25,31,39],more:[4,15,18,24,33,36,37,39],most:
 [24,25,29,33,34],move:[25,34,38,39],msse2:24,mult:34,mult_column:34,mult_row:34,multi:[7,33,34],multimedia:37,multipl:[],multipli:[25,31,34],must:[21,24,25,26,29,31,34],mutipl:25,mutual:31,nair:3,name2lay:29,name:[1,3,11,12,14,24,25,29,31,32,33,36],namespac:24,nation:3,natur:16,nb_channel:23,nb_filter:23,nb_kernel:25,nchw:25,ndim:34,necessari:[12,24],necessarili:[36,37],need:[2,9,24,26,27,29,31,34],neg:35,negat:34,nerual:28,nesterov:[31,41],net:[],neteas:3,netproto:29,network:[7,9,16,17,18,29,33,36,38,41],neural:[],neuralnet:[29,36,38,39],neuralnetwork:23,new_img:21,newer:24,newest:24,newli:[5,29,36,37],next:[11,24,29,38],nhwc:25,no_workspac:25,node:[7,29,36,38,39],nomal:41,non:[12,24],none:[11,25,31,34],norm:[31,34],normal:[24,25,27,29,33,41],note:[24,34,36,38,39,40,41],notebook:[30,37],noth:[25,31],now:[9,14,18,37],np_arrai:34,npartit:29,npy:34,ntest:18,nthread:18,ntrain:18,num:[11,13,21,25,29],num_augment:21,num_cas:21,num_output:25,num_stack:25,number:[4,9,13,16,18,21,25,29,31,3
 4,38],numer:31,numpi:[11,17,24,34],nusdbsystem:24,nvcc:41,nvidia:[7,13,24,33,36],obj:31,object:[23,25,26,27,29,31,33,38,41],objectarrai:24,oct:37,octob:36,odd:25,off:[24,41],offset:[21,34],old:34,older:24,omit:29,onc:4,onehotlay:39,onli:[12,15,23,24,25,29,34,39],onlin:[2,12],only_cbla:24,onto:[25,34],ooi:[3,37],ooibc:3,open:[4,6,12,24,30,37],openbla:[7,12,24,38],opencl1:14,opencl:[],openclgpu:[13,33,34],openclmath:33,opencv:[18,24,41],oper:[7,13,21,25,26,33,34,36,39,40,41],operand:34,opt:24,optim:[],option:[12,18,24,31,34,38,41],order:[9,24],org:[0,1,2,3,5,37],organ:3,origin:[4,25,29,34],orign:21,osaka:3,osx:[],other:[3,4,6,7,14,16,17,24,25,26,27,29,31,33,34,36,37,38,39,40],otherwis:[21,34],otool:24,our:37,out:[24,25,34,38],outdata:18,output:[9,11,15,18,21,24,25,29,38,41],output_feature_length:23,outsid:[24,31],over:[],overrid:[26,27,31],overview:[37,41],own:4,packag:[],pad:25,page:[9,17,29,33,37],pair:[25,29],paper:[20,37],parallel:[17,29,36,39],param:[25,29,31,38,39],param_nam:[25
 ,32],param_spec:25,param_v:32,param_valu:25,paramet:[],paramid2param:29,paramspec:31,paramt:[25,31],pars:38,parti:39,particular:24,particularli:[16,29],partit:[],partition_dim:29,pass:[24,29,33],password:5,patch:[3,4,6,21],patch_5:21,patch_and_scal:21,path:[11,12,14,15,16,21,24,38],payload:33,pb2:[],peopl:3,per:[17,25,26,27,31],perform:[9,23,24,27,33,36,38],perl:12,permiss:38,pfreq:18,phase:[21,24,29],phone:7,pil:11,ping:4,pip:[5,24],pkl:20,place:17,plai:3,plain:[],plan:38,platform:[7,24,37,38,39,40,41],pleas:[4,9,12,14,15,16,17,18,20,24,36,37],pmc:36,png:[11,21],point:25,pointer:[29,36],pool1:9,pool2:9,pool3:9,pool:[7,25,41],pooling2d:25,poolingconf:25,popular:[7,23,29,38,39,40,41],posit:[21,24,25],possibl:29,post:1,potenti:33,pow:34,predict:[],prefer:[24,25],prefetch:[11,36,40],prefix:[11,24,25],prelu:41,prepar:[],preprocess:[],preprocessor:12,present:37,prevent:31,previou:[12,15],previous:[17,36],print:[18,24,39],prioriti:[31,40],probabl:[25,27,34],problem:[4,24],proce:24,process
