• matthijs's avatar
    sync with FB version 2017-11-22 · 0df3f646
    matthijs authored
    various bugfixes from github issues
    kmean with some frozen centroids
    GPU better tiling for large flat datasets
    default AVX for vector ops
    0df3f646
DeviceUtils_8h_source.html 33.8 KB
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<li class="navelem"><a class="el" href="dir_6b3ae6988449b0834e9596fad5d75199.html">gpu</a></li><li class="navelem"><a class="el" href="dir_498271007b03b2a0521055e88776887b.html">utils</a></li>  </ul>
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<div class="title">DeviceUtils.h</div>  </div>
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<div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="comment">/**</span></div>
<div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="comment"> * Copyright (c) 2015-present, Facebook, Inc.</span></div>
<div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="comment"> * All rights reserved.</span></div>
<div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="comment"> *</span></div>
<div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="comment"> * This source code is licensed under the BSD+Patents license found in the</span></div>
<div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="comment"> * LICENSE file in the root directory of this source tree.</span></div>
<div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="comment"> */</span></div>
<div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;</div>
<div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="comment">// Copyright 2004-present Facebook. All Rights Reserved.</span></div>
<div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;</div>
<div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#pragma once</span></div>
<div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor"></span></div>
<div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &quot;../../FaissAssert.h&quot;</span></div>
<div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &lt;cuda_runtime.h&gt;</span></div>
<div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &lt;cublas_v2.h&gt;</span></div>
<div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div>
<div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div>
<div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="keyword">namespace </span>faiss { <span class="keyword">namespace </span>gpu {</div>
<div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="comment">/// Returns the current thread-local GPU device</span></div>
<div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="comment"></span><span class="keywordtype">int</span> getCurrentDevice();</div>
<div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="comment">/// Sets the current thread-local GPU device</span></div>
<div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="comment"></span><span class="keywordtype">void</span> setCurrentDevice(<span class="keywordtype">int</span> device);</div>
<div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="comment">/// Returns the number of available GPU devices</span></div>
<div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="comment"></span><span class="keywordtype">int</span> getNumDevices();</div>
<div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="comment">/// Synchronizes the CPU against all devices (equivalent to</span></div>
<div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="comment">/// cudaDeviceSynchronize for each device)</span></div>
<div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="comment"></span><span class="keywordtype">void</span> synchronizeAllDevices();</div>
<div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="comment">/// Returns a cached cudaDeviceProp for the given device</span></div>
<div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="comment"></span><span class="keyword">const</span> cudaDeviceProp&amp; getDeviceProperties(<span class="keywordtype">int</span> device);</div>
<div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="comment">/// Returns the cached cudaDeviceProp for the current device</span></div>
<div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="comment"></span><span class="keyword">const</span> cudaDeviceProp&amp; getCurrentDeviceProperties();</div>
<div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="comment">/// Returns the maximum number of threads available for the given GPU</span></div>
<div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="comment">/// device</span></div>
<div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;<span class="comment"></span><span class="keywordtype">int</span> getMaxThreads(<span class="keywordtype">int</span> device);</div>
<div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;<span class="comment">/// Equivalent to getMaxThreads(getCurrentDevice())</span></div>
<div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;<span class="comment"></span><span class="keywordtype">int</span> getMaxThreadsCurrentDevice();</div>
<div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;<span class="comment">/// Returns the maximum smem available for the given GPU device</span></div>
<div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;<span class="comment"></span><span class="keywordtype">size_t</span> getMaxSharedMemPerBlock(<span class="keywordtype">int</span> device);</div>
<div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;<span class="comment">/// Equivalent to getMaxSharedMemPerBlock(getCurrentDevice())</span></div>
<div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;<span class="comment"></span><span class="keywordtype">size_t</span> getMaxSharedMemPerBlockCurrentDevice();</div>
<div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;<span class="comment">/// For a given pointer, returns whether or not it is located on</span></div>
<div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;<span class="comment">/// a device (deviceId &gt;= 0) or the host (-1).</span></div>
