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<a href="default__gemm__configuration_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="numeric__types_8h.html">cutlass/numeric_types.h</a>"</span></div><div class="line"><a name="l00033"></a><span class="lineno"> 33</span> <span class="preprocessor">#include "<a class="code" href="arch_8h.html">cutlass/arch/arch.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="wmma_8h.html">cutlass/arch/wmma.h</a>"</span></div><div class="line"><a name="l00036"></a><span class="lineno"> 36</span> </div><div class="line"><a name="l00037"></a><span class="lineno"> 37</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="l00038"></a><span class="lineno"> 38</span> <span class="preprocessor">#include "<a class="code" href="linear__combination_8h.html">cutlass/epilogue/thread/linear_combination.h</a>"</span></div><div class="line"><a name="l00039"></a><span class="lineno"> 39</span> <span class="preprocessor">#include "<a class="code" href="linear__combination__clamp_8h.html">cutlass/epilogue/thread/linear_combination_clamp.h</a>"</span></div><div class="line"><a name="l00040"></a><span class="lineno"> 40</span> </div><div class="line"><a name="l00042"></a><span class="lineno"> 42</span> </div><div class="line"><a name="l00043"></a><span class="lineno"> 43</span> <span class="keyword">namespace </span><a class="code" href="namespacecutlass.html">cutlass</a> {</div><div class="line"><a name="l00044"></a><span class="lineno"><a class="line" href="namespacecutlass_1_1gemm.html"> 44</a></span> <span class="keyword">namespace </span>gemm {</div><div class="line"><a name="l00045"></a><span class="lineno"><a class="line" href="namespacecutlass_1_1gemm_1_1device.html"> 45</a></span> <span class="keyword">namespace </span>device {</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="l00050"></a><span class="lineno"> 50</span>  <span class="keyword">typename</span> OperatorClass,</div><div class="line"><a name="l00051"></a><span class="lineno"> 51</span>  <span class="keyword">typename</span> ArchTag,</div><div class="line"><a name="l00052"></a><span class="lineno"> 52</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> ElementB, </div><div class="line"><a name="l00054"></a><span class="lineno"> 54</span>  <span class="keyword">typename</span> ElementC,</div><div class="line"><a name="l00055"></a><span class="lineno"> 55</span>  <span class="keyword">typename</span> ElementAccumulator</div><div class="line"><a name="l00056"></a><span class="lineno"> 56</span> ></div><div class="line"><a name="l00057"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration.html"> 57</a></span> <span class="keyword">struct </span><a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration.html">DefaultGemmConfiguration</a>;</div><div class="line"><a name="l00058"></a><span class="lineno"> 58</span> </div><div class="line"><a name="l00060"></a><span class="lineno"> 60</span> </div><div class="line"><a name="l00061"></a><span class="lineno"> 61</span> <span class="keyword">template</span> <</div><div class="line"><a name="l00062"></a><span class="lineno"> 62</span>  <span class="keyword">typename</span> ArchTag,</div><div class="line"><a name="l00063"></a><span class="lineno"> 63</span>  <span class="keyword">typename</span> ElementA, </div><div class="line"><a name="l00064"></a><span class="lineno"> 64</span>  <span class="keyword">typename</span> ElementB, </div><div class="line"><a name="l00065"></a><span class="lineno"> 65</span>  <span class="keyword">typename</span> ElementC, </div><div class="line"><a name="l00066"></a><span class="lineno"> 66</span>  <span class="keyword">typename</span> ElementAccumulator></div><div class="line"><a name="l00067"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag286687c5e6abe22d241f789fe344a465.html"> 67</a></span> <span class="keyword">struct </span><a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration.html">DefaultGemmConfiguration</a><</div><div class="line"><a name="l00068"></a><span class="lineno"> 68</span>  arch::OpClassSimt, </div><div class="line"><a name="l00069"></a><span class="lineno"> 69</span>  ArchTag,</div><div class="line"><a name="l00070"></a><span class="lineno"> 70</span>  ElementA, </div><div class="line"><a name="l00071"></a><span class="lineno"> 71</span>  ElementB, </div><div class="line"><a name="l00072"></a><span class="lineno"> 72</span>  ElementC, </div><div class="line"><a name="l00073"></a><span class="lineno"> 73</span>  ElementAccumulator> {</div><div class="line"><a name="l00074"></a><span class="lineno"> 74</span>  </div><div class="line"><a name="l00075"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag286687c5e6abe22d241f789fe344a465.html#a465fd23467dcb62bd6a92f03dffc628d"> 75</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentA = 1;</div><div class="line"><a name="l00076"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag286687c5e6abe22d241f789fe344a465.html#a95b32b6ea4a7deb93090ba1a4c38c97b"> 76</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentB = 1;</div><div class="line"><a name="l00077"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag286687c5e6abe22d241f789fe344a465.html#a7f88eaf87c15df44e0efae14a5909ed7"> 77</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">ThreadblockShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<128, 128, 8></a>;</div><div class="line"><a name="l00078"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag286687c5e6abe22d241f789fe344a465.html#a5ff8a0c5cffacda9d327f31115822ff8"> 78</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">WarpShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<32, 64, 8></a>;</div><div class="line"><a