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<a href="wmma__gemm__traits_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) 2017-2018, 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="l00028"></a><span class="lineno"> 28</span> <span class="preprocessor">#pragma once</span></div><div class="line"><a name="l00029"></a><span class="lineno"> 29</span> </div><div class="line"><a name="l00030"></a><span class="lineno"> 30</span> <span class="preprocessor">#include <<a class="code" href="wmma__matrix_8h.html">cutlass/wmma_matrix.h</a>></span></div><div class="line"><a name="l00031"></a><span class="lineno"> 31</span> <span class="preprocessor">#ifdef CUTLASS_USE_WMMA_API</span></div><div class="line"><a name="l00032"></a><span class="lineno"> 32</span> </div><div class="line"><a name="l00033"></a><span class="lineno"> 33</span> <span class="preprocessor">#include <<a class="code" href="convert_8h.html">cutlass/convert.h</a>></span></div><div class="line"><a name="l00034"></a><span class="lineno"> 34</span> <span class="preprocessor">#include <<a class="code" href="gemm_8h.html">cutlass/gemm/gemm.h</a>></span></div><div class="line"><a name="l00035"></a><span class="lineno"> 35</span> <span class="preprocessor">#include <<a class="code" href="gemm__epilogue_8h.html">cutlass/gemm/gemm_epilogue.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__epilogue__traits_8h.html">cutlass/gemm/gemm_epilogue_traits.h</a>></span></div><div class="line"><a name="l00037"></a><span class="lineno"> 37</span> <span class="preprocessor">#include <<a class="code" href="gemm__global__tile_8h.html">cutlass/gemm/gemm_global_tile.h</a>></span></div><div class="line"><a name="l00038"></a><span class="lineno"> 38</span> <span class="preprocessor">#include <<a class="code" href="gemm__shared__tile_8h.html">cutlass/gemm/gemm_shared_tile.h</a>></span></div><div class="line"><a name="l00039"></a><span class="lineno"> 39</span> <span class="preprocessor">#include <<a class="code" href="gemm__traits_8h.html">cutlass/gemm/gemm_traits.h</a>></span></div><div class="line"><a name="l00040"></a><span class="lineno"> 40</span> <span class="preprocessor">#include <<a class="code" href="wmma__gemm__epilogue__traits_8h.html">cutlass/gemm/wmma_gemm_epilogue_traits.h</a>></span></div><div class="line"><a name="l00041"></a><span class="lineno"> 41</span> <span class="preprocessor">#include <<a class="code" href="wmma__gemm__global__tile_8h.html">cutlass/gemm/wmma_gemm_global_tile.h</a>></span></div><div class="line"><a name="l00042"></a><span class="lineno"> 42</span> <span class="preprocessor">#include <<a class="code" href="wmma__gemm__multiply__add_8h.html">cutlass/gemm/wmma_gemm_multiply_add.h</a>></span></div><div class="line"><a name="l00043"></a><span class="lineno"> 43</span> </div><div class="line"><a name="l00044"></a><span class="lineno"> 44</span> <span class="keyword">namespace </span><a class="code" href="namespacecutlass.html">cutlass</a> {</div><div class="line"><a name="l00045"></a><span class="lineno"> 45</span> <span class="keyword">namespace </span>gemm {</div><div class="line"><a name="l00046"></a><span class="lineno"> 46</span> </div><div class="line"><a name="l00048"></a><span class="lineno"> 48</span> </div><div class="line"><a name="l00049"></a><span class="lineno"> 49</span> <span class="keyword">template</span> <</div><div class="line"><a name="l00051"></a><span class="lineno"> 51</span>  <a class="code" href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2b">MatrixLayout::Kind</a> kLayoutA_,</div><div class="line"><a name="l00053"></a><span class="lineno"> 53</span>  <a class="code" href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2b">MatrixLayout::Kind</a> kLayoutB_,</div><div class="line"><a name="l00055"></a><span class="lineno"> 55</span>  <span class="keyword">typename</span> OutputTile_,</div><div class="line"><a name="l00057"></a><span class="lineno"> 57</span>  <span class="keyword">typename</span> ScalarC_,</div><div class="line"><a name="l00059"></a><span class="lineno"> 59</span>  <span class="keyword">typename</span> Accumulator_,</div><div class="line"><a name="l00061"></a><span class="lineno"> 61</span>  <span class="keyword">typename</span> AccumulatorsPerWarp_,</div><div class="line"><a name="l00063"></a><span class="lineno"> 63</span>  <span class="keyword">typename</span> InstructionShape_,</div><div class="line"><a name="l00065"></a><span class="lineno"> 65</span>  <span class="keywordtype">int</span> kScalarsPerLdgA_,</div><div class="line"><a name="l00067"></a><span class="lineno"> 67</span>  <span class="keywordtype">int</span> kScalarsPerLdgB_></div><div class="line"><a name="l00068"></a><span class="lineno"> 68</span> <span class="keyword">struct </span>WmmaGemmConfig : <span class="keyword">public</span> GemmConfig<</div><div class="line"><a name="l00070"></a><span class="lineno"> 70</span>  half,</div><div class="line"><a name="l00072"></a><span class="lineno"> 72</span>  half,</div><div class="line"><a name="l00074"></a><span class="lineno"> 74</span>  ScalarC_,</div><div class="line"><a name="l00076"></a><span class="lineno"> 76</span>  ScalarC_,</div><div class="line"><a name="l00078"></a><span class="lineno"> 78</span>  OutputTile_,</div><div class="line"><a name="l00080"></a><span class="lineno"> 80</span>  WmmaGemmMultiplyAdd<kLayoutA_,</div><div class="line"><a name="l00081"></a><span class="lineno"> 81</span>  half,</div><div class="line"><a name="l00082"></a><span class="lineno"> 82</span>  kLayoutB_,</div><div class="line"><a name="l00083"></a><span class="lineno"> 83</span>  half,</div><div class="line"><a name="l00084"></a><span class="lineno"> 84</span>  MatrixLayout::kColumnMajor,</div><div class="line"><a name="l00085"></a><span class="lineno"> 85</span>  Accumulator_,</div><div class="line"><a name="l00086"></a><span class="lineno"> 86</span>  AccumulatorsPerWarp_,</div><div class="line"><a name="l00087"></a><span class="lineno"> 87</span>  InstructionShape_>,</div><div class="line"><a name="l00089"></a><span class="lineno"> 89</span>  kScalarsPerLdgA_,</div><div class="line"><a name="l00091"></a><span class="lineno"> 91</span>  kScalarsPerLdgA_,</div><div class="line"><a name="l00093"></a><span class="lineno"> 93</span>  8,</div><div class="line"><a name="l00095"></a><span class="lineno"> 95</span>  kScalarsPerLdgB_,</div><div class="line"><a name="l00097"></a><span class="lineno"> 97</span>  kScalarsPerLdgB_,</div><div class="line"><a name="l00099"></a><span class="lineno"> 99</span>  8,</div><div class="line"><a name="l00101"></a><span class="lineno"> 101</span>  16 / sizeof(ScalarC_),</div><div class="line"><a name="l00103"></a><span class="lineno"> 103</span>  16 / sizeof(ScalarC_),</div><div class="line"><a name="l00105"></a><span class="lineno"> 105</span>  16 / sizeof(ScalarC_),</div><div class="line"><a name="l00107"></a><span class="lineno"> 107</span>  1> {};</div><div class="line"><a name="l00108"></a><span class="lineno"> 108</span> </div><div class="line"><a name="l00110"></a><span class="lineno"> 110</span> </div><div class="line"><a name="l00111"></a><span class="lineno"> 111</span> <span class="keyword">template</span> <enum MatrixLayout::Kind kLayout_, <span class="keyword">typename</span> GemmConfig_></div><div class="line"><a name="l00112"></a><span class="lineno"> 112</span> <span class="keyword">struct </span>WmmaGemmTileTraitsHelperA {};</div><div class="line"><a name="l00113"></a><span class="lineno"> 113</span> </div><div class="line"><a name="l00115"></a><span class="lineno"> 115</span> </div><div class="line"><a name="l00116"></a><span class="lineno"> 116</span> <span class="keyword">template</span> <<span class="keyword">typename</span> GemmConfig_></div><div class="line"><a name="l00117"></a><span class="lineno"> 117</span> <span class="keyword">struct </span>WmmaGemmTileTraitsHelperA<MatrixLayout::kColumnMajor, GemmConfig_></div><div class="line"><a name="l00118"></a><span class="lineno"> 118</span>  : <span class="keyword">public</span> GemmTileTraitsHelperA<MatrixLayout::kColumnMajor, GemmConfig_> {</div><div class="line"><a name="l00120"></a><span class="lineno"> 120</span>  <span class="keyword">typedef</span> GemmTileTraitsHelperA<MatrixLayout::kColumnMajor, GemmConfig_> Base;</div><div class="line"><a name="l00121"></a><span