 :[9,20,21,29,36,37,38,40,41],product:25,program:[7,14,15,17,20,24,33,36,38,39,40,41],progress:35,project:[],prompt:12,propag:[25,33],proper:12,propos:29,proto:[7,26,34,38,41],protobuf260:24,protobuf:[],protoc:[12,24],protocol:24,prototxt:15,provid:[4,6,13,16,17,24,25,28,29,33,34,35],purpos:39,push:[2,4],put:[12,24,34,37],pydatasg:37,pysinga:[],python2:24,python:[],pythonpath:24,pythreadst:24,question:6,queue:11,quickstart:9,race:40,ran:17,random:[7,21,33,36,38],random_crop:[11,21],randomli:[21,26,27],rang:[11,33],rat:38,rate:[18,25,31],raw:36,rbm:[],read:[9,15,21,32,33,34,36,41],reader:[33,41],readi:12,readm:24,real:31,rearrang:39,rebas:4,recent:[],recommend:[5,24],recommonmark:5,record:33,recoveri:7,rectifi:23,recurr:[7,16,25,29,38],redefinit:12,reduc:7,redund:29,ref:23,refactor:[38,39],refer:[4,9,15,17,18,24,25,29],refin:[38,39],reflect:[36,37],regard:18,regist:31,regular:[25,31,41],regularizerconf:31,reinstal:24,relat:[24,38,39],releas:[7,12,24,29,36,37,38,39,40,41],relev:4,relu1
 :9,relu2:9,relu3:9,relu:[25,34],rememb:24,remot:2,remov:[7,26,29,38,39,40],ren:23,renam:41,replac:[7,16,17,21,29,36,39],replic:[25,29],repo:[2,5,24],report:[4,6,24,37],repres:[13,29,33],reproduct:4,request:[],requir:[3,4,9,17,18,24,25,36,37],rescal:31,research:37,reset:[24,34,38],reset_lik:[25,34],reshap:[25,34],resid:[13,29],residu:7,resiz:21,resize_by_list:21,resize_by_rang:[11,21],resnet:[17,36,41],resourc:7,respect:[25,29],respons:[25,41],rest:26,restor:[7,36,38],restrict:38,result:[21,24,25,29,34],resum:41,ret:34,retriev:31,review:[4,36,37],reword:4,rework:37,rgb:11,rho:31,right:[21,24,34],right_bottom:21,right_top:21,rmsprop:[31,33,41],rng:21,rnn:[],rnn_mode:25,role:3,root:[24,38],rotat:21,rotate_by_list:21,rotate_by_rang:21,row:[17,25,27,29,34],rule:31,run:[],runonebatch:38,runtim:[14,24,38],safe:[4,38],sai:24,same:[9,18,24,25,29,31,34,36,38,39],sampl:[9,11,15,16,25,26,27,34],save:[9,11,18,21],scalar:25,scale:[21,38],schedul:[],scheme:29,school:37,scienc:24,scm:2,scrip:38,scr
 ipt:[9,12,13,15,18,32,36,38],seamlessli:17,second:[24,37],section:[12,24,29],see:[4,9,24,29,31],seed:16,select:[24,38],self:[21,34],send:41,sensit:25,sentenc:16,sep:[7,37],separ:38,septemb:36,seqenc:25,sequenti:16,server:[7,29,36,38],servic:38,session:37,set:[2,4,16,20,21,24,25,26,27,29,31,33,34,38],set_valu:[25,34],setup:[24,25,38,41],sever:[6,18],sgd:[7,31,33,36,39,40,41],shallow:34,shaoq:23,shape:[11,25,26,29,34,41],share:[],share_from:29,sharefrom:29,shareparamsfrom:29,sharp:21,sheng:3,should:[0,4,9,17,18,24,25,29,31,34],show:[9,24],shown:29,shuffl:11,side:[21,34],sigmod:37,sigmoid:[25,34],signa:[39,40],silenc:12,similar:[17,25,29],similarli:29,simpl:[37,41],simpler:25,simplest:24,simpli:[15,29],simplifi:7,sinc:[12,29,34],sing:29,singa:[],singa_dropout:25,singa_root:[9,24],singacl:25,singacl_dropout:25,singacpp:25,singacpp_convolut:25,singacpp_dropout:25,singacuda:25,singacuda_dropout:25,singapor:3,singatest:38,singatool:38,singav1:41,singel:27,singl:[7,25,26,29,34,36,38,39,40],
