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<div class="title">StandardGpuResources.cpp</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">/**</span></div>
<div class="line"><a name="l00003"></a><span class="lineno"> 3</span>&#160;<span class="comment"> * Copyright (c) 2015-present, Facebook, Inc.</span></div>
<div class="line"><a name="l00004"></a><span class="lineno"> 4</span>&#160;<span class="comment"> * All rights reserved.</span></div>
<div class="line"><a name="l00005"></a><span class="lineno"> 5</span>&#160;<span class="comment"> *</span></div>
<div class="line"><a name="l00006"></a><span class="lineno"> 6</span>&#160;<span class="comment"> * This source code is licensed under the CC-by-NC license found in the</span></div>
<div class="line"><a name="l00007"></a><span class="lineno"> 7</span>&#160;<span class="comment"> * LICENSE file in the root directory of this source tree.</span></div>
<div class="line"><a name="l00008"></a><span class="lineno"> 8</span>&#160;<span class="comment"> */</span></div>
<div class="line"><a name="l00009"></a><span class="lineno"> 9</span>&#160;</div>
<div class="line"><a name="l00010"></a><span class="lineno"> 10</span>&#160;<span class="comment">// Copyright 2004-present Facebook. All Rights Reserved.</span></div>
<div class="line"><a name="l00011"></a><span class="lineno"> 11</span>&#160;</div>
<div class="line"><a name="l00012"></a><span class="lineno"> 12</span>&#160;<span class="preprocessor">#include &quot;StandardGpuResources.h&quot;</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;</div>
<div class="line"><a name="l00015"></a><span class="lineno"> 15</span>&#160;<span class="keyword">namespace </span>faiss { <span class="keyword">namespace </span>gpu {</div>
<div class="line"><a name="l00016"></a><span class="lineno"> 16</span>&#160;</div>
<div class="line"><a name="l00017"></a><span class="lineno"> 17</span>&#160;<span class="keyword">namespace </span>{</div>
<div class="line"><a name="l00018"></a><span class="lineno"> 18</span>&#160;</div>
<div class="line"><a name="l00019"></a><span class="lineno"> 19</span>&#160;constexpr <span class="keywordtype">int</span> kNumStreams = 2;</div>
<div class="line"><a name="l00020"></a><span class="lineno"> 20</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00021"></a><span class="lineno"> 21</span>&#160;<span class="comment">/// Use 18% of GPU memory for temporary space by default</span></div>
<div class="line"><a name="l00022"></a><span class="lineno"> 22</span>&#160;<span class="comment"></span>constexpr <span class="keywordtype">float</span> kDefaultTempMemFraction = 0.18f;</div>
<div class="line"><a name="l00023"></a><span class="lineno"> 23</span>&#160;<span class="comment"></span></div>
<div class="line"><a name="l00024"></a><span class="lineno"> 24</span>&#160;<span class="comment">/// Default pinned memory allocation size</span></div>
<div class="line"><a name="l00025"></a><span class="lineno"> 25</span>&#160;<span class="comment"></span>constexpr <span class="keywordtype">size_t</span> kDefaultPinnedMemoryAllocation = (size_t) 256 * 1024 * 1024;</div>
<div class="line"><a name="l00026"></a><span class="lineno"> 26</span>&#160;</div>
<div class="line"><a name="l00027"></a><span class="lineno"> 27</span>&#160;}</div>
<div class="line"><a name="l00028"></a><span class="lineno"> 28</span>&#160;</div>
<div class="line"><a name="l00029"></a><span class="lineno"> 29</span>&#160;StandardGpuResources::StandardGpuResources() :</div>
<div class="line"><a name="l00030"></a><span class="lineno"> 30</span>&#160; pinnedMemAlloc_(nullptr),</div>
<div class="line"><a name="l00031"></a><span class="lineno"> 31</span>&#160; pinnedMemAllocSize_(0),</div>
