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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="dependent-library-installation"> +<h1>Dependent library installation<a class="headerlink" href="#dependent-library-installation" title="Permalink to this headline">¶</a></h1> +<div class="section" id="windows"> +<h2>Windows<a class="headerlink" href="#windows" title="Permalink to this headline">¶</a></h2> +<p>This section is used to compile and install the dependent libraries under +windows system from source codes. The following instructions ONLY work for Visual Studio 2015 as +previous VS does not support <a class="reference external" href="https://msdn.microsoft.com/en-us/library/hh567368.aspx";>C++11 features</a> well (including generic lambdas, auto, non-static +data member initializers). If you intend to generate a 32-bit/64-bit singa solution, please configure all the +VS projects for the dependent libraries as 32-bit/64-bit. This can be done by +âConfiguration Managerâ in VS 2015 or use corresponding generator in cmake. When compiling the following libraries, you +may get system-specific warnings/errors. Please fix them according to the +prompts by VS.</p> +<div class="section" id="google-logging"> +<h3>Google Logging<a class="headerlink" href="#google-logging" title="Permalink to this headline">¶</a></h3> +<p>The glog library is an optional library for singa project. But it is currently necessary for Window compilation. +Since the latest release version of glog will encounter error C2084 on sprintf function +under VS2015, we test the compilation and installation using the master branch from <a class="reference external" href="https://github.com/google/glog";>github</a>.</p> +<p>Step 1: Download and decompress the source code. Or use <code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">clone</span> <span class="pre">https://github.com/google/glog</span></code> to get the code.</p> +<p>Step 2: Open âglog.slnâ file under project folder. You will get a conversion +dialog and please finish it by the prompts. Compile all the projects in the solution after +proper configuration, especially âlibglogâ and âlibglog_staticâ projects.</p> +<p>Step 3: Copy all the header files and the entire directory named âglogâ under +âsrc\windowsâ folder into the installation include folder (or system folder). +Copy all the generated library files into the installation library folder (or +system folder).</p> +<p>Step 4: Done.</p> +</div> +<div class="section" id="google-protobuf"> +<h3>Google protobuf<a class="headerlink" href="#google-protobuf" title="Permalink to this headline">¶</a></h3> +<p>Tested on version 2.6.1:</p> +<p>Step 1: Download and decompress the source code.</p> +<p>Step 2: Open âprotobuf.slnâ file under âvsprojectsâ folder. You will get a conversion +dialog and please finish it by the prompts. Compile all the projects in the solution after proper +configuration. Especially âlibprotobufâ, âlibprotobuf-liteâ, âlibprotocâ and +âprotocâ projects.</p> +<p>Step 3: Run âextract_includes.batâ script under âvsprojectsâ folder, you will +get a new âincludeâ folder with all the headers.</p> +<p>Step 4: Copy the library files, such as âlibprotobuf.libâ, +âlibprotobuf-lite.libâ, âlibprotoc.libâ, etc., into your installation library folder (or +system folder). Copy the binary file âprotocâ into your installation binary +folder (or system folder). Copy all the headers and folders in âincludeâ folder into your +installation include folder (or system folder).</p> +<p>Step 5: Done.</p> +</div> +<div class="section" id="cblas"> +<h3>CBLAS<a class="headerlink" href="#cblas" title="Permalink to this headline">¶</a></h3> +<p>There are ready-to-use binary packages online +(<a class="reference external" href="https://sourceforge.net/projects/openblas/files/";>link</a>). However, we still install +OpenBLAS with version 0.2.18 as test:</p> +<p>Step 1: Download and decompress the source code.</p> +<p>Step 2: Start a cmd window under the OpenBLAS folder then run the following +commands to generate the solution:</p> +<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>$ md build $$ cd build +$ cmake -G "Visual Studio 14" .. +</pre></div> +</div> +<p>Or run <code class="docutils literal notranslate"><span class="pre">cmake</span> <span class="pre">-G</span> <span class="pre">"Visual</span> <span class="pre">Studio</span> <span class="pre">14</span> <span class="pre">Win64"</span></code> as you wish.</p> +<p>Step 3: Install Perl into your system and put perl.exe on your path. Open âOpenBlas.slnâ and build the solution, especially âlibopenblasâ +project.</p> +<p>Step 4: Copy the library files under âbuild\libâ folder and all header files +under OpenBLAS folder into installation library and include folders (or system +folders).</p> +<p>Step 5: Done.