class="lineno"> 121</span> </div><div class="line"><a name="l00123"></a><span class="lineno"> 123</span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kSkew = 16 / <span class="keyword">sizeof</span>(<span class="keyword">typename</span> Base::MultiplyAddScalar);</div><div class="line"><a name="l00125"></a><span class="lineno"> 125</span>  <span class="keyword">typedef</span> Shape<GemmConfig_::kStages,</div><div class="line"><a name="l00126"></a><span class="lineno"> 126</span>  GemmConfig_::OutputTile::kD,</div><div class="line"><a name="l00127"></a><span class="lineno"> 127</span>  GemmConfig_::OutputTile::kW + kSkew></div><div class="line"><a name="l00128"></a><span class="lineno"> 128</span>  Tile;</div><div class="line"><a name="l00129"></a><span class="lineno"> 129</span> </div><div class="line"><a name="l00131"></a><span class="lineno"> 131</span>  <span class="keyword">typedef</span> WmmaMatrix<<a class="code" href="structcutlass_1_1GemmOperand.html#ab209ea3de198efabe8e8707dfe8e0a0cac2b9fe9e3679a059d1a6c946b2a2c31a">GemmOperand::kA</a>,</div><div class="line"><a name="l00132"></a><span class="lineno"> 132</span>  <a class="code" href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2bac15988acba79c11072d38b295f163a2b">MatrixLayout::kColumnMajor</a>,</div><div class="line"><a name="l00133"></a><span class="lineno"> 133</span>  <span class="keyword">typename</span> Base::MultiplyAddScalar,</div><div class="line"><a name="l00134"></a><span class="lineno"> 134</span>  <span class="keyword">typename</span> GemmConfig_::InstructionShape></div><div class="line"><a name="l00135"></a><span class="lineno"> 135</span>  WmmaMatrix;</div><div class="line"><a name="l00136"></a><span class="lineno"> 136</span> </div><div class="line"><a name="l00138"></a><span class="lineno"> 138</span>  <span class="keyword">typedef</span> GemmSharedStoreTileAbTraits<</div><div class="line"><a name="l00139"></a><span class="lineno"> 139</span>  <span class="comment">// The pointer.</span></div><div class="line"><a name="l00140"></a><span class="lineno"> 140</span>  <span class="keyword">typename</span> Base::MultiplyAddScalar,</div><div class="line"><a name="l00141"></a><span class="lineno"> 141</span>  <span class="comment">// The tile has size KxM in GEMM's terminology.</span></div><div class="line"><a name="l00142"></a><span class="lineno"> 142</span>  Tile,</div><div class="line"><a name="l00143"></a><span class="lineno"> 143</span>  <span class="comment">// The threads are distributed as warps x 32 (the traits may reorganize).</span></div><div class="line"><a name="l00144"></a><span class="lineno"> 144</span>  <span class="keyword">typename</span> Base::GlobalTileTraits::Threads,</div><div class="line"><a name="l00145"></a><span class="lineno"> 145</span>  <span class="comment">// The number of scalars per STS (STS.32 or STS.128, etc).</span></div><div class="line"><a name="l00146"></a><span class="lineno"> 146</span>  GemmConfig_::kScalarsPerStsA></div><div class="line"><a name="l00147"></a><span class="lineno"> 147</span>  SharedStoreTileTraits;</div><div class="line"><a name="l00148"></a><span class="lineno"> 148</span> </div><div class="line"><a name="l00150"></a><span class="lineno"> 150</span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kScalarsPerW = GemmConfig_::InstructionShape::kW * GemmConfig_::Warps::kW;</div><div class="line"><a name="l00152"></a><span class="lineno"> 152</span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kScalarsPerIteration = Tile::kW * GemmConfig_::InstructionShape::kD;</div><div class="line"><a name="l00154"></a><span class="lineno"> 154</span>  <span class="keyword">typedef</span> WmmaGemmSharedLoadTileATraits<</div><div class="line"><a name="l00155"></a><span class="lineno"> 155</span>  <span class="comment">// The layout of the matrix.</span></div><div class="line"><a name="l00156"></a><span class="lineno"> 156</span>  <a class="code" href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2bac15988acba79c11072d38b295f163a2b">MatrixLayout::kColumnMajor</a>,</div><div class="line"><a name="l00157"></a><span class="lineno"> 157</span>  <span class="comment">// The pointer.</span></div><div class="line"><a name="l00158"></a><span class="lineno"> 158</span>  <span class="keyword">typename</span> Base::MultiplyAddScalar,</div><div class="line"><a name="l00159"></a><span class="lineno"> 159</span>  <span class="comment">// The output tile size.</span></div><div class="line"><a name="l00160"></a><span class="lineno"> 160</span>  Tile,</div><div class="line"><a name="l00161"></a><span class="lineno"> 161</span>  <span class="comment">// The number of warps.</span></div><div class="line"><a name="l00162"></a><span class="lineno"> 162</span>  <span class="keyword">typename</span> GemmConfig_::Warps,</div><div class="line"><a name="l00163"></a><span class="lineno"> 163</span>  <span class="comment">// The strides between warps.</span></div><div class="line"><a name="l00164"></a><span class="lineno"> 164</span>  GemmConfig_::InstructionShape::kW,</div><div class="line"><a name="l00165"></a><span class="lineno"> 165</span>  <span class="comment">// The number of iterations to load the data.</span></div><div class="line"><a name="l00166"></a><span class="lineno"> 166</span>  Shape<1, 1, GemmConfig_::OutputTile::kW / kScalarsPerW>,</div><div class="line"><a name="l00167"></a><span class="lineno"> 167</span>  <span class="comment">// The stride between iterations.</span></div><div class="line"><a name="l00168"></a><span class="lineno"> 168</span>  Shape<kScalarsPerIteration, 0, kScalarsPerW, 0>,</div><div class="line"><a name="l00169"></a><span class="lineno"> 169</span>  <span class="comment">// The shape of the instruction.</span></div><div class="line"><a name="l00170"></a><span class="lineno"> 170</span>  <span class="keyword">typename</span> GemmConfig_::InstructionShape></div><div class="line"><a name="l00171"></a><span class="lineno"> 171</span>  SharedLoadTileTraits;</div><div class="line"><a name="l00172"></a><span class="lineno"> 172</span> };</div><div class="line"><a name="l00173"></a><span class="lineno"> 173</span> </div><div class="line"><a name="l00175"></a><span class="lineno"> 175</span> </div><div class="line"><a name="l00176"></a><span class="lineno"> 176</span> <span class="keyword">template</span> <<span class="keyword">typename</span> GemmConfig_></div><div class="line"><a name="l00177"></a><span class="lineno"> 177</span> <span class="keyword">struct </span>WmmaGemmTileTraitsHelperA<MatrixLayout::kRowMajor, GemmConfig_> {</div><div class="line"><a name="l00179"></a><span class="lineno"> 179</span>  <span class="keyword">static</span> <a class="code" href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2b">MatrixLayout::Kind</a> <span class="keyword">const</span> kLayout = <a class="code" href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2ba6a287c17f9f5bf53528ae68296beeedb">MatrixLayout::kRowMajor</a>;</div><div class="line"><a name="l00180"></a><span class="lineno"> 180</span> </div><div class="line"><a name="l00182"></a><span class="lineno"> 182</span>  <span class="keyword">typedef</span> <span class="keyword">typename</span> GemmConfig_::ScalarA Scalar;</div><div class="line"><a name="l00184"></a><span class="lineno"> 184</span>  <span class="keyword">typedef</span> <span class="keyword">typename</span> GemmConfig_::MultiplyAdd::ScalarA MultiplyAddScalar;</div><div class="line"><a name="l00185"></a><span class="lineno"> 185</span> </div><div class="line"><a name="l00187"></a><span class="lineno"> 187</span>  <span class="keyword">typedef</span> WmmaMatrix<<a class="code" href="structcutlass_1_1GemmOperand.html#ab209ea3de198efabe8e8707dfe8e0a0cac2b9fe9e3679a059d1a6c946b2a2c31a">GemmOperand::kA</a>,</div><div class="line"><a name="l00188"></a><span class="lineno"> 188</span>  <a class="code" href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2ba6a287c17f9f5bf53528ae68296beeedb">MatrixLayout::kRowMajor</a>,</div><div class="line"><a name="l00189"></a><span class="lineno"> 189</span>  MultiplyAddScalar,</div><div class="line"><a name="l00190"></a><span class="lineno"> 190</span>  <span class="keyword">typename</span> GemmConfig_::InstructionShape></div><div class="line"><a name="l00191"></a><span class="lineno"> 191</span>  WmmaMatrix;</div><div class="line"><a name="l00192"></a><span class="lineno"> 192</span> </div><div class="line"><a name="l00194"></a><span class="lineno"> 194</span>  <span class="keyword">typedef</span> GemmGlobalTileTraits<</div><div class="line"><a name="l00195"></a><span class="lineno"> 195</span>  <span class="comment">// That's A.