<div class="line"><a name="l00032"></a><span class="lineno"> 32</span>&#160; tempMemFraction_(kDefaultTempMemFraction),</div>
<div class="line"><a name="l00033"></a><span class="lineno"> 33</span>&#160; tempMemSize_(0),</div>
<div class="line"><a name="l00034"></a><span class="lineno"> 34</span>&#160; useFraction_(true),</div>
<div class="line"><a name="l00035"></a><span class="lineno"> 35</span>&#160; pinnedMemSize_(kDefaultPinnedMemoryAllocation) {</div>
<div class="line"><a name="l00036"></a><span class="lineno"> 36</span>&#160;}</div>
<div class="line"><a name="l00037"></a><span class="lineno"> 37</span>&#160;</div>
<div class="line"><a name="l00038"></a><span class="lineno"> 38</span>&#160;StandardGpuResources::~StandardGpuResources() {</div>
<div class="line"><a name="l00039"></a><span class="lineno"> 39</span>&#160; <span class="keywordflow">for</span> (<span class="keyword">auto</span>&amp; entry : defaultStreams_) {</div>
<div class="line"><a name="l00040"></a><span class="lineno"> 40</span>&#160; DeviceScope scope(entry.first);</div>
<div class="line"><a name="l00041"></a><span class="lineno"> 41</span>&#160;</div>
<div class="line"><a name="l00042"></a><span class="lineno"> 42</span>&#160; CUDA_VERIFY(cudaStreamDestroy(entry.second));</div>
<div class="line"><a name="l00043"></a><span class="lineno"> 43</span>&#160; }</div>
<div class="line"><a name="l00044"></a><span class="lineno"> 44</span>&#160;</div>
<div class="line"><a name="l00045"></a><span class="lineno"> 45</span>&#160; <span class="keywordflow">for</span> (<span class="keyword">auto</span>&amp; entry : alternateStreams_) {</div>
<div class="line"><a name="l00046"></a><span class="lineno"> 46</span>&#160; DeviceScope scope(entry.first);</div>
<div class="line"><a name="l00047"></a><span class="lineno"> 47</span>&#160;</div>
<div class="line"><a name="l00048"></a><span class="lineno"> 48</span>&#160; <span class="keywordflow">for</span> (<span class="keyword">auto</span> stream : entry.second) {</div>
<div class="line"><a name="l00049"></a><span class="lineno"> 49</span>&#160; CUDA_VERIFY(cudaStreamDestroy(stream));</div>
<div class="line"><a name="l00050"></a><span class="lineno"> 50</span>&#160; }</div>
<div class="line"><a name="l00051"></a><span class="lineno"> 51</span>&#160; }</div>
<div class="line"><a name="l00052"></a><span class="lineno"> 52</span>&#160;</div>
<div class="line"><a name="l00053"></a><span class="lineno"> 53</span>&#160; <span class="keywordflow">for</span> (<span class="keyword">auto</span>&amp; entry : asyncCopyStreams_) {</div>
<div class="line"><a name="l00054"></a><span class="lineno"> 54</span>&#160; DeviceScope scope(entry.first);</div>
<div class="line"><a name="l00055"></a><span class="lineno"> 55</span>&#160;</div>
<div class="line"><a name="l00056"></a><span class="lineno"> 56</span>&#160; CUDA_VERIFY(cudaStreamDestroy(entry.second));</div>
<div class="line"><a name="l00057"></a><span class="lineno"> 57</span>&#160; }</div>
<div class="line"><a name="l00058"></a><span class="lineno"> 58</span>&#160;</div>
<div class="line"><a name="l00059"></a><span class="lineno"> 59</span>&#160; <span class="keywordflow">for</span> (<span class="keyword">auto</span>&amp; entry : blasHandles_) {</div>
<div class="line"><a name="l00060"></a><span class="lineno"> 60</span>&#160; DeviceScope scope(entry.first);</div>
<div class="line"><a name="l00061"></a><span class="lineno"> 61</span>&#160;</div>
<div class="line"><a name="l00062"></a><span class="lineno"> 62</span>&#160; <span class="keyword">auto</span> blasStatus = cublasDestroy(entry.second);</div>
<div class="line"><a name="l00063"></a><span class="lineno"> 63</span>&#160; FAISS_ASSERT(blasStatus == CUBLAS_STATUS_SUCCESS);</div>
