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<a href="gemm_2thread_2mma__sm50_8h.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno"> 1</span> <span class="comment">/***************************************************************************************************</span></div><div class="line"><a name="l00002"></a><span class="lineno"> 2</span> <span class="comment"> * Copyright (c) 2017-2019, NVIDIA CORPORATION. All rights reserved.</span></div><div class="line"><a name="l00003"></a><span class="lineno"> 3</span> <span class="comment"> *</span></div><div class="line"><a name="l00004"></a><span class="lineno"> 4</span> <span class="comment"> * Redistribution and use in source and binary forms, with or without modification, are permitted</span></div><div class="line"><a name="l00005"></a><span class="lineno"> 5</span> <span class="comment"> * provided that the following conditions are met:</span></div><div class="line"><a name="l00006"></a><span class="lineno"> 6</span> <span class="comment"> * * Redistributions of source code must retain the above copyright notice, this list of</span></div><div class="line"><a name="l00007"></a><span class="lineno"> 7</span> <span class="comment"> * conditions and the following disclaimer.</span></div><div class="line"><a name="l00008"></a><span class="lineno"> 8</span> <span class="comment"> * * Redistributions in binary form must reproduce the above copyright notice, this list of</span></div><div class="line"><a name="l00009"></a><span class="lineno"> 9</span> <span class="comment"> * conditions and the following disclaimer in the documentation and/or other materials</span></div><div class="line"><a name="l00010"></a><span class="lineno"> 10</span> <span class="comment"> * provided with the distribution.</span></div><div class="line"><a name="l00011"></a><span class="lineno"> 11</span> <span class="comment"> * * Neither the name of the NVIDIA CORPORATION nor the names of its contributors may be used</span></div><div class="line"><a name="l00012"></a><span class="lineno"> 12</span> <span class="comment"> * to endorse or promote products derived from this software without specific prior written</span></div><div class="line"><a name="l00013"></a><span class="lineno"> 13</span> <span class="comment"> * permission.</span></div><div class="line"><a name="l00014"></a><span class="lineno"> 14</span> <span class="comment"> *</span></div><div class="line"><a name="l00015"></a><span class="lineno"> 15</span> <span class="comment"> * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR</span></div><div class="line"><a name="l00016"></a><span class="lineno"> 16</span> <span class="comment"> * IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND</span></div><div class="line"><a name="l00017"></a><span class="lineno"> 17</span> <span class="comment"> * FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL NVIDIA CORPORATION BE LIABLE</span></div><div class="line"><a name="l00018"></a><span class="lineno"> 18</span> <span class="comment"> * FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,</span></div><div class="line"><a name="l00019"></a><span class="lineno"> 19</span> <span class="comment"> * BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;</span></div><div class="line"><a name="l00020"></a><span class="lineno"> 20</span> <span class="comment"> * OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT,</span></div><div class="line"><a name="l00021"></a><span class="lineno"> 21</span> <span class="comment"> * STRICT LIABILITY, OR TOR (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE</span></div><div class="line"><a name="l00022"></a><span class="lineno"> 22</span> <span class="comment"> * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.</span></div><div class="line"><a name="l00023"></a><span class="lineno"> 23</span> <span class="comment"> *</span></div><div class="line"><a name="l00024"></a><span class="lineno"> 24</span> <span class="comment"> **************************************************************************************************/</span></div><div class="line"><a name="l00029"></a><span class="lineno"> 29</span> <span class="preprocessor">#pragma once</span></div><div class="line"><a name="l00030"></a><span class="lineno"> 30</span> </div><div class="line"><a name="l00031"></a><span class="lineno"> 31</span> <span class="preprocessor">#include "<a class="code" href="cutlass_8h.html">cutlass/cutlass.h</a>"</span></div><div class="line"><a name="l00032"></a><span class="lineno"> 32</span> <span class="preprocessor">#include "<a class="code" href="tensor__ref_8h.html">cutlass/tensor_ref.h</a>"</span></div><div class="line"><a name="l00033"></a><span class="lineno"> 33</span> <span class="preprocessor">#include "<a class="code" href="layout_2matrix_8h.html">cutlass/layout/matrix.h</a>"</span></div><div class="line"><a name="l00034"></a><span class="lineno"> 34</span> <span class="preprocessor">#include "<a class="code" href="arch_2mma_8h.html">cutlass/arch/mma.h</a>"</span></div><div class="line"><a name="l00035"></a><span class="lineno"> 35</span> <span class="preprocessor">#include "<a class="code" href="include_2cutlass_2gemm_2gemm_8h.html">cutlass/gemm/gemm.h</a>"</span></div><div class="line"><a name="l00036"></a><span class="lineno"> 36</span> <span class="preprocessor">#include "<a class="code" href="gemm_2thread_2mma_8h.html">cutlass/gemm/thread/mma.h</a>"</span></div><div class="line"><a name="l00037"></a><span class="lineno"> 37</span> </div><div class="line"><a name="l00039"></a><span class="lineno"> 39</span> </div><div class="line"><a name="l00040"></a><span class="lineno"> 40</span> <span class="keyword">namespace </span><a class="code" href="namespacecutlass.html">cutlass</a> {</div><div class="line"><a name="l00041"></a><span class="lineno"> 41</span> <span class="keyword">namespace </span>gemm {</div><div class="line"><a name="l00042"></a><span class="lineno"> 