</span></div><div class="line"><a name="l00196"></a><span class="lineno"> 196</span>  <a class="code" href="structcutlass_1_1GemmOperand.html#ab209ea3de198efabe8e8707dfe8e0a0cac2b9fe9e3679a059d1a6c946b2a2c31a">GemmOperand::kA</a>,</div><div class="line"><a name="l00197"></a><span class="lineno"> 197</span>  <span class="comment">// A is row-major.</span></div><div class="line"><a name="l00198"></a><span class="lineno"> 198</span>  <a class="code" href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2ba6a287c17f9f5bf53528ae68296beeedb">MatrixLayout::kRowMajor</a>,</div><div class="line"><a name="l00199"></a><span class="lineno"> 199</span>  <span class="comment">// The pointer is float const.</span></div><div class="line"><a name="l00200"></a><span class="lineno"> 200</span>  Scalar <span class="keyword">const</span>,</div><div class="line"><a name="l00201"></a><span class="lineno"> 201</span>  <span class="comment">// The tile has size KxM in GEMM's terminology.</span></div><div class="line"><a name="l00202"></a><span class="lineno"> 202</span>  Shape<1, GemmConfig_::OutputTile::kW, GemmConfig_::OutputTile::kD>,</div><div class="line"><a name="l00203"></a><span class="lineno"> 203</span>  <span class="comment">// The threads are distributed as warps x 32 (the traits may reorganize).</span></div><div class="line"><a name="l00204"></a><span class="lineno"> 204</span>  Shape<1, GemmConfig_::kThreads / GemmConfig_::OutputTile::kD, GemmConfig_::OutputTile::kD>,</div><div class="line"><a name="l00205"></a><span class="lineno"> 205</span>  <span class="comment">// The number of scalars per LDG (LDG.32 or LDG.128, etc).</span></div><div class="line"><a name="l00206"></a><span class="lineno"> 206</span>  GemmConfig_::kScalarsPerLdgA></div><div class="line"><a name="l00207"></a><span class="lineno"> 207</span>  GlobalTileTraits;</div><div class="line"><a name="l00208"></a><span class="lineno"> 208</span> </div><div class="line"><a name="l00210"></a><span class="lineno"> 210</span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kSkew = 16 / <span class="keyword">sizeof</span>(MultiplyAddScalar);</div><div class="line"><a name="l00212"></a><span class="lineno"> 212</span>  <span class="keyword">typedef</span> Shape<GemmConfig_::kStages,</div><div class="line"><a name="l00213"></a><span class="lineno"> 213</span>  GemmConfig_::OutputTile::kW,</div><div class="line"><a name="l00214"></a><span class="lineno"> 214</span>  GemmConfig_::OutputTile::kD + kSkew></div><div class="line"><a name="l00215"></a><span class="lineno"> 215</span>  Tile;</div><div class="line"><a name="l00216"></a><span class="lineno"> 216</span> </div><div class="line"><a name="l00218"></a><span class="lineno"> 218</span>  <span class="keyword">typedef</span> GemmSharedStoreTileAbTraits<</div><div class="line"><a name="l00219"></a><span class="lineno"> 219</span>  <span class="comment">// The pointer.</span></div><div class="line"><a name="l00220"></a><span class="lineno"> 220</span>  MultiplyAddScalar,</div><div class="line"><a name="l00221"></a><span class="lineno"> 221</span>  <span class="comment">// The tile has size KxM in GEMM's terminology.</span></div><div class="line"><a name="l00222"></a><span class="lineno"> 222</span>  Tile,</div><div class="line"><a name="l00223"></a><span class="lineno"> 223</span>  <span class="comment">// The threads are distributed as warps x 32 (the traits may reorganize).</span></div><div class="line"><a name="l00224"></a><span class="lineno"> 224</span>  <span class="keyword">typename</span> GlobalTileTraits::Threads,</div><div class="line"><a name="l00225"></a><span class="lineno"> 225</span>  <span class="comment">// The number of scalars per STS (STS.32 or STS.128, etc).</span></div><div class="line"><a name="l00226"></a><span class="lineno"> 226</span>  GemmConfig_::kScalarsPerStsA></div><div class="line"><a name="l00227"></a><span class="lineno"> 227</span>  SharedStoreTileTraits;</div><div class="line"><a name="l00228"></a><span class="lineno"> 228</span> </div><div class="line"><a name="l00230"></a><span class="lineno"> 230</span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kScalarsPerW = GemmConfig_::InstructionShape::kW * GemmConfig_::Warps::kW;</div><div class="line"><a name="l00232"></a><span class="lineno"> 232</span>  <span class="keyword">typedef</span> WmmaGemmSharedLoadTileATraits<</div><div class="line"><a name="l00233"></a><span class="lineno"> 233</span>  <span class="comment">// The layout of the matrix.</span></div><div class="line"><a name="l00234"></a><span class="lineno"> 234</span>  <a class="code" href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2ba6a287c17f9f5bf53528ae68296beeedb">MatrixLayout::kRowMajor</a>,</div><div class="line"><a name="l00235"></a><span class="lineno"> 235</span>  <span class="comment">// The pointer.</span></div><div class="line"><a name="l00236"></a><span class="lineno"> 236</span>  MultiplyAddScalar,</div><div class="line"><a name="l00237"></a><span class="lineno"> 237</span>  <span class="comment">// The tile in shared memory.</span></div><div class="line"><a name="l00238"></a><span class="lineno"> 238</span>  Tile,</div><div class="line"><a name="l00239"></a><span class="lineno"> 239</span>  <span class="comment">// The number of warps.</span></div><div class="line"><a name="l00240"></a><span class="lineno"> 240</span>  <span class="keyword">typename</span> GemmConfig_::Warps,</div><div class="line"><a name="l00241"></a><span class="lineno"> 241</span>  <span class="comment">// The strides between warps.</span></div><div class="line"><a name="l00242"></a><span class="lineno"> 242</span>  GemmConfig_::InstructionShape::kW * Tile::kW,</div><div class="line"><a name="l00243"></a><span class="lineno"> 243</span>  <span class="comment">// The number of iterations to load the data.</span></div><div class="line"><a name="l00244"></a><span class="lineno"> 244</span>  Shape<1, 1, GemmConfig_::OutputTile::kW / kScalarsPerW>,</div><div class="line"><a name="l00245"></a><span class="lineno"> 245</span>  <span class="comment">// The stride between iterations.</span></div><div class="line"><a name="l00246"></a><span class="lineno"> 246</span>  Shape<GemmConfig_::InstructionShape::kD, 0, kScalarsPerW * Tile::kW>,</div><div class="line"><a name="l00247"></a><span class="lineno"> 247</span>  <span class="comment">// The shape of the instruction.</span></div><div class="line"><a name="l00248"></a><span class="lineno"> 248</span>  <span class="keyword">typename</span> GemmConfig_::InstructionShape></div><div class="line"><a name="l00249"></a><span class="lineno"> 249</span>  SharedLoadTileTraits;</div><div class="line"><a name="l00250"></a><span class="lineno"> 250</span> };</div><div class="line"><a name="l00251"></a><span class="lineno"> 251</span> </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> <span class="keyword">template</span> <enum MatrixLayout::Kind kLayout_, <span class="keyword">typename</span> GemmConfig_></div><div class="line"><a name="l00255"></a><span class="lineno"> 255</span> <span class="keyword">struct </span>WmmaGemmTileTraitsHelperB {};</div><div class="line"><a name="l00256"></a><span class="lineno"> 256</span> </div><div class="line"><a name="l00258"></a><span class="lineno"> 258</span> </div><div class="line"><a name="l00259"></a><span class="lineno"> 259</span> <span class="keyword">template</span> <<span class="keyword">typename</span> GemmConfig_></div><div class="line"><a name="l00260"></a><span class="lineno"> 260</span> <span class="keyword">struct </span>WmmaGemmTileTraitsHelperB<MatrixLayout::kRowMajor, GemmConfig_></div><div class="line"><a name="l00261"></a><span class="lineno"> 261</span>  : <span class="keyword">public</span> GemmTileTraitsHelperB<MatrixLayout::kRowMajor, GemmConfig_> {</div><div class="line"><a name="l00263"></a><span class="lineno"> 263</span>  <span class="keyword">typedef</span> GemmTileTraitsHelperB<MatrixLayout::kRowMajor, GemmConfig_> Base;</div><div