<div class="line"><a name="l00064"></a><span class="lineno"> 64</span>&#160; }</div>
<div class="line"><a name="l00065"></a><span class="lineno"> 65</span>&#160;</div>
<div class="line"><a name="l00066"></a><span class="lineno"> 66</span>&#160; <span class="keywordflow">if</span> (pinnedMemAlloc_) {</div>
<div class="line"><a name="l00067"></a><span class="lineno"> 67</span>&#160; CUDA_VERIFY(cudaFreeHost(pinnedMemAlloc_));</div>
<div class="line"><a name="l00068"></a><span class="lineno"> 68</span>&#160; }</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;</div>
<div class="line"><a name="l00071"></a><span class="lineno"> 71</span>&#160;<span class="keywordtype">void</span></div>
<div class="line"><a name="l00072"></a><span class="lineno"><a class="line" href="classfaiss_1_1gpu_1_1StandardGpuResources.html#a6431477a7328ac147797b3b4e3fcf651"> 72</a></span>&#160;<a class="code" href="classfaiss_1_1gpu_1_1StandardGpuResources.html#a6431477a7328ac147797b3b4e3fcf651">StandardGpuResources::noTempMemory</a>() {</div>
<div class="line"><a name="l00073"></a><span class="lineno"> 73</span>&#160; <a class="code" href="classfaiss_1_1gpu_1_1StandardGpuResources.html#a367102e65b16bfdc7a32770a4f5854a6">setTempMemory</a>(0);</div>
<div class="line"><a name="l00074"></a><span class="lineno"> 74</span>&#160;}</div>
<div class="line"><a name="l00075"></a><span class="lineno"> 75</span>&#160;</div>
<div class="line"><a name="l00076"></a><span class="lineno"> 76</span>&#160;<span class="keywordtype">void</span></div>
<div class="line"><a name="l00077"></a><span class="lineno"><a class="line" href="classfaiss_1_1gpu_1_1StandardGpuResources.html#a367102e65b16bfdc7a32770a4f5854a6"> 77</a></span>&#160;<a class="code" href="classfaiss_1_1gpu_1_1StandardGpuResources.html#a367102e65b16bfdc7a32770a4f5854a6">StandardGpuResources::setTempMemory</a>(<span class="keywordtype">size_t</span> size) {</div>
<div class="line"><a name="l00078"></a><span class="lineno"> 78</span>&#160; useFraction_ = <span class="keyword">false</span>;</div>
<div class="line"><a name="l00079"></a><span class="lineno"> 79</span>&#160; tempMemSize_ = size;</div>
<div class="line"><a name="l00080"></a><span class="lineno"> 80</span>&#160;}</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="keywordtype">void</span></div>
<div class="line"><a name="l00083"></a><span class="lineno"><a class="line" href="classfaiss_1_1gpu_1_1StandardGpuResources.html#a99ee4e66cb497873de804b9bd9042705"> 83</a></span>&#160;<a class="code" href="classfaiss_1_1gpu_1_1StandardGpuResources.html#a99ee4e66cb497873de804b9bd9042705">StandardGpuResources::setTempMemoryFraction</a>(<span class="keywordtype">float</span> fraction) {</div>
<div class="line"><a name="l00084"></a><span class="lineno"> 84</span>&#160; FAISS_ASSERT(fraction &gt;= 0.0f &amp;&amp; fraction &lt;= 0.5f);</div>
<div class="line"><a name="l00085"></a><span class="lineno"> 85</span>&#160; useFraction_ = <span class="keyword">true</span>;</div>
<div class="line"><a name="l00086"></a><span class="lineno"> 86</span>&#160; tempMemFraction_ = fraction;</div>
<div class="line"><a name="l00087"></a><span class="lineno"> 87</span>&#160;}</div>
<div class="line"><a name="l00088"></a><span class="lineno"> 88</span>&#160;</div>
<div class="line"><a name="l00089"></a><span class="lineno"> 89</span>&#160;<span class="keywordtype">void</span></div>
<div class="line"><a name="l00090"></a><span class="lineno"><a class="line" href="classfaiss_1_1gpu_1_1StandardGpuResources.html#af9acb23ac323f85fa5dab4ed968ccd51"> 90</a></span>&#160;<a class="code" href="classfaiss_1_1gpu_1_1StandardGpuResources.html#af9acb23ac323f85fa5dab4ed968ccd51">StandardGpuResources::setPinnedMemory</a>(<span class="keywordtype">size_t</span> size) {</div>