42</span> <span class="keyword">namespace </span>thread {</div><div class="line"><a name="l00043"></a><span class="lineno"> 43</span> </div><div class="line"><a name="l00045"></a><span class="lineno"> 45</span> </div><div class="line"><a name="l00047"></a><span class="lineno"> 47</span> <span class="keyword">template</span> <</div><div class="line"><a name="l00049"></a><span class="lineno"> 49</span>  <span class="keyword">typename</span> Shape_,</div><div class="line"><a name="l00051"></a><span class="lineno"> 51</span>  <span class="keyword">typename</span> ElementA_,</div><div class="line"><a name="l00053"></a><span class="lineno"> 53</span>  <span class="keyword">typename</span> LayoutA_,</div><div class="line"><a name="l00055"></a><span class="lineno"> 55</span>  <span class="keyword">typename</span> ElementB_,</div><div class="line"><a name="l00057"></a><span class="lineno"> 57</span>  <span class="keyword">typename</span> LayoutB_,</div><div class="line"><a name="l00059"></a><span class="lineno"> 59</span>  <span class="keyword">typename</span> ElementC_,</div><div class="line"><a name="l00061"></a><span class="lineno"> 61</span>  <span class="keyword">typename</span> LayoutC_,</div><div class="line"><a name="l00063"></a><span class="lineno"> 63</span>  <span class="keyword">typename</span> Operator_</div><div class="line"><a name="l00064"></a><span class="lineno"> 64</span> ></div><div class="line"><a name="l00065"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html"> 65</a></span> <span class="keyword">struct </span><a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html">MmaGeneric</a> {</div><div class="line"><a name="l00066"></a><span class="lineno"> 66</span> </div><div class="line"><a name="l00068"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#aaa44f05276c7cad6d8524817e9ab0e23"> 68</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#aaa44f05276c7cad6d8524817e9ab0e23">Shape</a> = Shape_;</div><div class="line"><a name="l00069"></a><span class="lineno"> 69</span> </div><div class="line"><a name="l00071"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#acdd8283a365558c990ecc6e5f1c64a96"> 71</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#acdd8283a365558c990ecc6e5f1c64a96">ElementA</a> = ElementA_;</div><div class="line"><a name="l00072"></a><span class="lineno"> 72</span> </div><div class="line"><a name="l00074"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#abba82524c11d44ef3d9efbcc7288414a"> 74</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#abba82524c11d44ef3d9efbcc7288414a">LayoutA</a> = LayoutA_;</div><div class="line"><a name="l00075"></a><span class="lineno"> 75</span> </div><div class="line"><a name="l00077"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a09c7ea00c416fb58b199811a6cd4824c"> 77</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a09c7ea00c416fb58b199811a6cd4824c">ElementB</a> = ElementB_;</div><div class="line"><a name="l00078"></a><span class="lineno"> 78</span> </div><div class="line"><a name="l00080"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a9f0bf5d5870ae9a6524b425fda31a2c6"> 80</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a9f0bf5d5870ae9a6524b425fda31a2c6">LayoutB</a> = LayoutB_;</div><div class="line"><a name="l00081"></a><span class="lineno"> 81</span> </div><div class="line"><a name="l00083"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a451781c981cc611164674e95ed494e20"> 83</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a451781c981cc611164674e95ed494e20">ElementC</a> = ElementC_;</div><div class="line"><a name="l00084"></a><span class="lineno"> 84</span> </div><div class="line"><a name="l00086"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a6982992a7471d2d93532d1b9548328b4"> 86</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a6982992a7471d2d93532d1b9548328b4">LayoutC</a> = LayoutC_;</div><div class="line"><a name="l00087"></a><span class="lineno"> 87</span> </div><div class="line"><a name="l00089"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#aee7abaa5f7e89db30bd198abd0160c8c"> 89</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#aee7abaa5f7e89db30bd198abd0160c8c">Operator</a> = Operator_;</div><div class="line"><a name="l00090"></a><span class="lineno"> 90</span> </div><div class="line"><a name="l00092"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#aa52815a830293f0a5b2cfb58689fb4a5"> 92</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#aa52815a830293f0a5b2cfb58689fb4a5">FragmentA</a> = Array<ElementA, Shape::kMK>;</div><div class="line"><a name="l00093"></a><span class="lineno"> 93</span> </div><div class="line"><a name="l00095"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a170523641b3dcccf8d2a65c42d57fe8a"> 95</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a170523641b3dcccf8d2a65c42d57fe8a">FragmentB</a> = Array<ElementB, Shape::kKN>;</div><div class="line"><a name="l00096"></a><span class="lineno"> 96</span> </div><div class="line"><a name="l00098"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a810a6e485277560581a10cf0330fd7bd"> 98</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a810a6e485277560581a10cf0330fd7bd">FragmentC</a> = Array<ElementC, Shape::kMN>;</div><div class="line"><a name="l00099"></a><span class="lineno"> 99</span> </div><div class="line"><a name="l00101"></a><span class="lineno"> 101</span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1arch_1_1Mma_3_01gemm_1_1GemmShape_3_011_00_011_00_011_01_4_00_011_00_01ElementAb6e65b2cf5ede7f41cb070a767158dee.html">MmaOp</a> = <a class="code" href="structcutlass_1_1arch_1_1Mma.html">arch::Mma</a><</div><div class="line"><a name="l00102"></a><span class="lineno"> 102</span>  <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">gemm::GemmShape<1,1,1></a>,</div><div class="line"><a name="l00103"></a><span class="lineno"> 103</span>  1,</div><div class="line"><a name="l00104"></a><span class="lineno"> 