 singleton:[4,38,41],site:5,size:[21,25,29,34,38],size_list:21,sizeof:34,skip:25,slice:[25,29,38,39,41],slice_point:25,slide:37,sln:[12,24],slow:24,small:[4,31],small_siz:21,smaller:21,snapshot:[],snprintf:12,socket:36,softmax:[25,26,27,29,34,41],softmaxcrossentropi:26,softmaxlay:[36,39],softwar:[],solut:[12,24],some:[3,9,14,16,24,25,26,29,30,33,36,38,41],sometim:24,soon:[15,24],sort:38,space:[11,29],spars:[33,38],spec:[25,31],special:24,specif:[],specifi:[9,18,24,25,29,34],speed:33,sphinx:[5,36,41],split:[25,29,39,41],sponsor:[36,37],sprintf:12,sqrt:34,squar:[21,26,31,33,34],squarederror:26,squash:4,src:[12,24,34],src_offset:34,srclayer:29,sse2:24,ssh:38,stabil:[36,37],stabl:14,stack:[],stand:25,standard:[7,34],start:[],state:[4,25,34],statist:[9,41],statu:[18,36,37],std:[16,23,25,29,34],stdext:12,step1:18,step:[5,9,12,18,24,31],still:12,stochasitc:31,stop:38,store:[5,9,18,25,33,34,36,39],str:[11,21,25,31,35],strata:37,strategi:29,stream:33,stride:25,string:[16,24,25,29,31,32,33,35]
 ,structur:[],stub:[29,36],stuck:38,studio:[12,24],sub:[25,29,34],subclass:[13,26,27,31,33,41],submit:[0,3],submodul:41,subscrib:[1,37],subsequ:29,subset:29,subtract:34,success:[3,36,37],successfulli:24,sudo:24,suggest:3,sum:[25,34],sum_column:34,sum_row:34,summari:2,summat:[25,34],summer:37,sun:23,support:[],suppos:[24,29],suppport:7,sure:[24,34],surpass:23,sutd:3,svn:5,swig:[13,24,25,34],synchron:[17,29,36],synset:15,synset_word:15,system:[0,4,12,24,36,38],tag:[],take:29,tan:[3,37],tanh:[25,34],tankl:3,tap:24,tar:[9,24],target:[38,41],task:[7,27],tcp:39,tdun:3,technolog:3,ted:3,tensor:[],tensor_math_cpp:34,tensor_math_cuda:34,tensor_math_opencl:34,term:[33,34],termin:38,tesnor:31,tesor:34,test:[],test_batch:9,test_singa:24,tester:3,testfold:18,testlist:18,text:[],textfileread:41,textfilewrit:41,than:[24,29,31],thei:[24,25,29,33],theja:3,them:[4,12,24,29,30],therefor:[13,33],thererfor:25,thi:[],third:[37,39],thirdparti:38,those:25,thread:[4,18,24,29,33,38,40],three:[13,17,29,33,34,3
 6],threse:25,threshold:31,through:[16,25,29],thu:[26,29],time:[36,38,39],timer:41,titl:4,tmp:39,tnesor:26,to_devic:[25,34],to_host:34,to_numpi:34,todo:[13,25],togeth:[],told:[4,24],too:[4,38],tool:[],toolkit:[],top:[15,21,27,33],topk:17,topolog:38,toronto:9,total:21,tracker:37,tradit:33,train:[],train_perf:9,trainer:38,trainfold:18,trainlist:18,trainx:18,transfer:[24,29,41],transform:[18,25,41],transpar:[25,29,33],transpos:[11,34],trap:24,travi:[36,41],tree:5,trivial:39,truch:26,trunk:5,truth:[26,27],tsinghua:37,tung:[3,37],tupl:[21,25],turn:18,tutori:37,two:[15,17,29,33,34,37],txt:[11,15,16,18],type:[9,15,17,18,25,29,33,34,38],typic:[21,24,25,29,31,33],ubuntu1404:[],ubuntu14:[14,24],ubuntu16:[14,24],ubuntu:[5,14,24],ubunu:24,udpat:31,uint8:11,unclear:6,under:[4,12,14,24,29,37],undergo:[36,37],underli:[25,34],understand:23,undesir:40,undirect:29,unidirection:29,unifi:41,uniform:[23,25,26,27,31,33,34],union:21,unit:[13,16,24,25,29,33,36,38,39],unittest:24,univers:[3,37],unrol:[25,29]
 ,unsubscrib:1,until:[36,37],updat:[4,5,6,7,15,17,25,31,33,36,38,39,40,41],update_progress:35,upgrad:24,url:24,usag:[11,15,21,23,25,26,27,31,34],use_bia:25,use_cpu:17,use_gpu:20,user:[],usernam:[4,5],usr:24,util:[],val:9,val_perf:9,valid:[9,17,18,25,29],vallina:31,valu:[21,23,25,26,27,29,31,32,33,34,38],valuabl:3,varaibl:24,variabl:[24,33,34],varianc:[25,34],variant:33,varieti:[38,39,40,41],vector:[25,29,34],vertial:25,vertic:25,vgg16:15,vgg19:15,vgg:[7,15,17,36,41],vggnet:17,via:[14,24,26,29],video:[17,18],viennacl:24,viewer:[30,37],virtual:[],virtualenv:24,visibl:29,visual:[7,12,24,36],vldb:37,volumn:34,vs2015:12,vsproject:12,w_spec:25,w_transpos:25,wai:[2,6,24,29],wait:4,wang:[3,37],wangji:3,wangsh:3,wangwei:[3,13,25],wangyuan:3,want:24,warn:12,webpag:6,wei:3,weight:[23,25,29,31,39],weight_decai:31,well:[12,29],wenfeng:3,wheel:[],whel:24,when:[12,24,29,33,38,39,40],where:[4,15,17,25,29],which:[13,14,16,17,18,21,24,25,29,31,33,34,36,38],whl:24,who:4,whole:24,whose:[26,29,34],wide:[