<div class="line"><a name="l00091"></a><span class="lineno"> 91</span>&#160; <span class="comment">// Should not call this after devices have been initialized</span></div>
<div class="line"><a name="l00092"></a><span class="lineno"> 92</span>&#160; FAISS_ASSERT(defaultStreams_.size() == 0);</div>
<div class="line"><a name="l00093"></a><span class="lineno"> 93</span>&#160; FAISS_ASSERT(!pinnedMemAlloc_);</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; pinnedMemSize_ = size;</div>
<div class="line"><a name="l00096"></a><span class="lineno"> 96</span>&#160;}</div>
<div class="line"><a name="l00097"></a><span class="lineno"> 97</span>&#160;</div>
<div class="line"><a name="l00098"></a><span class="lineno"> 98</span>&#160;<span class="keywordtype">void</span></div>
<div class="line"><a name="l00099"></a><span class="lineno"><a class="line" href="classfaiss_1_1gpu_1_1StandardGpuResources.html#adb2729678638ed89f7b8b38470f96056"> 99</a></span>&#160;<a class="code" href="classfaiss_1_1gpu_1_1StandardGpuResources.html#adb2729678638ed89f7b8b38470f96056">StandardGpuResources::initializeForDevice</a>(<span class="keywordtype">int</span> device) {</div>
<div class="line"><a name="l00100"></a><span class="lineno"> 100</span>&#160; <span class="comment">// Use default streams as a marker for whether or not a certain</span></div>
<div class="line"><a name="l00101"></a><span class="lineno"> 101</span>&#160; <span class="comment">// device has been initialized</span></div>
<div class="line"><a name="l00102"></a><span class="lineno"> 102</span>&#160; <span class="keywordflow">if</span> (defaultStreams_.count(device) != 0) {</div>
<div class="line"><a name="l00103"></a><span class="lineno"> 103</span>&#160; <span class="keywordflow">return</span>;</div>
<div class="line"><a name="l00104"></a><span class="lineno"> 104</span>&#160; }</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="comment">// If this is the first device that we&#39;re initializing, create our</span></div>
<div class="line"><a name="l00107"></a><span class="lineno"> 107</span>&#160; <span class="comment">// pinned memory allocation</span></div>
<div class="line"><a name="l00108"></a><span class="lineno"> 108</span>&#160; <span class="keywordflow">if</span> (defaultStreams_.empty() &amp;&amp; pinnedMemSize_ &gt; 0) {</div>
<div class="line"><a name="l00109"></a><span class="lineno"> 109</span>&#160; CUDA_VERIFY(cudaHostAlloc(&amp;pinnedMemAlloc_,</div>
<div class="line"><a name="l00110"></a><span class="lineno"> 110</span>&#160; pinnedMemSize_,</div>
<div class="line"><a name="l00111"></a><span class="lineno"> 111</span>&#160; cudaHostAllocDefault));</div>
<div class="line"><a name="l00112"></a><span class="lineno"> 112</span>&#160; pinnedMemAllocSize_ = pinnedMemSize_;</div>
<div class="line"><a name="l00113"></a><span class="lineno"> 113</span>&#160; }</div>
<div class="line"><a name="l00114"></a><span class="lineno"> 114</span>&#160;</div>
<div class="line"><a name="l00115"></a><span class="lineno"> 115</span>&#160; FAISS_ASSERT(device &lt; getNumDevices());</div>
<div class="line"><a name="l00116"></a><span class="lineno"> 116</span>&#160; <a class="code" href="classfaiss_1_1gpu_1_1DeviceScope.html">DeviceScope</a> scope(device);</div>
<div class="line"><a name="l00117"></a><span class="lineno"> 117</span>&#160;</div>
<div class="line"><a name="l00118"></a><span class="lineno"> 118</span>&#160; <span class="comment">// Make sure that device properties for all devices are cached</span></div>
<div class="line"><a name="l00119"></a><span class="lineno"> 119</span>&#160; <span class="keyword">auto</span>&amp; prop = getDeviceProperties(device);</div>
<div class="line"><a name="l00120"></a><span class="lineno"> 120</span>&#160;</div>
