README.html 15.8 KB
Newer Older
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129


<!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>Required CMake Function &mdash; PaddlePaddle  documentation</title>
  

  
  

  

  
  
    

  

  
  
    <link rel="stylesheet" href="../../_static/css/theme.css" type="text/css" />
  

  
  
        <link rel="index" title="Index"
              href="../../genindex.html"/>
        <link rel="search" title="Search" href="../../search.html"/>
    <link rel="top" title="PaddlePaddle  documentation" href="../../index.html"/> 

  <link rel="stylesheet" href="https://cdn.jsdelivr.net/perfect-scrollbar/0.6.14/css/perfect-scrollbar.min.css" type="text/css" />
  <link rel="stylesheet" href="../../_static/css/override.css" type="text/css" />
  <script>
  var _hmt = _hmt || [];
  (function() {
    var hm = document.createElement("script");
    hm.src = "//hm.baidu.com/hm.js?b9a314ab40d04d805655aab1deee08ba";
    var s = document.getElementsByTagName("script")[0]; 
    s.parentNode.insertBefore(hm, s);
  })();
  </script>

  

  
  <script src="../../_static/js/modernizr.min.js"></script>

</head>

<body class="wy-body-for-nav" role="document">

  
  <header class="site-header">
    <div class="site-logo">
      <a href="/"><img src="../../_static/images/PP_w.png"></a>
    </div>
    <div class="site-nav-links">
      <div class="site-menu">
        <a class="fork-on-github" href="https://github.com/PaddlePaddle/Paddle" target="_blank"><i class="fa fa-github"></i>Folk me on Github</a>
        <div class="language-switcher dropdown">
          <a type="button" data-toggle="dropdown">
            <span>English</span>
            <i class="fa fa-angle-up"></i>
            <i class="fa fa-angle-down"></i>
          </a>
          <ul class="dropdown-menu">
            <li><a href="/doc_cn">中文</a></li>
            <li><a href="/doc">English</a></li>
          </ul>
        </div>
        <ul class="site-page-links">
          <li><a href="/">Home</a></li>
        </ul>
      </div>
      <div class="doc-module">
        
        <ul>
<li class="toctree-l1"><a class="reference internal" href="../../getstarted/index_en.html">GET STARTED</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../howto/index_en.html">HOW TO</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../api/index_en.html">API</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../about/index_en.html">ABOUT</a></li>
</ul>

        
<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>
  </header>
  
  <div class="main-content-wrap">

    
    <nav class="doc-menu-vertical" role="navigation">
        
          
          <ul>
<li class="toctree-l1"><a class="reference internal" href="../../getstarted/index_en.html">GET STARTED</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../getstarted/build_and_install/index_en.html">Install and Build</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../getstarted/build_and_install/docker_install_en.html">PaddlePaddle in Docker Containers</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../getstarted/build_and_install/ubuntu_install_en.html">Debian Package installation guide</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../getstarted/build_and_install/build_from_source_en.html">Installing from Sources</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="../../howto/index_en.html">HOW TO</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../howto/usage/cmd_parameter/index_en.html">Set Command-line Parameters</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../howto/usage/cmd_parameter/use_case_en.html">Use Case</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../howto/usage/cmd_parameter/arguments_en.html">Argument Outline</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../howto/usage/cmd_parameter/detail_introduction_en.html">Detail Description</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="../../howto/usage/cluster/cluster_train_en.html">Run Distributed Training</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../howto/usage/k8s/k8s_en.html">Paddle On Kubernetes</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../howto/usage/k8s/k8s_aws_en.html">Distributed PaddlePaddle Training on AWS with Kubernetes</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../howto/dev/new_layer_en.html">Write New Layers</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../howto/dev/contribute_to_paddle_en.html">Contribute Code</a></li>
130 131 132 133
<li class="toctree-l2"><a class="reference internal" href="../../howto/deep_model/rnn/index_en.html">RNN Models</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../howto/deep_model/rnn/rnn_config_en.html">RNN Configuration</a></li>
</ul>
</li>
134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341
<li class="toctree-l2"><a class="reference internal" href="../../howto/optimization/gpu_profiling_en.html">Tune GPU Performance</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="../../api/index_en.html">API</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../api/v2/model_configs.html">Model Configuration</a><ul>
<li class="toctree-l3"><a class="reference internal" href="../../api/v2/config/activation.html">Activation</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../api/v2/config/layer.html">Layers</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../api/v2/config/evaluators.html">Evaluators</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../api/v2/config/optimizer.html">Optimizer</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../api/v2/config/pooling.html">Pooling</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../api/v2/config/networks.html">Networks</a></li>
<li class="toctree-l3"><a class="reference internal" href="../../api/v2/config/attr.html">Parameter Attribute</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="../../api/v2/data.html">Data Reader Interface and DataSets</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../api/v2/run_logic.html">Training and Inference</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="../../about/index_en.html">ABOUT</a></li>
</ul>