class="line"><a name="l00264"></a><span class="lineno"> 264</span> </div><div class="line"><a name="l00266"></a><span class="lineno"> 266</span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kSkew = 16 / <span class="keyword">sizeof</span>(<span class="keyword">typename</span> Base::MultiplyAddScalar);</div><div class="line"><a name="l00268"></a><span class="lineno"> 268</span>  <span class="keyword">typedef</span> Shape<GemmConfig_::kStages,</div><div class="line"><a name="l00269"></a><span class="lineno"> 269</span>  GemmConfig_::OutputTile::kD,</div><div class="line"><a name="l00270"></a><span class="lineno"> 270</span>  GemmConfig_::OutputTile::kH + kSkew></div><div class="line"><a name="l00271"></a><span class="lineno"> 271</span>  Tile;</div><div class="line"><a name="l00272"></a><span class="lineno"> 272</span> </div><div class="line"><a name="l00274"></a><span class="lineno"> 274</span>  <span class="keyword">typedef</span> WmmaMatrix<<a class="code" href="structcutlass_1_1GemmOperand.html#ab209ea3de198efabe8e8707dfe8e0a0caad0876342d150cef7da6ae149d5e99f9">GemmOperand::kB</a>,</div><div class="line"><a name="l00275"></a><span class="lineno"> 275</span>  <a class="code" href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2ba6a287c17f9f5bf53528ae68296beeedb">MatrixLayout::kRowMajor</a>,</div><div class="line"><a name="l00276"></a><span class="lineno"> 276</span>  <span class="keyword">typename</span> Base::MultiplyAddScalar,</div><div class="line"><a name="l00277"></a><span class="lineno"> 277</span>  <span class="keyword">typename</span> GemmConfig_::InstructionShape></div><div class="line"><a name="l00278"></a><span class="lineno"> 278</span>  WmmaMatrix;</div><div class="line"><a name="l00279"></a><span class="lineno"> 279</span> </div><div class="line"><a name="l00281"></a><span class="lineno"> 281</span>  <span class="keyword">typedef</span> GemmSharedStoreTileAbTraits<</div><div class="line"><a name="l00282"></a><span class="lineno"> 282</span>  <span class="comment">// The pointer.</span></div><div class="line"><a name="l00283"></a><span class="lineno"> 283</span>  <span class="keyword">typename</span> Base::MultiplyAddScalar,</div><div class="line"><a name="l00284"></a><span class="lineno"> 284</span>  <span class="comment">// The tile has size KxM in GEMM's terminology.</span></div><div class="line"><a name="l00285"></a><span class="lineno"> 285</span>  Tile,</div><div class="line"><a name="l00286"></a><span class="lineno"> 286</span>  <span class="comment">// The threads are distributed as warps x 32 (the traits may reorganize).</span></div><div class="line"><a name="l00287"></a><span class="lineno"> 287</span>  <span class="keyword">typename</span> Base::GlobalTileTraits::Threads,</div><div class="line"><a name="l00288"></a><span class="lineno"> 288</span>  <span class="comment">// The number of scalars per STS (STS.32 or STS.128, etc).</span></div><div class="line"><a name="l00289"></a><span class="lineno"> 289</span>  GemmConfig_::kScalarsPerStsB></div><div class="line"><a name="l00290"></a><span class="lineno"> 290</span>  SharedStoreTileTraits;</div><div class="line"><a name="l00291"></a><span class="lineno"> 291</span> </div><div class="line"><a name="l00293"></a><span class="lineno"> 293</span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kScalarsPerW = GemmConfig_::InstructionShape::kH * GemmConfig_::Warps::kH;</div><div class="line"><a name="l00295"></a><span class="lineno"> 295</span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kScalarsPerIteration = Tile::kW * GemmConfig_::InstructionShape::kD;</div><div class="line"><a name="l00297"></a><span class="lineno"> 297</span>  <span class="keyword">typedef</span> WmmaGemmSharedLoadTileBTraits<</div><div class="line"><a name="l00298"></a><span class="lineno"> 298</span>  <span class="comment">// The layout of the matrix.</span></div><div class="line"><a name="l00299"></a><span class="lineno"> 299</span>  <a class="code" href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2ba6a287c17f9f5bf53528ae68296beeedb">MatrixLayout::kRowMajor</a>,</div><div class="line"><a name="l00300"></a><span class="lineno"> 300</span>  <span class="comment">// The pointer.</span></div><div class="line"><a name="l00301"></a><span class="lineno"> 301</span>  <span class="keyword">typename</span> Base::MultiplyAddScalar,</div><div class="line"><a name="l00302"></a><span class="lineno"> 302</span>  <span class="comment">// The output tile size.</span></div><div class="line"><a name="l00303"></a><span class="lineno"> 303</span>  Tile,</div><div class="line"><a name="l00304"></a><span class="lineno"> 304</span>  <span class="comment">// The number of warps.</span></div><div class="line"><a name="l00305"></a><span class="lineno"> 305</span>  <span class="keyword">typename</span> GemmConfig_::Warps,</div><div class="line"><a name="l00306"></a><span class="lineno"> 306</span>  <span class="comment">// The strides between warps.</span></div><div class="line"><a name="l00307"></a><span class="lineno"> 307</span>  GemmConfig_::InstructionShape::kH,</div><div class="line"><a name="l00308"></a><span class="lineno"> 308</span>  <span class="comment">// The number of iterations to load the data.</span></div><div class="line"><a name="l00309"></a><span class="lineno"> 309</span>  Shape<1, 1, GemmConfig_::OutputTile::kH / kScalarsPerW>,</div><div class="line"><a name="l00310"></a><span class="lineno"> 310</span>  <span class="comment">// The stride between iterations.</span></div><div class="line"><a name="l00311"></a><span class="lineno"> 311</span>  Shape<kScalarsPerIteration, 0, kScalarsPerW, 0>,</div><div class="line"><a name="l00312"></a><span class="lineno"> 312</span>  <span class="comment">// The shape of the instruction.</span></div><div class="line"><a name="l00313"></a><span class="lineno"> 313</span>  <span class="keyword">typename</span> GemmConfig_::InstructionShape></div><div class="line"><a name="l00314"></a><span class="lineno"> 314</span>  SharedLoadTileTraits;</div><div class="line"><a name="l00315"></a><span class="lineno"> 315</span> };</div><div class="line"><a name="l00316"></a><span class="lineno"> 316</span> </div><div class="line"><a name="l00318"></a><span class="lineno"> 318</span> </div><div class="line"><a name="l00319"></a><span class="lineno"> 319</span> <span class="keyword">template</span> <<span class="keyword">typename</span> GemmConfig_></div><div class="line"><a name="l00320"></a><span class="lineno"> 320</span> <span class="keyword">struct </span>WmmaGemmTileTraitsHelperB<MatrixLayout::kColumnMajor, GemmConfig_> {</div><div class="line"><a name="l00322"></a><span class="lineno"> 322</span>  <span class="keyword">static</span> <a class="code" href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2b">MatrixLayout::Kind</a> <span class="keyword">const</span> kLayout = <a class="code" href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2bac15988acba79c11072d38b295f163a2b">MatrixLayout::kColumnMajor</a>;</div><div class="line"><a name="l00323"></a><span class="lineno"> 323</span> </div><div class="line"><a name="l00325"></a><span class="lineno"> 325</span>  <span class="keyword">typedef</span> <span class="keyword">typename</span> GemmConfig_::ScalarB Scalar;</div><div class="line"><a name="l00327"></a><span class="lineno"> 327</span>  <span class="keyword">typedef</span> <span class="keyword">typename</span> GemmConfig_::MultiplyAdd::ScalarB MultiplyAddScalar;</div><div class="line"><a name="l00328"></a><span class="lineno"> 328</span> </div><div class="line"><a name="l00330"></a><span class="lineno"> 330</span>  <span class="keyword">typedef</span> WmmaMatrix<<a class="code" href="structcutlass_1_1GemmOperand.html#ab209ea3de198efabe8e8707dfe8e0a0caad0876342d150cef7da6ae149d5e99f9">GemmOperand::kB</a>,</div><div class="line"><a name="l00331"></a><span class="lineno"> 331</span>  <a class="code" href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2bac15988acba79c11072d38b295f163a2b">MatrixLayout::kColumnMajor</a>,</div><div class="line"><a name="l00332"></a><span class="lineno"> 332</span>  MultiplyAddScalar,</div><div class="line"><a name="l00333"></a><span class="lineno"> 333</span>  <span class="keyword">typename</span> GemmConfig_::InstructionShape></div><div class="line"><a name="l00334"></a><span class="lineno"> 334</span>  WmmaMatrix;</div><div class="line"><a name="l00335"></a><span class="lineno"> 335</span> </div><div class="line"><a name="l00337"></a><span class="lineno"> 337</span>  <span class="keyword">typedef</span> GemmGlobalTileTraits<</div><div class="line"><a name="l00338"></a><span class="lineno"> 338</span>  <span class="comment">// That's B.