<div class="line"><a name="l00121"></a><span class="lineno"> 121</span>&#160; <span class="comment">// Also check to make sure we meet our minimum compute capability (3.5)</span></div>
<div class="line"><a name="l00122"></a><span class="lineno"> 122</span>&#160; FAISS_ASSERT(prop.major &gt; 3 || (prop.major == 3 &amp;&amp; prop.minor &gt;= 5));</div>
<div class="line"><a name="l00123"></a><span class="lineno"> 123</span>&#160;</div>
<div class="line"><a name="l00124"></a><span class="lineno"> 124</span>&#160; <span class="comment">// Create streams</span></div>
<div class="line"><a name="l00125"></a><span class="lineno"> 125</span>&#160; cudaStream_t defaultStream = 0;</div>
<div class="line"><a name="l00126"></a><span class="lineno"> 126</span>&#160; CUDA_VERIFY(cudaStreamCreateWithFlags(&amp;defaultStream,</div>
<div class="line"><a name="l00127"></a><span class="lineno"> 127</span>&#160; cudaStreamNonBlocking));</div>
<div class="line"><a name="l00128"></a><span class="lineno"> 128</span>&#160;</div>
<div class="line"><a name="l00129"></a><span class="lineno"> 129</span>&#160; defaultStreams_[device] = defaultStream;</div>
<div class="line"><a name="l00130"></a><span class="lineno"> 130</span>&#160;</div>
<div class="line"><a name="l00131"></a><span class="lineno"> 131</span>&#160; cudaStream_t asyncCopyStream = 0;</div>
<div class="line"><a name="l00132"></a><span class="lineno"> 132</span>&#160; CUDA_VERIFY(cudaStreamCreateWithFlags(&amp;asyncCopyStream,</div>
<div class="line"><a name="l00133"></a><span class="lineno"> 133</span>&#160; cudaStreamNonBlocking));</div>
<div class="line"><a name="l00134"></a><span class="lineno"> 134</span>&#160;</div>
<div class="line"><a name="l00135"></a><span class="lineno"> 135</span>&#160; asyncCopyStreams_[device] = asyncCopyStream;</div>
<div class="line"><a name="l00136"></a><span class="lineno"> 136</span>&#160;</div>
<div class="line"><a name="l00137"></a><span class="lineno"> 137</span>&#160; std::vector&lt;cudaStream_t&gt; deviceStreams;</div>
<div class="line"><a name="l00138"></a><span class="lineno"> 138</span>&#160; <span class="keywordflow">for</span> (<span class="keywordtype">int</span> j = 0; j &lt; kNumStreams; ++j) {</div>
<div class="line"><a name="l00139"></a><span class="lineno"> 139</span>&#160; cudaStream_t stream = 0;</div>
<div class="line"><a name="l00140"></a><span class="lineno"> 140</span>&#160; CUDA_VERIFY(cudaStreamCreateWithFlags(&amp;stream,</div>
<div class="line"><a name="l00141"></a><span class="lineno"> 141</span>&#160; cudaStreamNonBlocking));</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; deviceStreams.push_back(stream);</div>
<div class="line"><a name="l00144"></a><span class="lineno"> 144</span>&#160; }</div>
<div class="line"><a name="l00145"></a><span class="lineno"> 145</span>&#160;</div>
<div class="line"><a name="l00146"></a><span class="lineno"> 146</span>&#160; alternateStreams_[device] = std::move(deviceStreams);</div>
<div class="line"><a name="l00147"></a><span class="lineno"> 147</span>&#160;</div>
<div class="line"><a name="l00148"></a><span class="lineno"> 148</span>&#160; <span class="comment">// Create cuBLAS handle</span></div>
<div class="line"><a name="l00149"></a><span class="lineno"> 149</span>&#160; cublasHandle_t blasHandle = 0;</div>
<div class="line"><a name="l00150"></a><span class="lineno"> 150</span>&#160; <span class="keyword">auto</span> blasStatus = cublasCreate(&amp;blasHandle);</div>
<div class="line"><a name="l00151"></a><span class="lineno"> 151</span>&#160; FAISS_ASSERT(blasStatus == CUBLAS_STATUS_SUCCESS);</div>