        
    </nav>
    
    <section class="doc-content-wrap">

      

 







<div role="navigation" aria-label="breadcrumbs navigation">
  <ul class="wy-breadcrumbs">
      
    <li>Required CMake Function</li>
  </ul>
</div>
      
      <div class="wy-nav-content" id="doc-content">
        <div class="rst-content">
          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
           <div itemprop="articleBody">
            
  <p>A few months ago when we were trying to replace CMake with Bazel, &#64;emailweixu suggested that we rewrite those handy Bazel functions using CMake. Now it seems that it&#8217;s the right time to get this done, as we are facing problems from the porting of Majel and the development of new the parameter server using Go and C++.</p>
<p>Here are some initial thoughts. Your comments are welcome!</p>
<div class="section" id="required-cmake-function">
<span id="required-cmake-function"></span><h1>Required CMake Function<a class="headerlink" href="#required-cmake-function" title="Permalink to this headline"></a></h1>
<p>I think we need only the following few CMake functions to make a project description mean and clean:</p>
<p>| C++ | CUDA C++ | Go |
|&#8212;|&#8212;|&#8212;|
| cc_library | nv_library | go_library |
| cc_binary | nv_binary | go_binary |
| cc_test | nv_test | go_test |</p>
<ul class="simple">
<li>The <code class="docutils literal"><span class="pre">_library</span></code> functions generate  .a files from source code.</li>
<li>The <code class="docutils literal"><span class="pre">_binary</span></code> functions generate executable binary files.</li>
<li>The <code class="docutils literal"><span class="pre">_test</span></code> functions generate executable unit test files. They work like <code class="docutils literal"><span class="pre">_binary</span></code> but links <code class="docutils literal"><span class="pre">-lgtest</span></code> and <code class="docutils literal"><span class="pre">-lgtest_main</span></code>.</li>
</ul>
<p>The difference between <code class="docutils literal"><span class="pre">nv_</span></code> functions and <code class="docutils literal"><span class="pre">cc_</span></code> functions is that the former use <code class="docutils literal"><span class="pre">nvcc</span></code> instead of the system-default C++ compiler.</p>
<p>Both <code class="docutils literal"><span class="pre">nv_</span></code> and <code class="docutils literal"><span class="pre">cc_</span></code> functions enables C++11 (-std=c++11).</p>
<p>Also,</p>
<ul class="simple">
<li>to describe external dependencies, we need <code class="docutils literal"><span class="pre">external_library</span></code>.</li>
<li>to build shared libraries, we need <code class="docutils literal"><span class="pre">shared_library</span></code>.</li>
</ul>
</div>
<div class="section" id="an-example-project">
<span id="an-example-project"></span><h1>An Example Project<a class="headerlink" href="#an-example-project" title="Permalink to this headline"></a></h1>
<p>Suppose that we have aforementioned functions defined in our <code class="docutils literal"><span class="pre">/cmake</span></code> directory.  The following example <code class="docutils literal"><span class="pre">CMakeLists.txt</span></code> describes a project including the following source files:</p>
<ul class="simple">
<li>tensor.h</li>
<li>tensor.cc</li>
<li>tensor_test.cc</li>
<li>ops.h</li>
<li>ops.cu</li>
<li>ops_test.cu</li>
<li>api.go</li>
<li>api_test.go</li>
</ul>
<p>Suppose that ops.cu depends on CUDNN.</p>
<div class="highlight-cmake"><div class="highlight"><pre><span></span><span class="c"># cc_binary parses tensor.cc and figures out that target also depend</span>
<span class="c"># on tensor.h.</span>
<span class="nb">cc_binary</span><span class="p">(</span><span class="s">tensor</span>
  <span class="s">SRCS</span>
  <span class="s">tensor.cc</span><span class="p">)</span>

<span class="c"># The dependency to target tensor implies that if any of</span>
<span class="c"># tensor{.h,.cc,_test.cc} is changed, tensor_test need to be re-built.</span>
<span class="nb">cc_test</span><span class="p">(</span><span class="s">tensor_test</span>
  <span class="s">SRCS</span>
  <span class="s">tensor_test.cc</span>
  <span class="s">DEPS</span>
  <span class="s">tensor</span><span class="p">)</span>