</span></div><div class="line"><a name="l00339"></a><span class="lineno"> 339</span>  <a class="code" href="structcutlass_1_1GemmOperand.html#ab209ea3de198efabe8e8707dfe8e0a0caad0876342d150cef7da6ae149d5e99f9">GemmOperand::kB</a>,</div><div class="line"><a name="l00340"></a><span class="lineno"> 340</span>  <span class="comment">// A is row-major.</span></div><div class="line"><a name="l00341"></a><span class="lineno"> 341</span>  <a class="code" href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2bac15988acba79c11072d38b295f163a2b">MatrixLayout::kColumnMajor</a>,</div><div class="line"><a name="l00342"></a><span class="lineno"> 342</span>  <span class="comment">// The pointer is float const.</span></div><div class="line"><a name="l00343"></a><span class="lineno"> 343</span>  Scalar <span class="keyword">const</span>,</div><div class="line"><a name="l00344"></a><span class="lineno"> 344</span>  <span class="comment">// The tile has size KxM in GEMM's terminology.</span></div><div class="line"><a name="l00345"></a><span class="lineno"> 345</span>  Shape<1, GemmConfig_::OutputTile::kH, GemmConfig_::OutputTile::kD>,</div><div class="line"><a name="l00346"></a><span class="lineno"> 346</span>  <span class="comment">// The threads are distributed as warps x 32 (the traits may reorganize).</span></div><div class="line"><a name="l00347"></a><span class="lineno"> 347</span>  Shape<1, GemmConfig_::kThreads / GemmConfig_::OutputTile::kD, GemmConfig_::OutputTile::kD>,</div><div class="line"><a name="l00348"></a><span class="lineno"> 348</span>  <span class="comment">// The number of scalars per LDG (LDG.32 or LDG.128, etc).</span></div><div class="line"><a name="l00349"></a><span class="lineno"> 349</span>  GemmConfig_::kScalarsPerLdgB></div><div class="line"><a name="l00350"></a><span class="lineno"> 350</span>  GlobalTileTraits;</div><div class="line"><a name="l00351"></a><span class="lineno"> 351</span> </div><div class="line"><a name="l00353"></a><span class="lineno"> 353</span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kSkew = 16 / <span class="keyword">sizeof</span>(MultiplyAddScalar);</div><div class="line"><a name="l00355"></a><span class="lineno"> 355</span>  <span class="keyword">typedef</span> Shape<GemmConfig_::kStages,</div><div class="line"><a name="l00356"></a><span class="lineno"> 356</span>  GemmConfig_::OutputTile::kH,</div><div class="line"><a name="l00357"></a><span class="lineno"> 357</span>  GemmConfig_::OutputTile::kD + kSkew></div><div class="line"><a name="l00358"></a><span class="lineno"> 358</span>  Tile;</div><div class="line"><a name="l00359"></a><span class="lineno"> 359</span> </div><div class="line"><a name="l00361"></a><span class="lineno"> 361</span>  <span class="keyword">typedef</span> GemmSharedStoreTileAbTraits<</div><div class="line"><a name="l00362"></a><span class="lineno"> 362</span>  <span class="comment">// The pointer.</span></div><div class="line"><a name="l00363"></a><span class="lineno"> 363</span>  MultiplyAddScalar,</div><div class="line"><a name="l00364"></a><span class="lineno"> 364</span>  <span class="comment">// The tile has size KxM in GEMM's terminology.</span></div><div class="line"><a name="l00365"></a><span class="lineno"> 365</span>  Tile,</div><div class="line"><a name="l00366"></a><span class="lineno"> 366</span>  <span class="comment">// The threads are distributed as warps x 32 (the traits may reorganize).</span></div><div class="line"><a name="l00367"></a><span class="lineno"> 367</span>  <span class="keyword">typename</span> GlobalTileTraits::Threads,</div><div class="line"><a name="l00368"></a><span class="lineno"> 368</span>  <span class="comment">// The number of scalars per STS (STS.32 or STS.128, etc).</span></div><div class="line"><a name="l00369"></a><span class="lineno"> 369</span>  GemmConfig_::kScalarsPerStsB></div><div class="line"><a name="l00370"></a><span class="lineno"> 370</span>  SharedStoreTileTraits;</div><div class="line"><a name="l00371"></a><span class="lineno"> 371</span> </div><div class="line"><a name="l00373"></a><span class="lineno"> 373</span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kScalarsPerW = GemmConfig_::InstructionShape::kH * GemmConfig_::Warps::kH;</div><div class="line"><a name="l00375"></a><span class="lineno"> 375</span>  <span class="keyword">typedef</span> WmmaGemmSharedLoadTileBTraits<</div><div class="line"><a name="l00376"></a><span class="lineno"> 376</span>  <span class="comment">// The layout of the matrix.</span></div><div class="line"><a name="l00377"></a><span class="lineno"> 377</span>  <a class="code" href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2bac15988acba79c11072d38b295f163a2b">MatrixLayout::kColumnMajor</a>,</div><div class="line"><a name="l00378"></a><span class="lineno"> 378</span>  <span class="comment">// The pointer.</span></div><div class="line"><a name="l00379"></a><span class="lineno"> 379</span>  MultiplyAddScalar,</div><div class="line"><a name="l00380"></a><span class="lineno"> 380</span>  <span class="comment">// The tile in shared memory.</span></div><div class="line"><a name="l00381"></a><span class="lineno"> 381</span>  Tile,</div><div class="line"><a name="l00382"></a><span class="lineno"> 382</span>  <span class="comment">// The number of warps.</span></div><div class="line"><a name="l00383"></a><span class="lineno"> 383</span>  <span class="keyword">typename</span> GemmConfig_::Warps,</div><div class="line"><a name="l00384"></a><span class="lineno"> 384</span>  <span class="comment">// The strides between warps.</span></div><div class="line"><a name="l00385"></a><span class="lineno"> 385</span>  GemmConfig_::InstructionShape::kH * Tile::kW,</div><div class="line"><a name="l00386"></a><span class="lineno"> 386</span>  <span class="comment">// The number of iterations to load the data.</span></div><div class="line"><a name="l00387"></a><span class="lineno"> 387</span>  Shape<1, 1, GemmConfig_::OutputTile::kH / kScalarsPerW>,</div><div class="line"><a name="l00388"></a><span class="lineno"> 388</span>  <span class="comment">// The stride between iterations.</span></div><div class="line"><a name="l00389"></a><span class="lineno"> 389</span>  Shape<GemmConfig_::InstructionShape::kD, 0, kScalarsPerW * Tile::kW>,</div><div class="line"><a name="l00390"></a><span class="lineno"> 390</span>  <span class="comment">// The shape of the instruction.</span></div><div class="line"><a name="l00391"></a><span class="lineno"> 391</span>  <span class="keyword">typename</span> GemmConfig_::InstructionShape></div><div class="line"><a name="l00392"></a><span class="lineno"> 392</span>  SharedLoadTileTraits;</div><div class="line"><a name="l00393"></a><span class="lineno"> 393</span> };</div><div class="line"><a name="l00394"></a><span class="lineno"> 394</span> </div><div class="line"><a name="l00396"></a><span class="lineno"> 396</span> </div><div class="line"><a name="l00397"></a><span class="lineno"> 397</span> <span class="keyword">template</span> <</div><div class="line"><a name="l00399"></a><span class="lineno"> 399</span>  <a class="code" href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2b">MatrixLayout::Kind</a> kLayoutA_,</div><div class="line"><a name="l00401"></a><span class="lineno"> 401</span>  <a class="code" href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2b">MatrixLayout::Kind</a> kLayoutB_,</div><div class="line"><a name="l00403"></a><span class="lineno"> 403</span>  <span class="keyword">typename</span> OutputTile_,</div><div class="line"><a name="l00405"></a><span class="lineno"> 405</span>  <span class="keyword">typename</span> ScalarC_,</div><div class="line"><a name="l00407"></a><span class="lineno"> 407</span>  <span class="keyword">typename</span> Accumulator_,</div><div class="line"><a name="l00409"></a><span class="lineno"> 409</span>  <span class="keyword">typename</span> EpilogueFunctor_,</div><div class="line"><a name="l00411"></a><span class="lineno"> 411</span>  <span class="keyword">typename</span> AccumulatorsPerWarp_,</div><div class="line"><a name="l00413"></a><span class="lineno"> 413</span>  <span class="keyword">typename</span> InstructionShape_,</div><div class="line"><a name="l00415"></a><span class="lineno"> 415</span>  <span class="keywordtype">int</span> kScalarsPerLdgA_,</div><div class="line"><a name="l00417"></a><span class="lineno"> 417</span>  <span class="keywordtype">int</span> kScalarsPerLdgB_,</div><div class="line"><a name="l00419"></a><span class="lineno"> 419</span>  <span class="keyword">typename</span> Index_></div><div class="line"><a name="l00420"></a><span class="lineno"> 420</span> <span class="keyword">struct </span>WmmaGemmTraitsHelper {</div><div class="line"><a name="l00422"></a><span class="lineno"> 422</span>  <span class="keyword">typedef</span> WmmaGemmConfig<kLayoutA_,</div><div class="line"><a name="l00423"></a><span class="lineno"> 423</span>  kLayoutB_,</div><div class="line"><a name="l00424"></a><span class="lineno"> 424</span>  OutputTile_,</div><div class="line"><a name="l00425"></a><span class="lineno"> 425</span>  ScalarC_,</div><div class="line"><a name="l00426"></a><span class="lineno"> 426</span>  Accumulator_,</div><div class="line"><a name="l00427"></a><span class="lineno"> 427</span>  AccumulatorsPerWarp_,</div><div class="line"><a name="l00428"></a><span class="lineno"> 428</span>  InstructionShape_,</div><div class="line"><a name="l00429"></a><span class="lineno"> 429</span>  kScalarsPerLdgA_,</div><div class="line"><a name="l00430"></a><span class="lineno"> 430</span>  kScalarsPerLdgB_></div><div class="line"><a name="l00431"></a><span class="lineno"> 431</span>  GemmConfig;</div><div class="line"><a name="l00432"></a><span class="lineno"> 432</span> </div><div class="line"><a name="l00434"></a><span class="lineno"> 434</span>  <span class="keyword">typedef</span> WmmaGemmTileTraitsHelperA<kLayoutA_, GemmConfig> GemmTileTraitsHelperA;</div><div class="line"><a name="l00436"></a><span class="lineno"> 436</span>  <span class="keyword">typedef</span> WmmaGemmTileTraitsHelperB<kLayoutB_, GemmConfig> GemmTileTraitsHelperB;</div><div class="line"><a name="l00437"></a><span class="lineno"> 437</span> </div><div class="line"><a name="l00439"></a><span class="lineno"> 439</span>  <span class="keyword">typedef</span> GemmGlobalIteratorAb<typename GemmTileTraitsHelperA::GlobalTileTraits, Index_></div><div class="line"><a name="l00440"></a><span class="lineno"> 440</span>  GlobalLoadIteratorA;</div><div class="line"><a name="l00442"></a><span class="lineno"> 442</span>  <span class="keyword">typedef</span> Copy<typename GlobalLoadIteratorA::Fragment> GlobalTransformerA;</div><div class="line"><a name="l00444"></a><span class="lineno"> 444</span>  <span class="keyword">typedef</span> TileStoreIterator<<span class="keyword">typename</span> GemmTileTraitsHelperA::SharedStoreTileTraits,</div><div class="line"><a name="l00445"></a><span class="lineno"> 445</span>  <span class="keyword">typename</span> GemmTileTraitsHelperA::SharedStoreTileTraits::Scalar,</div><div class="line"><a name="l00446"></a><span class="lineno"> 446</span>  <a class="code" href="structcutlass_1_1IteratorAdvance.html#a9ad9c2302ddffa148d47cdcf6c738ddaacfe756fca665eb1bbf389850915c1b81">IteratorAdvance::kH</a>,</div><div class="line"><a name="l00447"></a><span class="lineno"> 447</span>  <a class="code" href="structcutlass_1_1MemorySpace.html#a1e031ec41668015a8fe4ba2c1145d03ca2804339b2be64ff68ae3042073aaa7cc">MemorySpace::kShared</a>></div><div class="line"><a name="l00448"></a><span class="lineno"> 448</span>  SharedStoreIteratorA;</div><div class="line"><a name="l00450"></a><span class="lineno"> 450</span>  <span class="keyword">typedef</span> GlobalLoadStream<GlobalLoadIteratorA, SharedStoreIteratorA, GlobalTransformerA></div><div class="line"><a name="l00451"></a><span class="lineno"> 451</span>  GlobalLoadStreamA;</div><div class="line"><a name="l00452"></a><span class="lineno"> 452</span> </div><div class="line"><a name="l00454"></a><span class="lineno"> 454</span>  <span class="keyword">typedef</span> GemmGlobalIteratorAb<typename GemmTileTraitsHelperB::GlobalTileTraits, Index_></div><div class="line"><a name="l00455"></a><span class="lineno"> 455</span>  GlobalLoadIteratorB;</div><div class="line"><a name="l00456"></a><span class="lineno"> 456</span>  <span class="comment">// The default transformer for B.</span></div><div class="line"><a name="l00457"></a><span class="lineno"> 457</span>  <span class="keyword">typedef</span> Copy<typename GlobalLoadIteratorB::Fragment> GlobalTransformerB;</div><div class="line"><a name="l00459"></a><span class="lineno"> 459</span>  <span class="keyword">typedef</span> TileStoreIterator<<span class="keyword">typename</span> GemmTileTraitsHelperB::SharedStoreTileTraits,</div><div class="line"><a name="l00460"></a><span class="lineno"> 460</span>  <span class="keyword">typename</span> GemmTileTraitsHelperB::SharedStoreTileTraits::Scalar,</div><div class="line"><a name="l00461"></a><span class="lineno"> 461</span>  <a class="code" href="structcutlass_1_1IteratorAdvance.html#a9ad9c2302ddffa148d47cdcf6c738ddaacfe756fca665eb1bbf389850915c1b81">IteratorAdvance::kH</a>,</div><div class="line"><a name="l00462"></a><span class="lineno"> 462</span>  <a class="code" href="structcutlass_1_1MemorySpace.html#a1e031ec41668015a8fe4ba2c1145d03ca2804339b2be64ff68ae3042073aaa7cc">MemorySpace::kShared</a>></div><div class="line"><a name="l00463"></a><span class="lineno"> 463</span>  SharedStoreIteratorB;</div><div class="line"><a name="l00465"></a><span class="lineno"> 465</span>  <span class="keyword">typedef</span> GlobalLoadStream<GlobalLoadIteratorB, SharedStoreIteratorB, GlobalTransformerB></div><div class="line"><a name="l00466"></a><span class="lineno"> 466</span>  GlobalLoadStreamB;</div><div class="line"><a name="l00467"></a><span class="lineno"> 467</span> </div><div class="line"><a name="l00469"></a><span class="lineno"> 469</span>  <span class="keyword">typedef</span> TileLoadIterator<<span class="keyword">typename</span> GemmTileTraitsHelperA::SharedLoadTileTraits,</div><div class="line"><a name="l00470"></a><span class="lineno"> 470</span>  <span class="keyword">typename</span> GemmTileTraitsHelperA::SharedLoadTileTraits::Scalar,</div><div class="line"><a name="l00471"></a><span class="lineno"> 471</span>  <a class="code" href="structcutlass_1_1IteratorAdvance.html#a9ad9c2302ddffa148d47cdcf6c738ddaacfe756fca665eb1bbf389850915c1b81">IteratorAdvance::kH</a>,</div><div class="line"><a name="l00472"></a><span class="lineno"> 472</span>  <a class="code" href="structcutlass_1_1MemorySpace.html#a1e031ec41668015a8fe4ba2c1145d03ca2804339b2be64ff68ae3042073aaa7cc">MemorySpace::kShared</a>,</div><div class="line"><a name="l00473"></a><span class="lineno"> 473</span>  Index_,</div><div class="line"><a name="l00474"></a><span class="lineno"> 474</span>  <span class="keyword">typename</span> GemmTileTraitsHelperA::WmmaMatrix,</div><div class="line"><a name="l00475"></a><span class="lineno"> 475</span>  <a class="code" href="structcutlass_1_1IteratorFragment.html#ae7b6a9ac856eca8b8e437305fa716a80a21d2b2793bab0d348df40715b8f14419">IteratorFragment::kWmmaMatrix</a>></div><div class="line"><a name="l00476"></a><span class="lineno"> 476</span>  SharedLoadIteratorA;</div><div class="line"><a name="l00478"></a><span class="lineno"> 478</span>  <span class="keyword">typedef</span> SharedLoadStream<SharedLoadIteratorA> SharedLoadStreamA;</div><div class="line"><a name="l00480"></a><span class="lineno"> 480</span>  <span class="keyword">typedef</span> TileLoadIterator<<span class="keyword">typename</span> GemmTileTraitsHelperB::SharedLoadTileTraits,</div><div class="line"><a name="l00481"></a><span class="lineno"> 481</span>  <span class="keyword">typename</span> GemmTileTraitsHelperB::SharedLoadTileTraits::Scalar,</div><div class="line"><a name="l00482"></a><span class="lineno"> 482</span>  <a class="code" href="structcutlass_1_1IteratorAdvance.html#a9ad9c2302ddffa148d47cdcf6c738ddaacfe756fca665eb1bbf389850915c1b81">IteratorAdvance::kH</a>,</div><div class="line"><a name="l00483"></a><span class="lineno"> 483</span>  <a class="code" href="structcutlass_1_1MemorySpace.html#a1e031ec41668015a8fe4ba2c1145d03ca2804339b2be64ff68ae3042073aaa7cc">MemorySpace::kShared</a>,</div><div