104</span>  <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#acdd8283a365558c990ecc6e5f1c64a96">ElementA</a>, <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#abba82524c11d44ef3d9efbcc7288414a">LayoutA</a>,</div><div class="line"><a name="l00105"></a><span class="lineno"> 105</span>  <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a09c7ea00c416fb58b199811a6cd4824c">ElementB</a>, <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a9f0bf5d5870ae9a6524b425fda31a2c6">LayoutB</a>,</div><div class="line"><a name="l00106"></a><span class="lineno"> 106</span>  <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a451781c981cc611164674e95ed494e20">ElementC</a>, <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a6982992a7471d2d93532d1b9548328b4">LayoutC</a>,</div><div class="line"><a name="l00107"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a19ba069f4e07c10243abdef545a32529"> 107</a></span>  <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#aee7abaa5f7e89db30bd198abd0160c8c">Operator</a>>;</div><div class="line"><a name="l00108"></a><span class="lineno"> 108</span> </div><div class="line"><a name="l00109"></a><span class="lineno"> 109</span>  <span class="comment">//</span></div><div class="line"><a name="l00110"></a><span class="lineno"> 110</span>  <span class="comment">// Methods</span></div><div class="line"><a name="l00111"></a><span class="lineno"> 111</span>  <span class="comment">//</span></div><div class="line"><a name="l00112"></a><span class="lineno"> 112</span> </div><div class="line"><a name="l00114"></a><span class="lineno"> 114</span>  <a class="code" href="cutlass_8h.html#a28c2443a142676d3d71effdae1a986b1">CUTLASS_HOST_DEVICE</a></div><div class="line"><a name="l00115"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a1131288ac68988bb611e39d6523026f4"> 115</a></span>  <span class="keywordtype">void</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a1131288ac68988bb611e39d6523026f4">operator()</a>(</div><div class="line"><a name="l00116"></a><span class="lineno"> 116</span>  <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a810a6e485277560581a10cf0330fd7bd">FragmentC</a> & D,</div><div class="line"><a name="l00117"></a><span class="lineno"> 117</span>  <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#aa52815a830293f0a5b2cfb58689fb4a5">FragmentA</a> <span class="keyword">const</span> & A,</div><div class="line"><a name="l00118"></a><span class="lineno"> 118</span>  <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a170523641b3dcccf8d2a65c42d57fe8a">FragmentB</a> <span class="keyword">const</span> & B,</div><div class="line"><a name="l00119"></a><span class="lineno"> 119</span>  <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a810a6e485277560581a10cf0330fd7bd">FragmentC</a> <span class="keyword">const</span> & C) {</div><div class="line"><a name="l00120"></a><span class="lineno"> 120</span> </div><div class="line"><a name="l00121"></a><span class="lineno"> 121</span>  <a class="code" href="classcutlass_1_1TensorRef.html">TensorRef<ElementA const, LayoutA></a> a_ref(</div><div class="line"><a name="l00122"></a><span class="lineno"> 122</span>  reinterpret_cast<ElementA const *>(&A), LayoutA::packed({Shape::kM, Shape::kK}));</div><div class="line"><a name="l00123"></a><span class="lineno"> 123</span> </div><div class="line"><a name="l00124"></a><span class="lineno"> 124</span>  <a class="code" href="classcutlass_1_1TensorRef.html">TensorRef<ElementB const, LayoutB></a> b_ref(</div><div class="line"><a name="l00125"></a><span class="lineno"> 125</span>  reinterpret_cast<ElementB const *>(&B), LayoutB::packed({Shape::kK, Shape::kN}));</div><div class="line"><a name="l00126"></a><span class="lineno"> 126</span> </div><div class="line"><a name="l00127"></a><span class="lineno"> 127</span>  <a class="code" href="classcutlass_1_1TensorRef.html">TensorRef<ElementC, LayoutC></a> d_ref(</div><div class="line"><a name="l00128"></a><span class="lineno"> 128</span>  reinterpret_cast<ElementC *>(&D), LayoutC::packed({ Shape::kM, Shape::kN }));</div><div class="line"><a name="l00129"></a><span class="lineno"> 129</span> </div><div class="line"><a name="l00130"></a><span class="lineno"> 130</span>  <a class="code" href="structcutlass_1_1arch_1_1Mma_3_01gemm_1_1GemmShape_3_011_00_011_00_011_01_4_00_011_00_01ElementAb6e65b2cf5ede7f41cb070a767158dee.html">MmaOp</a> mma_op;</div><div class="line"><a name="l00131"></a><span class="lineno"> 131</span> </div><div class="line"><a name="l00132"></a><span class="lineno"> 132</span>  <span class="comment">// Copy accumulators</span></div><div class="line"><a name="l00133"></a><span class="lineno"> 133</span>  D = C;</div><div class="line"><a name="l00134"></a><span class="lineno"> 134</span> </div><div class="line"><a name="l00135"></a><span class="lineno"> 135</span>  <span class="comment">// Compute matrix product</span></div><div class="line"><a name="l00136"></a><span class="lineno"> 136</span>  <a class="code" href="cutlass_8h.html#a4b1c9f25ab6eaa25e1f2258dd63e6ce4">CUTLASS_PRAGMA_UNROLL</a></div><div class="line"><a name="l00137"></a><span class="lineno"> 137</span>  <span class="keywordflow">for</span> (<span class="keywordtype">int</span> k = 0; k < Shape::kK; ++k) {</div><div class="line"><a name="l00138"></a><span class="lineno"> 138</span> </div><div class="line"><a name="l00139"></a><span class="lineno"> 139</span>  <a class="code" href="cutlass_8h.html#a4b1c9f25ab6eaa25e1f2258dd63e6ce4">CUTLASS_PRAGMA_UNROLL</a></div><div class="line"><a name="l00140"></a><span class="lineno"> 140</span>  <span class="keywordflow">for</span> (<span class="keywordtype">int</span> n = 0; n < Shape::kN; ++n) {</div><div class="line"><a name="l00141"></a><span class="lineno"> 141</span> </div><div class="line"><a name="l00142"></a><span class="lineno"> 142</span>  <a class="code" href="cutlass_8h.html#a4b1c9f25ab6eaa25e1f2258dd63e6ce4">CUTLASS_PRAGMA_UNROLL</a></div><div