</p> +</div> +</div> +<div class="section" id="faq"> +<h2>FAQ<a class="headerlink" href="#faq" title="Permalink to this headline">¶</a></h2> +<ol> +<li><p class="first">Error C2375 âsnprintfâ: redefinition; different linkage</p> +<p>Add âHAVE_SNPRINTFâ to âC/C++ - Preprocessor - Preprocessor definitionsâ</p> +</li> +<li><p class="first">Error due to hash map</p> +<p>Add â_SILENCE_STDEXT_HASH_DEPRECATION_WARNINGSâ to Preprocessor Definitions.</p> +</li> +</ol> +</div> +</div> + + + </div> + + </div> + <footer> + + + <hr/> + + <div role="contentinfo"> + <p> + © Copyright 2019 The Apache Software Foundation. All rights reserved. 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href="../develop/contribute-docs.html">How to Contribute to Documentation</a></li> +<li class="toctree-l1"><a class="reference internal" href="../develop/how-to-release.html">How to prepare a release</a></li> +</ul> +<p class="caption"><span class="caption-text">Community</span></p> +<ul> +<li class="toctree-l1"><a class="reference internal" href="../community/source-repository.html">Source Repository</a></li> +<li class="toctree-l1"><a class="reference internal" href="../community/mail-lists.html">Project Mailing Lists</a></li> +<li class="toctree-l1"><a class="reference internal" href="../community/issue-tracking.html">Issue Tracking</a></li> +<li class="toctree-l1"><a class="reference internal" href="../community/team-list.html">The SINGA Team</a></li> +</ul> + + + + </div> + </div> + </nav> + + <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"> + + + <nav class="wy-nav-top" aria-label="top navigation"> + + <i data-toggle="wy-nav-top" class="fa fa-bars"></i> + <a href="../index.html">incubator-singa</a> + + </nav> + + + <div class="wy-nav-content"> + + <div class="rst-content"> + + + + + + + + + + + + + + + + + +<div role="navigation" aria-label="breadcrumbs navigation"> + + <ul class="wy-breadcrumbs"> + + <li><a href="../index.html">Docs</a> »</li> + + <li><a href="index.html">Documentation</a> »</li> + + <li>Device</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="device"> +<h1>Device<a class="headerlink" href="#device" title="Permalink to this headline">¶</a></h1> +<p>The Device abstract represents any hardware device with memory and compuation units. +All [Tensor operations](tensor.html) are scheduled by the resident device for execution. +Tensor memory is also managed by the deviceâs memory manager. Therefore, optimization +of memory and execution are implemented in the Device class.</p> +<div class="section" id="specific-devices"> +<h2>Specific devices<a class="headerlink" href="#specific-devices" title="Permalink to this headline">¶</a></h2> +<p>Currently, SINGA has three Device implmentations,</p> +<ol class="arabic simple"> +<li>CudaGPU for an Nvidia GPU card which runs Cuda code</li> +<li>CppCPU for a CPU which runs Cpp code</li> +<li>OpenclGPU for a GPU card which runs OpenCL code</li> +</ol> +</div> +<div class="section" id="python-api"> +<h2>Python API<a class="headerlink" href="#python-api" title="Permalink to this headline">¶</a></h2> +<p>The following code provides examples of creating devices:</p> +<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">singa</span> <span class="k">import</span> <span class="n">device</span> +<span class="n">cuda</span> <span class="o">=</span> <span class="n">device</span><span class="o">.</span><span class="n">create_cuda_gpu_on</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span> <span class="c1"># use GPU card of ID 0</span> +<span class="n">host</span> <span class="o">=</span> <span class="n">device</span><span class="o">.</span><span class="n">get_default_device</span><span class="p">()</span> <span class="c1"># get the default host device (a CppCPU)</span> +<span class="n">ary1</span> <span class="o">=</span> <span class="n">device</span><span class="o">.</span><span class="n">create_cuda_gpus</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span> <span class="c1"># create 2 devices, starting from ID 0</span> +<span class="n">ary2</span> <span class="o">=</span> <span class="n">device</span><span class="o">.</span><span class="n">create_cuda_gpus</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="mi">2</span><span class="p">])</span> <span class="c1"># create 2 devices on ID 0 and 2</span> +</pre></div> +</div> +</div> +<div class="section" id="cpp-api"> +<h2>CPP API<a class="headerlink" href="#cpp-api" title="Permalink to this headline">¶</a></h2> +</div> +</div> + + + </div> + + </div> + <footer> + + <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation"> + + <a href="tensor.html" class="btn btn-neutral float-right" title="Tensor" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a> + + + <a href="software_stack.html" class="btn btn-neutral float-left" title="Software Stack" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> Previous</a> + + </div> + + + <hr/> + + <div role="contentinfo"> + <p> + © Copyright 2019 The Apache Software Foundation. 