<div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;<span class="comment"></span><span class="keywordtype">int</span> getDeviceForAddress(<span class="keyword">const</span> <span class="keywordtype">void</span>* p);</div>
<div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;<span class="comment">/// Does the given device support full unified memory sharing host</span></div>
<div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;<span class="comment">/// memory?</span></div>
<div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;<span class="comment"></span><span class="keywordtype">bool</span> getFullUnifiedMemSupport(<span class="keywordtype">int</span> device);</div>
<div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;<span class="comment">/// Equivalent to getFullUnifiedMemSupport(getCurrentDevice())</span></div>
<div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;<span class="comment"></span><span class="keywordtype">bool</span> getFullUnifiedMemSupportCurrentDevice();</div>
<div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;<span class="comment">/// RAII object to set the current device, and restore the previous</span></div>
<div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;<span class="comment">/// device upon destruction</span></div>
<div class="line"><a name="l00065"></a><span class="lineno"><a class="line" href="classfaiss_1_1gpu_1_1DeviceScope.html">   65</a></span>&#160;<span class="comment"></span><span class="keyword">class </span><a class="code" href="classfaiss_1_1gpu_1_1DeviceScope.html">DeviceScope</a> {</div>
<div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160; <span class="keyword">public</span>:</div>
<div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;  <span class="keyword">explicit</span> <a class="code" href="classfaiss_1_1gpu_1_1DeviceScope.html">DeviceScope</a>(<span class="keywordtype">int</span> device);</div>
<div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;  ~<a class="code" href="classfaiss_1_1gpu_1_1DeviceScope.html">DeviceScope</a>();</div>
<div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;</div>
<div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160; <span class="keyword">private</span>:</div>
<div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;  <span class="keywordtype">int</span> prevDevice_;</div>
<div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;};</div>
<div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;<span class="comment">/// RAII object to manage a cublasHandle_t</span></div>
<div class="line"><a name="l00075"></a><span class="lineno"><a class="line" href="classfaiss_1_1gpu_1_1CublasHandleScope.html">   75</a></span>&#160;<span class="comment"></span><span class="keyword">class </span><a class="code" href="classfaiss_1_1gpu_1_1CublasHandleScope.html">CublasHandleScope</a> {</div>
<div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160; <span class="keyword">public</span>:</div>
<div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;  <a class="code" href="classfaiss_1_1gpu_1_1CublasHandleScope.html">CublasHandleScope</a>();</div>
<div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;  ~<a class="code" href="classfaiss_1_1gpu_1_1CublasHandleScope.html">CublasHandleScope</a>();</div>
<div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;</div>
<div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;  cublasHandle_t <span class="keyword">get</span>() { <span class="keywordflow">return</span> blasHandle_; }</div>
<div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;</div>
<div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160; <span class="keyword">private</span>:</div>
<div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;  cublasHandle_t blasHandle_;</div>
<div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;};</div>
<div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;</div>
<div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;<span class="comment">// RAII object to manage a cudaEvent_t</span></div>
<div class="line"><a name="l00087"></a><span class="lineno"><a class="line" href="classfaiss_1_1gpu_1_1CudaEvent.html">   87</a></span>&#160;<span class="keyword">class </span><a class="code" href="classfaiss_1_1gpu_1_1CudaEvent.html">CudaEvent</a> {</div>
<div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160; <span class="keyword">public</span>:<span class="comment"></span></div>
<div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;<span class="comment">  /// Creates an event and records it in this stream</span></div>
<div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;<span class="comment"></span>  <span class="keyword">explicit</span> <a class="code" href="classfaiss_1_1gpu_1_1CudaEvent.html#af7f5fa36dbff9e6126c1b01218f147e1">CudaEvent</a>(cudaStream_t stream);</div>
<div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;  <a class="code" href="classfaiss_1_1gpu_1_1CudaEvent.html#af7f5fa36dbff9e6126c1b01218f147e1">CudaEvent</a>(<span class="keyword">const</span> <a class="code" href="classfaiss_1_1gpu_1_1CudaEvent.html">CudaEvent</a>&amp; event) = <span class="keyword">delete</span>;</div>
<div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;  <a class="code" href="classfaiss_1_1gpu_1_1CudaEvent.html#af7f5fa36dbff9e6126c1b01218f147e1">CudaEvent</a>(<a class="code" href="classfaiss_1_1gpu_1_1CudaEvent.html">CudaEvent</a>&amp;&amp; event) noexcept;</div>
<div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;  ~<a class="code" href="classfaiss_1_1gpu_1_1CudaEvent.html">CudaEvent</a>();</div>
<div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;</div>
<div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;  <span class="keyword">inline</span> cudaEvent_t <span class="keyword">get</span>() { <span class="keywordflow">return</span> event_; }</div>
<div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;<span class="comment">  /// Wait on this event in this stream</span></div>