class="line"><a name="l00143"></a><span class="lineno"> 143</span>  <span class="keywordflow">for</span> (<span class="keywordtype">int</span> m = 0; m < Shape::kM; ++m) {</div><div class="line"><a name="l00144"></a><span class="lineno"> 144</span> </div><div class="line"><a name="l00145"></a><span class="lineno"> 145</span>  <span class="keywordtype">int</span> m_serpentine = (n % 2) ? (Shape::kM - 1 - m) : m;</div><div class="line"><a name="l00146"></a><span class="lineno"> 146</span> </div><div class="line"><a name="l00147"></a><span class="lineno"> 147</span>  <a class="code" href="structcutlass_1_1MatrixCoord.html">MatrixCoord</a> mn(m_serpentine, n);</div><div class="line"><a name="l00148"></a><span class="lineno"> 148</span>  <a class="code" href="structcutlass_1_1MatrixCoord.html">MatrixCoord</a> mk(m_serpentine, k);</div><div class="line"><a name="l00149"></a><span class="lineno"> 149</span>  <a class="code" href="structcutlass_1_1MatrixCoord.html">MatrixCoord</a> kn(k, n);</div><div class="line"><a name="l00150"></a><span class="lineno"> 150</span> </div><div class="line"><a name="l00151"></a><span class="lineno"> 151</span>  Array<ElementC, 1> d;</div><div class="line"><a name="l00152"></a><span class="lineno"> 152</span>  Array<ElementA, 1> a;</div><div class="line"><a name="l00153"></a><span class="lineno"> 153</span>  Array<ElementB, 1> b;</div><div class="line"><a name="l00154"></a><span class="lineno"> 154</span> </div><div class="line"><a name="l00155"></a><span class="lineno"> 155</span>  d[0] = d_ref.<a class="code" href="classcutlass_1_1TensorRef.html#a8758907a1c9b1fcd00e7ece626d03b76">at</a>(mn);</div><div class="line"><a name="l00156"></a><span class="lineno"> 156</span>  a[0] = a_ref.<a class="code" href="classcutlass_1_1TensorRef.html#a8758907a1c9b1fcd00e7ece626d03b76">at</a>(mk);</div><div class="line"><a name="l00157"></a><span class="lineno"> 157</span>  b[0] = b_ref.<a class="code" href="classcutlass_1_1TensorRef.html#a8758907a1c9b1fcd00e7ece626d03b76">at</a>(kn);</div><div class="line"><a name="l00158"></a><span class="lineno"> 158</span> </div><div class="line"><a name="l00159"></a><span class="lineno"> 159</span>  mma_op(d, a, b, d);</div><div class="line"><a name="l00160"></a><span class="lineno"> 160</span> </div><div class="line"><a name="l00161"></a><span class="lineno"> 161</span>  d_ref.<a class="code" href="classcutlass_1_1TensorRef.html#a8758907a1c9b1fcd00e7ece626d03b76">at</a>(mn) = d[0];</div><div class="line"><a name="l00162"></a><span class="lineno"> 162</span>  }</div><div class="line"><a name="l00163"></a><span class="lineno"> 163</span>  }</div><div class="line"><a name="l00164"></a><span class="lineno"> 164</span>  }</div><div class="line"><a name="l00165"></a><span class="lineno"> 165</span>  }</div><div class="line"><a name="l00166"></a><span class="lineno"> 166</span> };</div><div class="line"><a name="l00167"></a><span class="lineno"> 167</span> </div><div class="line"><a name="l00168"></a><span class="lineno"> 168</span> </div><div class="line"><a name="l00170"></a><span class="lineno"> 170</span> </div><div class="line"><a name="l00172"></a><span class="lineno"> 172</span> <span class="keyword">template</span> <</div><div class="line"><a name="l00174"></a><span class="lineno"> 174</span>  <span class="keyword">typename</span> Shape_,</div><div class="line"><a name="l00176"></a><span class="lineno"> 176</span>  <span class="keyword">typename</span> ElementA_,</div><div class="line"><a name="l00178"></a><span class="lineno"> 178</span>  <span class="keyword">typename</span> LayoutA_,</div><div class="line"><a name="l00180"></a><span class="lineno"> 180</span>  <span class="keyword">typename</span> ElementB_,</div><div class="line"><a name="l00182"></a><span class="lineno"> 182</span>  <span class="keyword">typename</span> LayoutB_,</div><div class="line"><a name="l00184"></a><span class="lineno"> 184</span>  <span class="keyword">typename</span> ElementC_,</div><div class="line"><a name="l00186"></a><span class="lineno"> 186</span>  <span class="keyword">typename</span> LayoutC_</div><div class="line"><a name="l00187"></a><span class="lineno"> 187</span> ></div><div class="line"><a name="l00188"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html"> 188</a></span> <span class="keyword">struct </span><a class="code" href="structcutlass_1_1gemm_1_1thread_1_1Mma.html">Mma</a><</div><div class="line"><a name="l00189"></a><span class="lineno"> 189</span>  Shape_,</div><div class="line"><a name="l00190"></a><span class="lineno"> 190</span>  ElementA_,</div><div class="line"><a name="l00191"></a><span class="lineno"> 191</span>  LayoutA_,</div><div class="line"><a name="l00192"></a><span class="lineno"> 192</span>  ElementB_,</div><div class="line"><a name="l00193"></a><span class="lineno"> 193</span>  LayoutB_,</div><div class="line"><a name="l00194"></a><span class="lineno"> 194</span>  ElementC_,</div><div class="line"><a name="l00195"></a><span class="lineno"> 195</span>  LayoutC_,</div><div class="line"><a name="l00196"></a><span class="lineno"> 196</span>  arch::OpMultiplyAdd,</div><div class="line"><a name="l00197"></a><span class="lineno"> 197</span>  bool> {</div><div class="line"><a name="l00198"></a><span class="lineno"> 198</span> </div><div class="line"><a name="l00200"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#aeef7c1c07c481fb13e3ab2025d22133a"> 200</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#aeef7c1c07c481fb13e3ab2025d22133a">Shape</a> = Shape_;</div><div class="line"><a name="l00201"></a><span class="lineno"> 201</span> </div><div class="line"><a name="l00203"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a400d6fc8296c16b6277c3d7ad650e7c1"> 203</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a400d6fc8296c16b6277c3d7ad650e7c1">ElementA</a> = ElementA_;</div><div class="line"><a name="l00204"></a><span class="lineno"> 204</span> </div><div class="line"><a