 9,16,17,18,33,38,39,40,41],width:[11,21,25],win64:[12,24],window:[],wip:2,wise:[25,34],wish:12,within:[14,29,31,38],without:[17,24,25,29,34],word:[29,33],work:[4,12,15,24],worker:[],workshop:37,workspac:38,would:[15,17,20,21,24,25,29,31,33,34],wrap:[25,26,27,33,34],wrapper:[31,36,39],write:[3,4,32,33,36,38,41],writer:[33,41],wuwf:3,www:9,xavier:25,xiangyu:23,xie:[3,37],xing:3,xpu:38,xxxmath:33,xxxx:4,xxxxx:24,yet:[36,37],yosemit:24,you:[2,4,5,6,9,12,15,18,21,24,30,37],your:[2,4,12,15,18,24,37],your_fil:4,yournam:24,yourself:6,yuan:3,yum:24,zero:34,zeromq:7,zhang:[3,23,37],zhaoj:3,zhejiang:3,zheng:[3,37],zhongl:3,zju:3,zmq:40,zoo:7,zookeep:[7,36,38,40],zsock:38},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","Development Schedule","Documentation","Running instructions for CPP version","Caffe Converter","Data","Dependent library installation","Device","Dock
 er Images","Use parameters pre-trained from Caffe in SINGA","Train Char-RNN over plain text","Train CNN over Cifar-10","Train AlexNet over ImageNet","Examples","Train a RBM model against MNIST dataset","Image Tool","Documentation","Initializer","Installation","Layer","Loss","Metric","FeedForward Net","Neural Net","&lt;no title&gt;","Optimizer","Snapshot","Software Stack","Tensor","Utils","Download SINGA","Welcome to Apache Singa","&lt;no title&gt;","&lt;no title&gt;","&lt;no title&gt;","&lt;no title&gt;"],titleterms:{"char":16,"function":29,"new":[14,37],access:[2,29],advanc:29,against:20,alexnet:18,apach:37,api:[5,13,23,25,34],avail:14,batch:29,build:24,caff:[10,15],cbla:12,cifar:17,cite:37,cnn:17,code:4,committ:2,compil:[18,24],configur:29,contribut:[4,5,6,37],convert:10,core:33,cpp:[5,9,13,23,25,34],creat:14,creation:29,cuda:24,cudnn:24,data:[11,17,18],dataset:20,debian:24,depend:[12,24],develop:[3,7],devic:13,dimens:29,disclaim:37,dispatch:29,docker:[14,24],dockerfil:14,document
 :[5,8,22,37],download:[18,36],energi:29,environ:24,exampl:[15,19],exist:14,faq:[12,24],featur:29,feed:29,feedforward:28,format:4,forward:29,from:[14,15,24],get:37,googl:12,guid:29,how:[4,5,6,37],imag:[14,15,21,24],imagenet:18,implement:[29,34],initi:23,instal:[12,17,24],instruct:[9,16,17,18,20],issu:0,jira:4,layer:25,librari:[12,24],licens:37,linux:24,list:1,log:12,loss:26,mac:24,mail:1,mentor:3,metric:27,mnist:20,model:[15,20,29,33],multipl:29,net:[28,29],neural:29,obtain:15,opencl:24,optim:31,over:[16,17,18],packag:24,paramet:[15,29],partit:29,plain:16,pre:15,predict:[15,17],prepar:[15,17],preprocess:18,project:1,protobuf:12,pull:4,pysinga:24,python:[9,13,23,25,34],rbm:20,recent:37,repositori:2,request:4,rnn:[16,29],run:[9,15,20],schedul:7,share:29,singa:[3,6,15,17,18,24,36,37],snapshot:32,softwar:33,sourc:[2,24],specif:13,stack:33,start:37,structur:29,style:4,support:24,tag:14,team:3,tensor:34,test:15,text:16,thi:15,togeth:24,tool:21,track:0,train:[15,16,17,18,20],upstream:2,user
 :29,util:35,version:9,virtual:24,web:2,websit:5,welcom:37,wheel:24,window:[12,24],worker:29}})
\ No newline at end of file