<div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;<span class="comment"></span>  <span class="keywordtype">void</span> <a class="code" href="classfaiss_1_1gpu_1_1CudaEvent.html#ad8968b298b95788c7679d7e5aa0571eb">streamWaitOnEvent</a>(cudaStream_t stream);</div>
<div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;<span class="comment">  /// Have the CPU wait for the completion of this event</span></div>
<div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;<span class="comment"></span>  <span class="keywordtype">void</span> <a class="code" href="classfaiss_1_1gpu_1_1CudaEvent.html#a9c85540093aaf87de80ece9f854e7c57">cpuWaitOnEvent</a>();</div>
<div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;</div>
<div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;  <a class="code" href="classfaiss_1_1gpu_1_1CudaEvent.html">CudaEvent</a>&amp; operator=(<a class="code" href="classfaiss_1_1gpu_1_1CudaEvent.html">CudaEvent</a>&amp;&amp; event) noexcept;</div>
<div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;  <a class="code" href="classfaiss_1_1gpu_1_1CudaEvent.html">CudaEvent</a>&amp; operator=(<a class="code" href="classfaiss_1_1gpu_1_1CudaEvent.html">CudaEvent</a>&amp; event) = <span class="keyword">delete</span>;</div>
<div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;</div>
<div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160; <span class="keyword">private</span>:</div>
<div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;  cudaEvent_t event_;</div>
<div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;};</div>
<div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;<span class="comment">/// Wrapper to test return status of CUDA functions</span></div>
<div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;<span class="comment"></span><span class="preprocessor">#define CUDA_VERIFY(X)                          \</span></div>
<div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;<span class="preprocessor">  do {                                                                  \</span></div>
<div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;<span class="preprocessor">    auto err__ = (X);                                                   \</span></div>
<div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;<span class="preprocessor">    FAISS_ASSERT_FMT(err__ == cudaSuccess, &quot;CUDA error %d&quot;, (int) err__); \</span></div>
<div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;<span class="preprocessor">  } while (0)</span></div>
<div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;<span class="preprocessor"></span><span class="comment"></span></div>
<div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;<span class="comment">/// Wrapper to synchronously probe for CUDA errors</span></div>
<div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;<span class="comment"></span><span class="comment">// #define FAISS_GPU_SYNC_ERROR 1</span></div>
<div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;</div>
<div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;<span class="preprocessor">#ifdef FAISS_GPU_SYNC_ERROR</span></div>
<div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define CUDA_TEST_ERROR()                       \</span></div>
<div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;<span class="preprocessor">  do {                                          \</span></div>
<div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;<span class="preprocessor">    CUDA_VERIFY(cudaDeviceSynchronize());       \</span></div>
<div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;<span class="preprocessor">  } while (0)</span></div>
<div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#else</span></div>
<div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define CUDA_TEST_ERROR()                       \</span></div>
<div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;<span class="preprocessor">  do {                                          \</span></div>
<div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;<span class="preprocessor">    CUDA_VERIFY(cudaGetLastError());            \</span></div>
<div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;<span class="preprocessor">  } while (0)</span></div>
<div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#endif</span></div>
<div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;<span class="preprocessor"></span><span class="comment"></span></div>
<div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;<span class="comment">/// Call for a collection of streams to wait on</span></div>
<div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;<span class="comment"></span><span class="keyword">template</span> &lt;<span class="keyword">typename</span> L1, <span class="keyword">typename</span> L2&gt;</div>
<div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;<span class="keywordtype">void</span> streamWaitBase(<span class="keyword">const</span> L1&amp; listWaiting, <span class="keyword">const</span> L2&amp; listWaitOn) {</div>
<div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;  <span class="comment">// For all the streams we are waiting on, create an event</span></div>
<div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;  std::vector&lt;cudaEvent_t&gt; events;</div>
<div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;  <span class="keywordflow">for</span> (<span class="keyword">auto</span>&amp; stream : listWaitOn) {</div>
<div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;    cudaEvent_t event;</div>
<div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;    CUDA_VERIFY(cudaEventCreateWithFlags(&amp;event, cudaEventDisableTiming));</div>
<div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;    CUDA_VERIFY(cudaEventRecord(event, stream));</div>
<div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;    events.push_back(event);</div>
<div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;  }</div>
<div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;</div>