name="l00206"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#af1c453f655d29855f026ab6dfc8f7ae9"> 206</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#af1c453f655d29855f026ab6dfc8f7ae9">LayoutA</a> = LayoutA_;</div><div class="line"><a name="l00207"></a><span class="lineno"> 207</span> </div><div class="line"><a name="l00209"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#aa1e00de6ae05673351b0c7bba92827ab"> 209</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#aa1e00de6ae05673351b0c7bba92827ab">ElementB</a> = ElementB_;</div><div class="line"><a name="l00210"></a><span class="lineno"> 210</span> </div><div class="line"><a name="l00212"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a0e71571693f24560bdba20fbd2ea1a77"> 212</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a0e71571693f24560bdba20fbd2ea1a77">LayoutB</a> = LayoutB_;</div><div class="line"><a name="l00213"></a><span class="lineno"> 213</span> </div><div class="line"><a name="l00215"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a58b3c904716c54edb20b1ae1ae0bc715"> 215</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a58b3c904716c54edb20b1ae1ae0bc715">ElementC</a> = ElementC_;</div><div class="line"><a name="l00216"></a><span class="lineno"> 216</span> </div><div class="line"><a name="l00218"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a08a2137eb47c1caa00adaf3572c706a0"> 218</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a08a2137eb47c1caa00adaf3572c706a0">LayoutC</a> = LayoutC_;</div><div class="line"><a name="l00219"></a><span class="lineno"> 219</span> </div><div class="line"><a name="l00221"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a08207ff2d73d653194a061153edc27a9"> 221</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a08207ff2d73d653194a061153edc27a9">Operator</a> = arch::OpMultiplyAdd;</div><div class="line"><a name="l00222"></a><span class="lineno"> 222</span> </div><div class="line"><a name="l00224"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a66abc782808b6b3e68518aff43a0b200"> 224</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a66abc782808b6b3e68518aff43a0b200">FragmentA</a> = Array<ElementA, Shape::kMK>;</div><div class="line"><a name="l00225"></a><span class="lineno"> 225</span> </div><div class="line"><a name="l00227"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a2deaf8959c027ab4aca92630b85f5211"> 227</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a2deaf8959c027ab4aca92630b85f5211">FragmentB</a> = Array<ElementB, Shape::kKN>;</div><div class="line"><a name="l00228"></a><span class="lineno"> 228</span> </div><div class="line"><a name="l00230"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a6109558276e8c66a4d3e9ad53fb046d8"> 230</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a6109558276e8c66a4d3e9ad53fb046d8">FragmentC</a> = Array<ElementC, Shape::kMN>;</div><div class="line"><a name="l00231"></a><span class="lineno"> 231</span> </div><div class="line"><a name="l00232"></a><span class="lineno"> 232</span>  <span class="comment">//</span></div><div class="line"><a name="l00233"></a><span class="lineno"> 233</span>  <span class="comment">// Methods</span></div><div class="line"><a name="l00234"></a><span class="lineno"> 234</span>  <span class="comment">//</span></div><div class="line"><a name="l00235"></a><span class="lineno"> 235</span> </div><div class="line"><a name="l00237"></a><span class="lineno"> 237</span>  <a class="code" href="cutlass_8h.html#a28c2443a142676d3d71effdae1a986b1">CUTLASS_HOST_DEVICE</a></div><div class="line"><a name="l00238"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#ae98fd835ed4750d4f22d7e4e50b5e59f"> 238</a></span>  <span class="keywordtype">void</span> <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#ae98fd835ed4750d4f22d7e4e50b5e59f">operator()</a>(</div><div class="line"><a name="l00239"></a><span class="lineno"> 239</span>  <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a6109558276e8c66a4d3e9ad53fb046d8">FragmentC</a> & D,</div><div class="line"><a name="l00240"></a><span class="lineno"> 240</span>  <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a66abc782808b6b3e68518aff43a0b200">FragmentA</a> <span class="keyword">const</span> & A,</div><div class="line"><a name="l00241"></a><span class="lineno"> 241</span>  <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a2deaf8959c027ab4aca92630b85f5211">FragmentB</a> <span class="keyword">const</span> & B,</div><div class="line"><a name="l00242"></a><span class="lineno"> 242</span>  <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a6109558276e8c66a4d3e9ad53fb046d8">FragmentC</a> <span class="keyword">const</span> & C) {</div><div class="line"><a name="l00243"></a><span class="lineno"> 243</span> </div><div class="line"><a name="l00244"></a><span class="lineno"> 244</span>  <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html">MmaGeneric</a><</div><div class="line"><a name="l00245"></a><span class="lineno"> 245</span>  <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#aaa44f05276c7cad6d8524817e9ab0e23">Shape</a>,</div><div class="line"><a name="l00246"></a><span class="lineno"> 246</span>  <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#acdd8283a365558c990ecc6e5f1c64a96">ElementA</a>,</div><div class="line"><a name="l00247"></a><span class="lineno"> 247</span>  <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#abba82524c11d44ef3d9efbcc7288414a">LayoutA</a>,</div><div class="line"><a name="l00248"></a><span class="lineno"> 248</span>  <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a09c7ea00c416fb58b199811a6cd4824c">ElementB</a>,</div><div class="line"><a name="l00249"></a><span class="lineno"> 249</span>  <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a9f0bf5d5870ae9a6524b425fda31a2c6">LayoutB</a>,</div><div class="line"><a name="l00250"></a><span class="lineno"> 250</span>  <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a451781c981cc611164674e95ed494e20">ElementC</a>,</div><div class="line"><a name="l00251"></a><span class="lineno"> 251</span>  <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a6982992a7471d2d93532d1b9548328b4">LayoutC</a>,</div><div class="line"><a name="l00252"></a><span class="lineno"> 252</span>  <a class="code" href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a08207ff2d73d653194a061153edc27a9">Operator</a>> mma;</div><div class="line"><a name="l00253"></a><span class="lineno"> 253</span> </div><div class="line"><a name="l00254"></a><span class="lineno"> 254</span>  mma(D, A, B, C);</div><div class="line"><a name="l00255"></a><span class="lineno"> 255</span>  }</div><div class="line"><a name="l00256"></a><span class="lineno"> 256</span> };</div><div class="line"><a name="l00257"></a><span class="lineno"> 257</span> </div><div class="line"><a name="l00259"></a><span class="lineno"> 259</span> </div><div class="line"><a name="l00260"></a><span class="lineno"> 260</span> } <span class="comment">// namespace thread</span></div><div class="line"><a name="l00261"></a><span class="lineno"> 261</span> } <span class="comment">// namespace gemm</span></div><div class="line"><a name="l00262"></a><span class="lineno"> 262</span> } <span class="comment">// namespace cutlass</span></div><div class="line"><a name="l00263"></a><span class="lineno"> 263</span> </div><div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric_html_aee7abaa5f7e89db30bd198abd0160c8c"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#aee7abaa5f7e89db30bd198abd0160c8c">cutlass::gemm::thread::MmaGeneric::Operator</a></div><div class="ttdeci">Operator_ Operator</div><div class="ttdoc">Underlying mathematical operator. </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:89</div></div>
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<div class="ttc" id="namespacecutlass_html"><div class="ttname"><a href="namespacecutlass.html">cutlass</a></div><div class="ttdef"><b>Definition:</b> aligned_buffer.h:35</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric_html_a170523641b3dcccf8d2a65c42d57fe8a"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a170523641b3dcccf8d2a65c42d57fe8a">cutlass::gemm::thread::MmaGeneric::FragmentB</a></div><div class="ttdeci">Array< ElementB, Shape::kKN > FragmentB</div><div class="ttdoc">B operand storage. </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:95</div></div>
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<div class="ttc" id="tensor__ref_8h_html"><div class="ttname"><a href="tensor__ref_8h.html">tensor_ref.h</a></div><div class="ttdoc">Defines a structure containing strides, bounds, and a pointer to tensor data. </div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56_html_a400d6fc8296c16b6277c3d7ad650e7c1"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a400d6fc8296c16b6277c3d7ad650e7c1">cutlass::gemm::thread::Mma< Shape_, ElementA_, LayoutA_, ElementB_, LayoutB_, ElementC_, LayoutC_, arch::OpMultiplyAdd, bool >::ElementA</a></div><div class="ttdeci">ElementA_ ElementA</div><div class="ttdoc">Data type of operand A. </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:203</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56_html_aa1e00de6ae05673351b0c7bba92827ab"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#aa1e00de6ae05673351b0c7bba92827ab">cutlass::gemm::thread::Mma< Shape_, ElementA_, LayoutA_, ElementB_, LayoutB_, ElementC_, LayoutC_, arch::OpMultiplyAdd, bool >::ElementB</a></div><div class="ttdeci">ElementB_ ElementB</div><div class="ttdoc">Data type of operand B. </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:209</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric_html_a810a6e485277560581a10cf0330fd7bd"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a810a6e485277560581a10cf0330fd7bd">cutlass::gemm::thread::MmaGeneric::FragmentC</a></div><div class="ttdeci">Array< ElementC, Shape::kMN > FragmentC</div><div class="ttdoc">C operand storage. </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:98</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56_html_ae98fd835ed4750d4f22d7e4e50b5e59f"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#ae98fd835ed4750d4f22d7e4e50b5e59f">cutlass::gemm::thread::Mma< Shape_, ElementA_, LayoutA_, ElementB_, LayoutB_, ElementC_, LayoutC_, arch::OpMultiplyAdd, bool >::operator()</a></div><div class="ttdeci">CUTLASS_HOST_DEVICE void operator()(FragmentC &D, FragmentA const &A, FragmentB const &B, FragmentC const &C)</div><div class="ttdoc">Computes a matrix product D = A * B + C. </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:238</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric_html_abba82524c11d44ef3d9efbcc7288414a"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#abba82524c11d44ef3d9efbcc7288414a">cutlass::gemm::thread::MmaGeneric::LayoutA</a></div><div class="ttdeci">LayoutA_ LayoutA</div><div class="ttdoc">Layout of A matrix (concept: layout::MapFunc) </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:74</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56_html_a6109558276e8c66a4d3e9ad53fb046d8"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a6109558276e8c66a4d3e9ad53fb046d8">cutlass::gemm::thread::Mma< Shape_, ElementA_, LayoutA_, ElementB_, LayoutB_, ElementC_, LayoutC_, arch::OpMultiplyAdd, bool >::FragmentC</a></div><div class="ttdeci">Array< ElementC, Shape::kMN > FragmentC</div><div class="ttdoc">C operand storage. </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:230</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric_html_a6982992a7471d2d93532d1b9548328b4"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a6982992a7471d2d93532d1b9548328b4">cutlass::gemm::thread::MmaGeneric::LayoutC</a></div><div class="ttdeci">LayoutC_ LayoutC</div><div class="ttdoc">Layout of C matrix (concept: layout::MapFunc) </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:86</div></div>