<div class="line"><a name="l00152"></a><span class="lineno"> 152</span>&#160; blasHandles_[device] = blasHandle;</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; <span class="keywordtype">size_t</span> toAlloc = 0;</div>
<div class="line"><a name="l00155"></a><span class="lineno"> 155</span>&#160; <span class="keywordflow">if</span> (useFraction_) {</div>
<div class="line"><a name="l00156"></a><span class="lineno"> 156</span>&#160; <span class="keywordtype">size_t</span> devFree = 0;</div>
<div class="line"><a name="l00157"></a><span class="lineno"> 157</span>&#160; <span class="keywordtype">size_t</span> devTotal = 0;</div>
<div class="line"><a name="l00158"></a><span class="lineno"> 158</span>&#160;</div>
<div class="line"><a name="l00159"></a><span class="lineno"> 159</span>&#160; CUDA_VERIFY(cudaMemGetInfo(&amp;devFree, &amp;devTotal));</div>
<div class="line"><a name="l00160"></a><span class="lineno"> 160</span>&#160;</div>
<div class="line"><a name="l00161"></a><span class="lineno"> 161</span>&#160; toAlloc = (size_t) (tempMemFraction_ * devTotal);</div>
<div class="line"><a name="l00162"></a><span class="lineno"> 162</span>&#160; } <span class="keywordflow">else</span> {</div>
<div class="line"><a name="l00163"></a><span class="lineno"> 163</span>&#160; toAlloc = tempMemSize_;</div>
<div class="line"><a name="l00164"></a><span class="lineno"> 164</span>&#160; }</div>
<div class="line"><a name="l00165"></a><span class="lineno"> 165</span>&#160;</div>
<div class="line"><a name="l00166"></a><span class="lineno"> 166</span>&#160; FAISS_ASSERT(memory_.count(device) == 0);</div>
<div class="line"><a name="l00167"></a><span class="lineno"> 167</span>&#160; memory_.emplace(device,</div>
<div class="line"><a name="l00168"></a><span class="lineno"> 168</span>&#160; std::unique_ptr&lt;StackDeviceMemory&gt;(</div>
<div class="line"><a name="l00169"></a><span class="lineno"> 169</span>&#160; <span class="keyword">new</span> <a class="code" href="classfaiss_1_1gpu_1_1StackDeviceMemory.html">StackDeviceMemory</a>(device, toAlloc)));</div>
<div class="line"><a name="l00170"></a><span class="lineno"> 170</span>&#160;}</div>
<div class="line"><a name="l00171"></a><span class="lineno"> 171</span>&#160;</div>
<div class="line"><a name="l00172"></a><span class="lineno"> 172</span>&#160;cublasHandle_t</div>
<div class="line"><a name="l00173"></a><span class="lineno"> 173</span>&#160;StandardGpuResources::getBlasHandle(<span class="keywordtype">int</span> device) {</div>
<div class="line"><a name="l00174"></a><span class="lineno"> 174</span>&#160; <a class="code" href="classfaiss_1_1gpu_1_1StandardGpuResources.html#adb2729678638ed89f7b8b38470f96056">initializeForDevice</a>(device);</div>
<div class="line"><a name="l00175"></a><span class="lineno"> 175</span>&#160; <span class="keywordflow">return</span> blasHandles_[device];</div>
<div class="line"><a name="l00176"></a><span class="lineno"> 176</span>&#160;}</div>
<div class="line"><a name="l00177"></a><span class="lineno"> 177</span>&#160;</div>
<div class="line"><a name="l00178"></a><span class="lineno"> 178</span>&#160;cudaStream_t</div>
<div class="line"><a name="l00179"></a><span class="lineno"> 179</span>&#160;StandardGpuResources::getDefaultStream(<span class="keywordtype">int</span> device) {</div>
<div class="line"><a name="l00180"></a><span class="lineno"> 180</span>&#160; <a class="code" href="classfaiss_1_1gpu_1_1StandardGpuResources.html#adb2729678638ed89f7b8b38470f96056">initializeForDevice</a>(device);</div>
<div class="line"><a name="l00181"></a><span class="lineno"> 181</span>&#160; <span class="keywordflow">return</span> defaultStreams_[device];</div>
<div class="line"><a name="l00182"></a><span class="lineno"> 182</span>&#160;}</div>
<div class="line"><a name="l00183"></a><span class="lineno"> 183</span>&#160;</div>