<span class="c"># I don&#39;t have a clear idea what parameters external_library need to</span>
<span class="c"># have.  @gangliao as a CMake expert would have better ideas.</span>
<span class="nb">external_library</span><span class="p">(</span><span class="s">cudnn</span>
  <span class="s">....</span><span class="p">)</span>

<span class="c"># Suppose that ops.cu depends on external target CUDNN.  Also, ops.cu</span>
<span class="c"># include global functions that take Tensor as their parameters, so</span>
<span class="c"># ops depend on tensor.  This implies that if any of tensor.{h.cc},</span>
<span class="c"># ops.{h,cu} is changed, ops need to be re-built.</span>
<span class="nb">nv_library</span><span class="p">(</span><span class="s">ops</span>
  <span class="s">SRCS</span>
  <span class="s">ops.cu</span>
  <span class="s">DEPS</span>
  <span class="s">tensor</span>
  <span class="s">cudnn</span><span class="p">)</span>  <span class="c"># cudnn is defined later.</span>

<span class="nb">nv_test</span><span class="p">(</span><span class="s">ops_test</span>
  <span class="s">SRCS</span>
  <span class="s">ops_test.cu</span>
  <span class="s">DEPS</span>
  <span class="s">ops</span><span class="p">)</span>

<span class="c"># Because api.go defines a GO wrapper to ops and tensor, it depends on</span>
<span class="c"># both.  This implies that if any of tensor.{h,cc}, ops.{h,cu}, or</span>
<span class="c"># api.go is changed, api need to be re-built.</span>
<span class="nb">go_library</span><span class="p">(</span><span class="s">api</span>
  <span class="s">SRCS</span>
  <span class="s">api.go</span>
  <span class="s">DEPS</span>
  <span class="s">tensor</span> <span class="c"># Because ops depend on tensor, this line is optional.</span>
  <span class="s">ops</span><span class="p">)</span>

<span class="nb">go_test</span><span class="p">(</span><span class="s">api_test</span>
  <span class="s">SRCS</span>
  <span class="s">api_test.go</span>
  <span class="s">DEPS</span>
  <span class="s">api</span><span class="p">)</span>


<span class="c"># This builds libapi.so.  shared_library might use CMake target</span>
<span class="c"># api_shared so to distinguish it from above target api.</span>
<span class="nb">shared_library</span><span class="p">(</span><span class="s">api</span>
  <span class="s">DEPS</span>
  <span class="s">api</span><span class="p">)</span>
</pre></div>
</div>
</div>
<div class="section" id="implementation">
<span id="implementation"></span><h1>Implementation<a class="headerlink" href="#implementation" title="Permalink to this headline"></a></h1>
<p>As above example CMakeLists.txt executes, each function invocation adds &#8220;nodes&#8221; to a dependency graph.  It also use this graph to generate CMake commands including <code class="docutils literal"><span class="pre">add_executable</span></code>, <code class="docutils literal"><span class="pre">add_dependencies</span></code>, <code class="docutils literal"><span class="pre">target_link_libraries</span></code>, and <code class="docutils literal"><span class="pre">add_test</span></code>.</p>
</div>


           </div>
          </div>
          <footer>
  

  <hr/>

  <div role="contentinfo">
    <p>
        &copy; Copyright 2016, PaddlePaddle developers.

    </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:'',
            COLLAPSE_INDEX:false,
            FILE_SUFFIX:'.html',
            HAS_SOURCE:  true,
            SOURCELINK_SUFFIX: ".txt",
        };
    </script>
      <script type="text/javascript" src="../../_static/jquery.js"></script>
      <script type="text/javascript" src="../../_static/underscore.js"></script>
      <script type="text/javascript" src="../../_static/doctools.js"></script>
      <script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.0/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
       
  

  
  
    <script type="text/javascript" src="../../_static/js/theme.js"></script>
  
  
  <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.7/js/bootstrap.min.js" integrity="sha384-Tc5IQib027qvyjSMfHjOMaLkfuWVxZxUPnCJA7l2mCWNIpG9mGCD8wGNIcPD7Txa" crossorigin="anonymous"></script>
  <script src="https://cdn.jsdelivr.net/perfect-scrollbar/0.6.14/js/perfect-scrollbar.jquery.min.js"></script>
  <script src="../../_static/js/paddle_doc_init.js"></script> 

</body>
</html>