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See the License for the + specific language governing permissions and limitations + under the License. +--><div class="section" id="docker-images"> +<h1>Docker Images<a class="headerlink" href="#docker-images" title="Permalink to this headline">¶</a></h1> +<div class="section" id="available-tags"> +<h2>Available tags<a class="headerlink" href="#available-tags" title="Permalink to this headline">¶</a></h2> +<ul class="simple"> +<li><code class="docutils literal notranslate"><span class="pre">devel</span></code>, with SINGA and the development packages installed on Ubuntu16.04 (no GPU)</li> +<li><code class="docutils literal notranslate"><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"> +<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-default notranslate"><div class="highlight"><pre><span></span><span class="n">docker</span> <span class="n">pull</span> <span class="n">apache</span><span class="o">/</span><span class="n">singa</span><span class="p">:</span><span class="n">devel</span> +<span class="c1"># or</span> +<span class="n">docker</span> <span class="n">pull</span> <span class="n">apache</span><span class="o">/</span><span class="n">singa</span><span class="p">:</span><span class="n">devel</span><span class="o">-</span><span class="n">cuda</span> +</pre></div> +</div> +<p>Run the docker container using</p> +<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">docker</span> <span class="n">run</span> <span class="o">-</span><span class="n">it</span> <span class="n">apache</span><span class="o">/</span><span class="n">singa</span><span class="p">:</span><span class="n">devel</span> <span class="o">/</span><span class="nb">bin</span><span class="o">/</span><span class="n">bash</span> +<span class="c1"># or</span> +<span class="n">docker</span> <span class="n">run</span> <span class="o">-</span><span class="n">it</span> <span class="n">apache</span><span class="o">/</span><span class="n">singa</span><span class="p">:</span><span class="n">devel</span><span class="o">-</span><span class="n">cuda</span> <span class="o">/</span><span class="nb">bin</span><span class="o">/</span><span class="n">bash</span> +</pre></div> +</div> +<p>The latest SINGA code is under the <code class="docutils literal notranslate"><span class="pre">incubator-singa</span></code> folder.</p> +</div> +<div class="section" id="create-new-docker-images-from-dockerfile"> +<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-default notranslate"><div class="highlight"><pre><span></span><span class="n">docker</span> <span class="n">build</span> <span class="o">-</span><span class="n">t</span> <span class="n">singa</span><span class="p">:</span><span class="o"><</span><span class="n">TAG</span><span class="o">></span> <span class="o">-</span><span class="n">f</span> <span class="n">Dockerfile</span> +</pre></div> +</div> +<p>The <code class="docutils literal notranslate"><span class="pre"><TAG></span></code> is named as</p> +<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><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">CUDA</span><span class="o">|</span><span class="n">CPU</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 libsâ header files installed and SINGAâs source code; runtime: the minimal images which can run SINGA programs.</li> +<li>CUDA: cuda10.0, cuda9.0</li> +<li>CUDNN: cudnn7</li> +</ul> +<p>Here are some example tags:</p> +<p><code class="docutils literal notranslate"><span class="pre">devel-cuda9-cudnn7</span></code>, <code class="docutils literal notranslate"><span class="pre">devel-cuda9-cudnn7</span></code>, <code class="docutils literal notranslate"><span class="pre">devel-cuda10-cudnn7</span></code>, <code class="docutils literal notranslate"><span class="pre">devel-cpu</span></code>, <code class="docutils literal notranslate"><span class="pre">runtime-gpu</span></code> and <code class="docutils literal notranslate"><span class="pre">runtime-cpu</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-default notranslate"><div class="highlight"><pre><span></span><span class="n">level1</span><span class="p">:</span> <span class="n">devel</span><span class="o">|</span><span class="n">runtime</span> +<span class="n">level2</span><span class="p">:</span> <span class="n">Dockerfile</span><span class="p">,</span> <span class="n">OS</span> +<span class="n">level3</span><span class="p">:</span> <span class="n">Dockerfile</span><span class="p">,</span> <span class="n">CUDA</span><span class="o">|</span><span class="n">MKLDNN</span> +</pre></div> +</div> +<p>For example, the path of the Dockerfile for <code class="docutils literal notranslate"><span class="pre">devel-cuda9-cudnn7</span></code> is <code class="docutils literal notranslate"><span class="pre">tool/docker/devel/ubuntu/cuda9/Dockerfile</span></code>.</p> +</div> +</div> + + + </div> + + </div> + <footer> + + + <hr/> + + <div role="contentinfo"> + <p> + © Copyright 2019 The Apache Software Foundation. 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