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<div class="ttc" id="include_2cutlass_2gemm_2gemm_8h_html"><div class="ttname"><a href="include_2cutlass_2gemm_2gemm_8h.html">gemm.h</a></div><div class="ttdoc">Defines common types used for all GEMM-like operators. </div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56_html_a58b3c904716c54edb20b1ae1ae0bc715"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a58b3c904716c54edb20b1ae1ae0bc715">cutlass::gemm::thread::Mma< Shape_, ElementA_, LayoutA_, ElementB_, LayoutB_, ElementC_, LayoutC_, arch::OpMultiplyAdd, bool >::ElementC</a></div><div class="ttdeci">ElementC_ ElementC</div><div class="ttdoc">Element type of operand C. </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:215</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric_html_acdd8283a365558c990ecc6e5f1c64a96"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#acdd8283a365558c990ecc6e5f1c64a96">cutlass::gemm::thread::MmaGeneric::ElementA</a></div><div class="ttdeci">ElementA_ ElementA</div><div class="ttdoc">Data type of operand A. </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:71</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric_html_a9f0bf5d5870ae9a6524b425fda31a2c6"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a9f0bf5d5870ae9a6524b425fda31a2c6">cutlass::gemm::thread::MmaGeneric::LayoutB</a></div><div class="ttdeci">LayoutB_ LayoutB</div><div class="ttdoc">Layout of B matrix (concept: layout::MapFunc) </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:80</div></div>
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<div class="ttc" id="cutlass_8h_html_a4b1c9f25ab6eaa25e1f2258dd63e6ce4"><div class="ttname"><a href="cutlass_8h.html#a4b1c9f25ab6eaa25e1f2258dd63e6ce4">CUTLASS_PRAGMA_UNROLL</a></div><div class="ttdeci">#define CUTLASS_PRAGMA_UNROLL</div><div class="ttdef"><b>Definition:</b> cutlass.h:110</div></div>
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<div class="ttc" id="arch_2mma_8h_html"><div class="ttname"><a href="arch_2mma_8h.html">mma.h</a></div><div class="ttdoc">Templates exposing architecture support for multiply-add operations. </div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56_html_a0e71571693f24560bdba20fbd2ea1a77"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a0e71571693f24560bdba20fbd2ea1a77">cutlass::gemm::thread::Mma< Shape_, ElementA_, LayoutA_, ElementB_, LayoutB_, ElementC_, LayoutC_, arch::OpMultiplyAdd, bool >::LayoutB</a></div><div class="ttdeci">LayoutB_ LayoutB</div><div class="ttdoc">Layout of B matrix (concept: layout::MapFunc) </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:212</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric_html"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html">cutlass::gemm::thread::MmaGeneric</a></div><div class="ttdoc">Gemplate that handles all packed matrix layouts. </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:65</div></div>
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<div class="ttc" id="classcutlass_1_1TensorRef_html"><div class="ttname"><a href="classcutlass_1_1TensorRef.html">cutlass::TensorRef< ElementA const, LayoutA ></a></div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56_html_a66abc782808b6b3e68518aff43a0b200"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a66abc782808b6b3e68518aff43a0b200">cutlass::gemm::thread::Mma< Shape_, ElementA_, LayoutA_, ElementB_, LayoutB_, ElementC_, LayoutC_, arch::OpMultiplyAdd, bool >::FragmentA</a></div><div class="ttdeci">Array< ElementA, Shape::kMK > FragmentA</div><div class="ttdoc">A operand storage. </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:224</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric_html_aa52815a830293f0a5b2cfb58689fb4a5"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#aa52815a830293f0a5b2cfb58689fb4a5">cutlass::gemm::thread::MmaGeneric::FragmentA</a></div><div class="ttdeci">Array< ElementA, Shape::kMK > FragmentA</div><div class="ttdoc">A operand storage. </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:92</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56_html_a08207ff2d73d653194a061153edc27a9"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a08207ff2d73d653194a061153edc27a9">cutlass::gemm::thread::Mma< Shape_, ElementA_, LayoutA_, ElementB_, LayoutB_, ElementC_, LayoutC_, arch::OpMultiplyAdd, bool >::Operator</a></div><div class="ttdeci">arch::OpMultiplyAdd Operator</div><div class="ttdoc">Underlying mathematical operator. </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:221</div></div>
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<div class="ttc" id="cutlass_8h_html_a28c2443a142676d3d71effdae1a986b1"><div class="ttname"><a href="cutlass_8h.html#a28c2443a142676d3d71effdae1a986b1">CUTLASS_HOST_DEVICE</a></div><div class="ttdeci">#define CUTLASS_HOST_DEVICE</div><div class="ttdef"><b>Definition:</b> cutlass.h:89</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric_html_aaa44f05276c7cad6d8524817e9ab0e23"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#aaa44f05276c7cad6d8524817e9ab0e23">cutlass::gemm::thread::MmaGeneric::Shape</a></div><div class="ttdeci">Shape_ Shape</div><div class="ttdoc">Size of the Gemm problem - concept: gemm::GemmShape<> </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:68</div></div>