class="line"><a name="l00484"></a><span class="lineno"> 484</span>  Index_,</div><div class="line"><a name="l00485"></a><span class="lineno"> 485</span>  <span class="keyword">typename</span> GemmTileTraitsHelperB::WmmaMatrix,</div><div class="line"><a name="l00486"></a><span class="lineno"> 486</span>  <a class="code" href="structcutlass_1_1IteratorFragment.html#ae7b6a9ac856eca8b8e437305fa716a80a21d2b2793bab0d348df40715b8f14419">IteratorFragment::kWmmaMatrix</a>></div><div class="line"><a name="l00487"></a><span class="lineno"> 487</span>  SharedLoadIteratorB;</div><div class="line"><a name="l00489"></a><span class="lineno"> 489</span>  <span class="keyword">typedef</span> SharedLoadStream<SharedLoadIteratorB> SharedLoadStreamB;</div><div class="line"><a name="l00490"></a><span class="lineno"> 490</span> </div><div class="line"><a name="l00492"></a><span class="lineno"> 492</span>  <span class="keyword">typedef</span> <span class="keyword">typename</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmConfig.html#a8669096ddbb8c810fb8d2313d62e6ee7">GemmConfig::MultiplyAdd</a> MultiplyAdd;</div><div class="line"><a name="l00494"></a><span class="lineno"> 494</span>  <span class="keyword">typedef</span> ClearAccumulators<typename MultiplyAdd::ScalarC> ClearAccumulators;</div><div class="line"><a name="l00495"></a><span class="lineno"> 495</span> </div><div class="line"><a name="l00497"></a><span class="lineno"> 497</span>  <span class="keyword">typedef</span> WmmaGemmEpilogueTraitsHelper<GemmConfig, EpilogueFunctor_, Index_> EpilogueTraitsHelper;</div><div class="line"><a name="l00499"></a><span class="lineno"> 499</span>  <span class="keyword">typedef</span> SimplifiedGemmEpilogueTraits<GemmConfig, EpilogueFunctor_, Index_, EpilogueTraitsHelper></div><div class="line"><a name="l00500"></a><span class="lineno"> 500</span>  GemmEpilogueTraits;</div><div class="line"><a name="l00502"></a><span class="lineno"> 502</span>  <span class="keyword">typedef</span> GemmEpilogue<GemmEpilogueTraits> Epilogue;</div><div class="line"><a name="l00503"></a><span class="lineno"> 503</span> };</div><div class="line"><a name="l00504"></a><span class="lineno"> 504</span> </div><div class="line"><a name="l00506"></a><span class="lineno"> 506</span> </div><div class="line"><a name="l00507"></a><span class="lineno"> 507</span> <span class="keyword">template</span> <<span class="keyword">typename</span> OutputTile_, <span class="keyword">typename</span> DefaultShape_ = Shape<64, 32, 64> ></div><div class="line"><a name="l00508"></a><span class="lineno"> 508</span> <span class="keyword">struct </span>WmmaGemmAccumulatorsPerWarp {</div><div class="line"><a name="l00509"></a><span class="lineno"> 509</span>  <span class="keyword">typedef</span> <span class="keyword">typename</span> <a class="code" href="structcutlass_1_1ShapeMin.html#a5c813e4c34ea612431d31b36120f8549">ShapeMin<OutputTile_, DefaultShape_>::Shape</a> Shape;</div><div class="line"><a name="l00510"></a><span class="lineno"> 510</span> };</div><div class="line"><a name="l00511"></a><span class="lineno"> 511</span> </div><div class="line"><a name="l00513"></a><span class="lineno"> 513</span> </div><div class="line"><a name="l00514"></a><span class="lineno"> 514</span> <span class="keyword">template</span> <</div><div class="line"><a name="l00516"></a><span class="lineno"> 516</span>  <a class="code" href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2b">MatrixLayout::Kind</a> kLayoutA_,</div><div class="line"><a name="l00518"></a><span class="lineno"> 518</span>  <a class="code" href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2b">MatrixLayout::Kind</a> kLayoutB_,</div><div class="line"><a name="l00520"></a><span class="lineno"> 520</span>  <span class="keyword">typename</span> OutputTile_ = Shape<64, 128, 128>,</div><div class="line"><a name="l00522"></a><span class="lineno"> 522</span>  <span class="keyword">typename</span> ScalarC_ = float,</div><div class="line"><a name="l00524"></a><span class="lineno"> 524</span>  <span class="keyword">typename</span> EpilogueFunctor_ = LinearScaling<ScalarC_>,</div><div class="line"><a name="l00526"></a><span class="lineno"> 526</span>  <span class="keyword">typename</span> Accumulator_ = ScalarC_,</div><div class="line"><a name="l00528"></a><span class="lineno"> 528</span>  <span class="keyword">typename</span> AccumulatorsPerWarp_ = <span class="keyword">typename</span> WmmaGemmAccumulatorsPerWarp<OutputTile_>::Shape,</div><div class="line"><a name="l00530"></a><span class="lineno"> 530</span>  <span class="keyword">typename</span> InstructionShape_ = Shape<16, 16, 16>,</div><div class="line"><a name="l00532"></a><span class="lineno"> 532</span>  <span class="keywordtype">int</span> kScalarsPerLdgA_ = 8,</div><div class="line"><a name="l00534"></a><span class="lineno"> 534</span>  <span class="keywordtype">int</span> kScalarsPerLdgB_ = 8,</div><div class="line"><a name="l00536"></a><span class="lineno"> 536</span>  <span class="keyword">typename</span> Index_ = int,</div><div class="line"><a name="l00538"></a><span class="lineno"> 538</span>  <span class="keyword">typename</span> Helper_ = WmmaGemmTraitsHelper<kLayoutA_,</div><div class="line"><a name="l00539"></a><span class="lineno"> 539</span>  kLayoutB_,</div><div class="line"><a name="l00540"></a><span class="lineno"> 540</span>  OutputTile_,</div><div class="line"><a name="l00541"></a><span class="lineno"> 541</span>  ScalarC_,</div><div class="line"><a name="l00542"></a><span class="lineno"> 542</span>  Accumulator_,</div><div class="line"><a name="l00543"></a><span class="lineno"> 543</span>  EpilogueFunctor_,</div><div class="line"><a name="l00544"></a><span class="lineno"> 544</span>  AccumulatorsPerWarp_,</div><div class="line"><a name="l00545"></a><span class="lineno"> 545</span>  InstructionShape_,</div><div class="line"><a name="l00546"></a><span class="lineno"> 546</span>  kScalarsPerLdgA_,</div><div class="line"><a name="l00547"></a><span class="lineno"> 547</span>  kScalarsPerLdgB_,</div><div class="line"><a name="l00548"></a><span class="lineno"> 548</span>  Index_> ></div><div class="line"><a name="l00549"></a><span class="lineno"> 549</span> <span class="keyword">struct </span>WmmaGemmTraits : <span class="keyword">public</span> GemmTraits<</div><div class="line"><a name="l00550"></a><span class="lineno"> 550</span>  <span class="comment">// The config.</span></div><div class="line"><a name="l00551"></a><span class="lineno"> 551</span>  typename Helper_::GemmConfig,</div><div class="line"><a name="l00552"></a><span class="lineno"> 552</span>  <span class="comment">// The stream to load A from global memory to shared memory.</span></div><div class="line"><a name="l00553"></a><span class="lineno"> 553</span>  typename Helper_::GlobalLoadStreamA,</div><div class="line"><a name="l00554"></a><span class="lineno"> 554</span>  <span class="comment">// The stream to load B from global memory to shared memory.</span></div><div class="line"><a name="l00555"></a><span class="lineno"> 555</span>  typename Helper_::GlobalLoadStreamB,</div><div class="line"><a name="l00556"></a><span class="lineno"> 556</span>  <span class="comment">// The stream to load A from shared memory.</span></div><div class="line"><a name="l00557"></a><span class="lineno"> 557</span>  typename Helper_::SharedLoadStreamA,</div><div class="line"><a name="l00558"></a><span class="lineno"> 558</span>  <span class="comment">// The stream to load B from shared memory.</span></div><div class="line"><a name="l00559"></a><span class="lineno"> 559</span>  typename Helper_::SharedLoadStreamB,</div><div class="line"><a name="l00560"></a><span class="lineno"> 560</span>  <span class="comment">// The epilogue.</span></div><div class="line"><a name="l00561"></a><span class="lineno"> 561</span>  typename Helper_::Epilogue,</div><div class="line"><a name="l00562"></a><span class="lineno"> 562</span>  <span class="comment">// The block swizzle to reorganize the grid.</span></div><div class="line"><a name="l00563"></a><span class="lineno"> 563</span>  IdentityBlockSwizzle,</div><div class="line"><a name="l00564"></a><span class="lineno"> 564</span>  <span class="comment">// The index.