<div class="line"><a name="l00184"></a><span class="lineno"> 184</span>&#160;std::vector&lt;cudaStream_t&gt;</div>
<div class="line"><a name="l00185"></a><span class="lineno"> 185</span>&#160;StandardGpuResources::getAlternateStreams(<span class="keywordtype">int</span> device) {</div>
<div class="line"><a name="l00186"></a><span class="lineno"> 186</span>&#160; <a class="code" href="classfaiss_1_1gpu_1_1StandardGpuResources.html#adb2729678638ed89f7b8b38470f96056">initializeForDevice</a>(device);</div>
<div class="line"><a name="l00187"></a><span class="lineno"> 187</span>&#160; <span class="keywordflow">return</span> alternateStreams_[device];</div>
<div class="line"><a name="l00188"></a><span class="lineno"> 188</span>&#160;}</div>
<div class="line"><a name="l00189"></a><span class="lineno"> 189</span>&#160;</div>
<div class="line"><a name="l00190"></a><span class="lineno"> 190</span>&#160;DeviceMemory&amp; StandardGpuResources::getMemoryManager(<span class="keywordtype">int</span> device) {</div>
<div class="line"><a name="l00191"></a><span class="lineno"> 191</span>&#160; <a class="code" href="classfaiss_1_1gpu_1_1StandardGpuResources.html#adb2729678638ed89f7b8b38470f96056">initializeForDevice</a>(device);</div>
<div class="line"><a name="l00192"></a><span class="lineno"> 192</span>&#160; <span class="keywordflow">return</span> *memory_[device];</div>
<div class="line"><a name="l00193"></a><span class="lineno"> 193</span>&#160;}</div>
<div class="line"><a name="l00194"></a><span class="lineno"> 194</span>&#160;</div>
<div class="line"><a name="l00195"></a><span class="lineno"> 195</span>&#160;std::pair&lt;void*, size_t&gt;</div>
<div class="line"><a name="l00196"></a><span class="lineno"> 196</span>&#160;StandardGpuResources::getPinnedMemory() {</div>
<div class="line"><a name="l00197"></a><span class="lineno"> 197</span>&#160; <span class="keywordflow">return</span> std::make_pair(pinnedMemAlloc_, pinnedMemAllocSize_);</div>
<div class="line"><a name="l00198"></a><span class="lineno"> 198</span>&#160;}</div>
<div class="line"><a name="l00199"></a><span class="lineno"> 199</span>&#160;</div>
<div class="line"><a name="l00200"></a><span class="lineno"> 200</span>&#160;cudaStream_t</div>
<div class="line"><a name="l00201"></a><span class="lineno"> 201</span>&#160;StandardGpuResources::getAsyncCopyStream(<span class="keywordtype">int</span> device) {</div>
<div class="line"><a name="l00202"></a><span class="lineno"> 202</span>&#160; <a class="code" href="classfaiss_1_1gpu_1_1StandardGpuResources.html#adb2729678638ed89f7b8b38470f96056">initializeForDevice</a>(device);</div>
<div class="line"><a name="l00203"></a><span class="lineno"> 203</span>&#160; <span class="keywordflow">return</span> asyncCopyStreams_[device];</div>
<div class="line"><a name="l00204"></a><span class="lineno"> 204</span>&#160;}</div>
<div class="line"><a name="l00205"></a><span class="lineno"> 205</span>&#160;</div>
<div class="line"><a name="l00206"></a><span class="lineno"> 206</span>&#160;} } <span class="comment">// namespace</span></div>
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<div class="ttc" id="classfaiss_1_1gpu_1_1StandardGpuResources_html_af9acb23ac323f85fa5dab4ed968ccd51"><div class="ttname"><a href="classfaiss_1_1gpu_1_1StandardGpuResources.html#af9acb23ac323f85fa5dab4ed968ccd51">faiss::gpu::StandardGpuResources::setPinnedMemory</a></div><div class="ttdeci">void setPinnedMemory(size_t size)</div><div class="ttdef"><b>Definition:</b> <a href="StandardGpuResources_8cpp_source.html#l00090">StandardGpuResources.cpp:90</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#l00055">DeviceUtils.h:55</a></div></div>
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