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<div class="ttc" id="gemm_2thread_2mma_8h_html"><div class="ttname"><a href="gemm_2thread_2mma_8h.html">mma.h</a></div><div class="ttdoc">Templates exposing architecture support for warp-level multiply-add operations. </div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1GemmShape_html"><div class="ttname"><a href="structcutlass_1_1gemm_1_1GemmShape.html">cutlass::gemm::GemmShape</a></div><div class="ttdoc">Shape of a matrix multiply-add operation. </div><div class="ttdef"><b>Definition:</b> include/cutlass/gemm/gemm.h:57</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56_html_a2deaf8959c027ab4aca92630b85f5211"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a2deaf8959c027ab4aca92630b85f5211">cutlass::gemm::thread::Mma< Shape_, ElementA_, LayoutA_, ElementB_, LayoutB_, ElementC_, LayoutC_, arch::OpMultiplyAdd, bool >::FragmentB</a></div><div class="ttdeci">Array< ElementB, Shape::kKN > FragmentB</div><div class="ttdoc">B operand storage. </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:227</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56_html_aeef7c1c07c481fb13e3ab2025d22133a"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#aeef7c1c07c481fb13e3ab2025d22133a">cutlass::gemm::thread::Mma< Shape_, ElementA_, LayoutA_, ElementB_, LayoutB_, ElementC_, LayoutC_, arch::OpMultiplyAdd, bool >::Shape</a></div><div class="ttdeci">Shape_ Shape</div><div class="ttdoc">Size of the Gemm problem - concept: gemm::GemmShape<> </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:200</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric_html_a1131288ac68988bb611e39d6523026f4"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a1131288ac68988bb611e39d6523026f4">cutlass::gemm::thread::MmaGeneric::operator()</a></div><div class="ttdeci">CUTLASS_HOST_DEVICE void operator()(FragmentC &D, FragmentA const &A, FragmentB const &B, FragmentC const &C)</div><div class="ttdoc">Computes a matrix product D = A * B + C. </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:115</div></div>
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<div class="ttc" id="classcutlass_1_1TensorRef_html_a8758907a1c9b1fcd00e7ece626d03b76"><div class="ttname"><a href="classcutlass_1_1TensorRef.html#a8758907a1c9b1fcd00e7ece626d03b76">cutlass::TensorRef::at</a></div><div class="ttdeci">CUTLASS_HOST_DEVICE Reference at(TensorCoord const &coord) const </div><div class="ttdoc">Returns a reference to the element at a given Coord. </div><div class="ttdef"><b>Definition:</b> tensor_ref.h:307</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1Mma_html"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1Mma.html">cutlass::gemm::thread::Mma</a></div><div class="ttdoc">Structure to compute the matrix product. </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma.h:66</div></div>
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<div class="ttc" id="layout_2matrix_8h_html"><div class="ttname"><a href="layout_2matrix_8h.html">matrix.h</a></div><div class="ttdoc">Defines layout functions used by TensorRef and derived classes. </div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56_html_af1c453f655d29855f026ab6dfc8f7ae9"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#af1c453f655d29855f026ab6dfc8f7ae9">cutlass::gemm::thread::Mma< Shape_, ElementA_, LayoutA_, ElementB_, LayoutB_, ElementC_, LayoutC_, arch::OpMultiplyAdd, bool >::LayoutA</a></div><div class="ttdeci">LayoutA_ LayoutA</div><div class="ttdoc">Layout of A matrix (concept: layout::MapFunc) </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:206</div></div>
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<div class="ttc" id="structcutlass_1_1arch_1_1Mma_html"><div class="ttname"><a href="structcutlass_1_1arch_1_1Mma.html">cutlass::arch::Mma</a></div><div class="ttdoc">Matrix multiply-add operation. </div><div class="ttdef"><b>Definition:</b> arch/mma.h:92</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56_html_a08a2137eb47c1caa00adaf3572c706a0"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1Mma_3_01Shape___00_01ElementA___00_01LayoutA___00_01ElementB_e41c1cd6078b6d1347fac239b0639d56.html#a08a2137eb47c1caa00adaf3572c706a0">cutlass::gemm::thread::Mma< Shape_, ElementA_, LayoutA_, ElementB_, LayoutB_, ElementC_, LayoutC_, arch::OpMultiplyAdd, bool >::LayoutC</a></div><div class="ttdeci">LayoutC_ LayoutC</div><div class="ttdoc">Layout of C matrix (concept: layout::MapFunc) </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:218</div></div>
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<div class="ttc" id="cutlass_8h_html"><div class="ttname"><a href="cutlass_8h.html">cutlass.h</a></div><div class="ttdoc">Basic include for CUTLASS. </div></div>
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<div class="ttc" id="structcutlass_1_1MatrixCoord_html"><div class="ttname"><a href="structcutlass_1_1MatrixCoord.html">cutlass::MatrixCoord</a></div><div class="ttdef"><b>Definition:</b> matrix_coord.h:39</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric_html_a09c7ea00c416fb58b199811a6cd4824c"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a09c7ea00c416fb58b199811a6cd4824c">cutlass::gemm::thread::MmaGeneric::ElementB</a></div><div class="ttdeci">ElementB_ ElementB</div><div class="ttdoc">Data type of operand B. </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:77</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric_html_a451781c981cc611164674e95ed494e20"><div class="ttname"><a href="structcutlass_1_1gemm_1_1thread_1_1MmaGeneric.html#a451781c981cc611164674e95ed494e20">cutlass::gemm::thread::MmaGeneric::ElementC</a></div><div class="ttdeci">ElementC_ ElementC</div><div class="ttdoc">Element type of operand C. </div><div class="ttdef"><b>Definition:</b> gemm/thread/mma_sm50.h:83</div></div>
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<div class="ttc" id="structcutlass_1_1arch_1_1Mma_3_01gemm_1_1GemmShape_3_011_00_011_00_011_01_4_00_011_00_01ElementAb6e65b2cf5ede7f41cb070a767158dee_html"><div class="ttname"><a href="structcutlass_1_1arch_1_1Mma_3_01gemm_1_1GemmShape_3_011_00_011_00_011_01_4_00_011_00_01ElementAb6e65b2cf5ede7f41cb070a767158dee.html">cutlass::arch::Mma< gemm::GemmShape< 1, 1, 1 >, 1, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, Operator ></a></div><div class="ttdoc">Matrix multiply-add operation - specialized for 1x1x1x1 matrix multiply operation. </div><div class="ttdef"><b>Definition:</b> arch/mma.h:113</div></div>
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