</span></div><div class="line"><a name="l00565"></a><span class="lineno"> 565</span>  Index_,</div><div class="line"><a name="l00566"></a><span class="lineno"> 566</span>  <span class="comment">// The tool used to clear accumulators.</span></div><div class="line"><a name="l00567"></a><span class="lineno"> 567</span>  typename Helper_::ClearAccumulators> {};</div><div class="line"><a name="l00568"></a><span class="lineno"> 568</span> </div><div class="line"><a name="l00570"></a><span class="lineno"> 570</span> </div><div class="line"><a name="l00571"></a><span class="lineno"> 571</span> } <span class="comment">// namespace gemm</span></div><div class="line"><a name="l00572"></a><span class="lineno"> 572</span> } <span class="comment">// namespace cutlass</span></div><div class="line"><a name="l00573"></a><span class="lineno"> 573</span> </div><div class="line"><a name="l00574"></a><span class="lineno"> 574</span> <span class="preprocessor">#endif // defined CUTLASS_USE_WMMA_API</span></div><div class="ttc" id="wmma__matrix_8h_html"><div class="ttname"><a href="wmma__matrix_8h.html">wmma_matrix.h</a></div><div class="ttdoc">Abstractions for loading and storing matrices using the CUDA WMMA API. </div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1GemmConfig_html_a8669096ddbb8c810fb8d2313d62e6ee7"><div class="ttname"><a href="structcutlass_1_1gemm_1_1GemmConfig.html#a8669096ddbb8c810fb8d2313d62e6ee7">cutlass::gemm::GemmConfig::MultiplyAdd</a></div><div class="ttdeci">MultiplyAdd_ MultiplyAdd</div><div class="ttdoc">The functor to do D = A*B + C. </div><div class="ttdef"><b>Definition:</b> gemm_traits.h:93</div></div>
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<div class="ttc" id="structcutlass_1_1MemorySpace_html_a1e031ec41668015a8fe4ba2c1145d03ca2804339b2be64ff68ae3042073aaa7cc"><div class="ttname"><a href="structcutlass_1_1MemorySpace.html#a1e031ec41668015a8fe4ba2c1145d03ca2804339b2be64ff68ae3042073aaa7cc">cutlass::MemorySpace::kShared</a></div><div class="ttdef"><b>Definition:</b> load_store.h:42</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> convert.h:33</div></div>
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<div class="ttc" id="gemm__global__tile_8h_html"><div class="ttname"><a href="gemm__global__tile_8h.html">gemm_global_tile.h</a></div><div class="ttdoc">Defines iterators for efficiently loading and storing to global memory. </div></div>
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<div class="ttc" id="gemm__traits_8h_html"><div class="ttname"><a href="gemm__traits_8h.html">gemm_traits.h</a></div><div class="ttdoc">Defines structural properties of complete GEMM computation. </div></div>
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<div class="ttc" id="wmma__gemm__epilogue__traits_8h_html"><div class="ttname"><a href="wmma__gemm__epilogue__traits_8h.html">wmma_gemm_epilogue_traits.h</a></div><div class="ttdoc">Defines structural properties of WMMA GEMM&#39;s epilogue phase. </div></div>
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<div class="ttc" id="structcutlass_1_1IteratorAdvance_html_a9ad9c2302ddffa148d47cdcf6c738ddaacfe756fca665eb1bbf389850915c1b81"><div class="ttname"><a href="structcutlass_1_1IteratorAdvance.html#a9ad9c2302ddffa148d47cdcf6c738ddaacfe756fca665eb1bbf389850915c1b81">cutlass::IteratorAdvance::kH</a></div><div class="ttdef"><b>Definition:</b> tile_iterator.h:62</div></div>
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<div class="ttc" id="gemm__epilogue_8h_html"><div class="ttname"><a href="gemm__epilogue_8h.html">gemm_epilogue.h</a></div><div class="ttdoc">Implements the epilogue phase of the GEMM kernel that efficiently updates global memory with the comp...</div></div>
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<div class="ttc" id="gemm__shared__tile_8h_html"><div class="ttname"><a href="gemm__shared__tile_8h.html">gemm_shared_tile.h</a></div><div class="ttdoc">Defines iterators for efficiently loading and storing tiles to and from shared memory. </div></div>
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<div class="ttc" id="structcutlass_1_1MatrixLayout_html_a97ef07af21b122c1804245b0c7784d2ba6a287c17f9f5bf53528ae68296beeedb"><div class="ttname"><a href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2ba6a287c17f9f5bf53528ae68296beeedb">cutlass::MatrixLayout::kRowMajor</a></div><div class="ttdef"><b>Definition:</b> matrix_traits.h:36</div></div>
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<div class="ttc" id="structcutlass_1_1IteratorFragment_html_ae7b6a9ac856eca8b8e437305fa716a80a21d2b2793bab0d348df40715b8f14419"><div class="ttname"><a href="structcutlass_1_1IteratorFragment.html#ae7b6a9ac856eca8b8e437305fa716a80a21d2b2793bab0d348df40715b8f14419">cutlass::IteratorFragment::kWmmaMatrix</a></div><div class="ttdef"><b>Definition:</b> tile_iterator.h:67</div></div>
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<div class="ttc" id="structcutlass_1_1GemmOperand_html_ab209ea3de198efabe8e8707dfe8e0a0caad0876342d150cef7da6ae149d5e99f9"><div class="ttname"><a href="structcutlass_1_1GemmOperand.html#ab209ea3de198efabe8e8707dfe8e0a0caad0876342d150cef7da6ae149d5e99f9">cutlass::GemmOperand::kB</a></div><div class="ttdef"><b>Definition:</b> matrix_traits.h:43</div></div>
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<div class="ttc" id="wmma__gemm__global__tile_8h_html"><div class="ttname"><a href="wmma__gemm__global__tile_8h.html">wmma_gemm_global_tile.h</a></div><div class="ttdoc">Defines tile iterator traits for loading thread block-level tile from global memory. </div></div>
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<div class="ttc" id="structcutlass_1_1MatrixLayout_html_a97ef07af21b122c1804245b0c7784d2bac15988acba79c11072d38b295f163a2b"><div class="ttname"><a href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2bac15988acba79c11072d38b295f163a2b">cutlass::MatrixLayout::kColumnMajor</a></div><div class="ttdef"><b>Definition:</b> matrix_traits.h:36</div></div>
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<div class="ttc" id="structcutlass_1_1MatrixLayout_html_a97ef07af21b122c1804245b0c7784d2b"><div class="ttname"><a href="structcutlass_1_1MatrixLayout.html#a97ef07af21b122c1804245b0c7784d2b">cutlass::MatrixLayout::Kind</a></div><div class="ttdeci">Kind</div><div class="ttdef"><b>Definition:</b> matrix_traits.h:36</div></div>
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<div class="ttc" id="wmma__gemm__multiply__add_8h_html"><div class="ttname"><a href="wmma__gemm__multiply__add_8h.html">wmma_gemm_multiply_add.h</a></div><div class="ttdoc">Implements warp-level matrix multiply-accumulate operation using CUDA WMMA API. </div></div>
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<div class="ttc" id="structcutlass_1_1GemmOperand_html_ab209ea3de198efabe8e8707dfe8e0a0cac2b9fe9e3679a059d1a6c946b2a2c31a"><div class="ttname"><a href="structcutlass_1_1GemmOperand.html#ab209ea3de198efabe8e8707dfe8e0a0cac2b9fe9e3679a059d1a6c946b2a2c31a">cutlass::GemmOperand::kA</a></div><div class="ttdef"><b>Definition:</b> matrix_traits.h:43</div></div>
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<div class="ttc" id="gemm_8h_html"><div class="ttname"><a href="gemm_8h.html">gemm.h</a></div><div class="ttdoc">Implements a software-pipelined efficient GEMM. </div></div>
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<div class="ttc" id="gemm__epilogue__traits_8h_html"><div class="ttname"><a href="gemm__epilogue__traits_8h.html">gemm_epilogue_traits.h</a></div><div class="ttdoc">Defines structural properties of the GEMM epilogue. </div></div>
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<div class="ttc" id="structcutlass_1_1ShapeMin_html_a5c813e4c34ea612431d31b36120f8549"><div class="ttname"><a href="structcutlass_1_1ShapeMin.html#a5c813e4c34ea612431d31b36120f8549">cutlass::ShapeMin::Shape</a></div><div class="ttdeci">Shape<(A_::kD< B_::kD ? A_::kD :B_::kD),(A_::kH< B_::kH ? A_::kH :B_::kH),(A_::kW< B_::kW ? A_::kW :B_::kW),(A_::kC< B_::kC ? A_::kC :B_::kC)> Shape</div><div class="ttdef"><b>Definition:</b> shape.h:148</div></div>
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<div class="ttc" id="convert_8h_html"><div class="ttname"><a href="convert_8h.html">convert.h</a></div><div class="ttdoc">Defines conversion operations among Fragments of different base type. </div></div>
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