<div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;  <span class="comment">// For all the streams that are waiting, issue a wait</span></div>
<div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;  <span class="keywordflow">for</span> (<span class="keyword">auto</span>&amp; stream : listWaiting) {</div>
<div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;    <span class="keywordflow">for</span> (<span class="keyword">auto</span>&amp; event : events) {</div>
<div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;      CUDA_VERIFY(cudaStreamWaitEvent(stream, event, 0));</div>
<div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;    }</div>
<div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;  }</div>
<div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;</div>
<div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;  <span class="keywordflow">for</span> (<span class="keyword">auto</span>&amp; event : events) {</div>
<div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;    CUDA_VERIFY(cudaEventDestroy(event));</div>
<div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;  }</div>
<div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;}</div>
<div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;<span class="comment">/// These versions allow usage of initializer_list as arguments, since</span></div>
<div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;<span class="comment">/// otherwise {...} doesn&#39;t have a type</span></div>
<div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;<span class="comment"></span><span class="keyword">template</span> &lt;<span class="keyword">typename</span> L1&gt;</div>
<div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;<span class="keywordtype">void</span> streamWait(<span class="keyword">const</span> L1&amp; a,</div>
<div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;                <span class="keyword">const</span> std::initializer_list&lt;cudaStream_t&gt;&amp; b) {</div>
<div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;  streamWaitBase(a, b);</div>
<div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;}</div>
<div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;</div>
<div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;<span class="keyword">template</span> &lt;<span class="keyword">typename</span> L2&gt;</div>
<div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;<span class="keywordtype">void</span> streamWait(<span class="keyword">const</span> std::initializer_list&lt;cudaStream_t&gt;&amp; a,</div>
<div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;                <span class="keyword">const</span> L2&amp; b) {</div>
<div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;  streamWaitBase(a, b);</div>
<div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;}</div>
<div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;</div>
<div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;<span class="keyword">inline</span> <span class="keywordtype">void</span> streamWait(<span class="keyword">const</span> std::initializer_list&lt;cudaStream_t&gt;&amp; a,</div>
<div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;                       <span class="keyword">const</span> std::initializer_list&lt;cudaStream_t&gt;&amp; b) {</div>
<div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;  streamWaitBase(a, b);</div>
<div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;}</div>
<div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;</div>
<div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;} } <span class="comment">// namespace</span></div>
<div class="ttc" id="classfaiss_1_1gpu_1_1CudaEvent_html_a9c85540093aaf87de80ece9f854e7c57"><div class="ttname"><a href="classfaiss_1_1gpu_1_1CudaEvent.html#a9c85540093aaf87de80ece9f854e7c57">faiss::gpu::CudaEvent::cpuWaitOnEvent</a></div><div class="ttdeci">void cpuWaitOnEvent()</div><div class="ttdoc">Have the CPU wait for the completion of this event. </div><div class="ttdef"><b>Definition:</b> <a href="DeviceUtils_8cpp_source.html#l00172">DeviceUtils.cpp:172</a></div></div>
<div class="ttc" id="classfaiss_1_1gpu_1_1CudaEvent_html_ad8968b298b95788c7679d7e5aa0571eb"><div class="ttname"><a href="classfaiss_1_1gpu_1_1CudaEvent.html#ad8968b298b95788c7679d7e5aa0571eb">faiss::gpu::CudaEvent::streamWaitOnEvent</a></div><div class="ttdeci">void streamWaitOnEvent(cudaStream_t stream)</div><div class="ttdoc">Wait on this event in this stream. </div><div class="ttdef"><b>Definition:</b> <a href="DeviceUtils_8cpp_source.html#l00167">DeviceUtils.cpp:167</a></div></div>
<div class="ttc" id="classfaiss_1_1gpu_1_1CudaEvent_html_af7f5fa36dbff9e6126c1b01218f147e1"><div class="ttname"><a href="classfaiss_1_1gpu_1_1CudaEvent.html#af7f5fa36dbff9e6126c1b01218f147e1">faiss::gpu::CudaEvent::CudaEvent</a></div><div class="ttdeci">CudaEvent(cudaStream_t stream)</div><div class="ttdoc">Creates an event and records it in this stream. </div><div class="ttdef"><b>Definition:</b> <a href="DeviceUtils_8cpp_source.html#l00141">DeviceUtils.cpp:141</a></div></div>
<div class="ttc" id="classfaiss_1_1gpu_1_1DeviceScope_html"><div class="ttname"><a href="classfaiss_1_1gpu_1_1DeviceScope.html">faiss::gpu::DeviceScope</a></div><div class="ttdef"><b>Definition:</b> <a href="DeviceUtils_8h_source.html#l00065">DeviceUtils.h:65</a></div></div>
<div class="ttc" id="classfaiss_1_1gpu_1_1CublasHandleScope_html"><div class="ttname"><a href="classfaiss_1_1gpu_1_1CublasHandleScope.html">faiss::gpu::CublasHandleScope</a></div><div class="ttdoc">RAII object to manage a cublasHandle_t. </div><div class="ttdef"><b>Definition:</b> <a href="DeviceUtils_8h_source.html#l00075">DeviceUtils.h:75</a></div></div>
<div class="ttc" id="classfaiss_1_1gpu_1_1CudaEvent_html"><div class="ttname"><a href="classfaiss_1_1gpu_1_1CudaEvent.html">faiss::gpu::CudaEvent</a></div><div class="ttdef"><b>Definition:</b> <a href="DeviceUtils_8h_source.html#l00087">DeviceUtils.h:87</a></div></div>
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