name="l00079"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag286687c5e6abe22d241f789fe344a465.html#acc869c97343e89e72df505c6158c6e61"> 79</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">InstructionShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<1, 1, 1></a>;</div><div class="line"><a name="l00080"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag286687c5e6abe22d241f789fe344a465.html#abfca75e731cc512898a2ab276ffd5144"> 80</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kStages = 2;</div><div class="line"><a name="l00081"></a><span class="lineno"> 81</span> </div><div class="line"><a name="l00082"></a><span class="lineno"> 82</span>  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombination.html">EpilogueOutputOp</a> = <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombination.html">epilogue::thread::LinearCombination</a><</div><div class="line"><a name="l00083"></a><span class="lineno"> 83</span>  ElementC,</div><div class="line"><a name="l00084"></a><span class="lineno"> 84</span>  1,</div><div class="line"><a name="l00085"></a><span class="lineno"> 85</span>  ElementAccumulator,</div><div class="line"><a name="l00086"></a><span class="lineno"> 86</span>  ElementAccumulator</div><div class="line"><a name="l00087"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag286687c5e6abe22d241f789fe344a465.html#a39ac3d997816ab357c47a06f2278c443"> 87</a></span>  >;</div><div class="line"><a name="l00088"></a><span class="lineno"> 88</span> </div><div class="line"><a name="l00089"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag286687c5e6abe22d241f789fe344a465.html#a4f8fc9b1cdae2a6089deeaf7e3d1becb"> 89</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag286687c5e6abe22d241f789fe344a465.html#a4f8fc9b1cdae2a6089deeaf7e3d1becb">Operator</a> = arch::OpMultiplyAdd;</div><div class="line"><a name="l00090"></a><span class="lineno"> 90</span> };</div><div class="line"><a name="l00091"></a><span class="lineno"> 91</span> </div><div class="line"><a name="l00093"></a><span class="lineno"> 93</span> </div><div class="line"><a name="l00094"></a><span class="lineno"> 94</span> <span class="keyword">template</span> < </div><div class="line"><a name="l00095"></a><span class="lineno"> 95</span>  <span class="keyword">typename</span> ArchTag,</div><div class="line"><a name="l00096"></a><span class="lineno"> 96</span>  <span class="keyword">typename</span> ElementC></div><div class="line"><a name="l00097"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag3026e48abb8c905d1cc6d13d669700e4.html"> 97</a></span> <span class="keyword">struct </span><a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration.html">DefaultGemmConfiguration</a><arch::OpClassSimt, ArchTag, int8_t, int8_t, ElementC, int32_t> {</div><div class="line"><a name="l00098"></a><span class="lineno"> 98</span>  </div><div class="line"><a name="l00099"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag3026e48abb8c905d1cc6d13d669700e4.html#a7da3037680d736b1043c9d5d1579d02f"> 99</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentA = 4;</div><div class="line"><a name="l00100"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag3026e48abb8c905d1cc6d13d669700e4.html#aeaa91a16b3ec53bb2e340e8f414b7a9d"> 100</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentB = 4;</div><div class="line"><a name="l00101"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag3026e48abb8c905d1cc6d13d669700e4.html#a18ea00d5487ee5cf194f3229093e8cf2"> 101</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">ThreadblockShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<128, 128, 32></a>;</div><div class="line"><a name="l00102"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag3026e48abb8c905d1cc6d13d669700e4.html#a4339c381b486b04c3103e54c6c044304"> 102</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">WarpShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<32, 64, 32></a>;</div><div class="line"><a name="l00103"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag3026e48abb8c905d1cc6d13d669700e4.html#a7416935776c933afb5391265cb7a24b7"> 103</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">InstructionShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<1, 1, 4></a>;</div><div class="line"><a name="l00104"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag3026e48abb8c905d1cc6d13d669700e4.html#a0c3b821edf5bbabeace6e9aec9884ca8"> 104</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kStages = 2;</div><div class="line"><a name="l00105"></a><span class="lineno"> 105</span> </div><div class="line"><a name="l00106"></a><span class="lineno"> 106</span>  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombinationClamp.html">EpilogueOutputOp</a> = <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombinationClamp.html">epilogue::thread::LinearCombinationClamp</a><</div><div class="line"><a name="l00107"></a><span class="lineno"> 107</span>  ElementC,</div><div class="line"><a name="l00108"></a><span class="lineno"> 108</span>  1,</div><div class="line"><a name="l00109"></a><span class="lineno"> 109</span>  int32_t,</div><div class="line"><a name="l00110"></a><span class="lineno"> 110</span>  <span class="keywordtype">float</span></div><div class="line"><a name="l00111"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag3026e48abb8c905d1cc6d13d669700e4.html#a3643f798a7b0461226d55308b7ddb0d7"> 111</a></span>  >;</div><div class="line"><a name="l00112"></a><span class="lineno"> 112</span> </div><div class="line"><a name="l00113"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag3026e48abb8c905d1cc6d13d669700e4.html#a2a6d3d90a91dc785858bebefb32ea6be"> 113</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag3026e48abb8c905d1cc6d13d669700e4.html#a2a6d3d90a91dc785858bebefb32ea6be">Operator</a> = arch::OpMultiplyAdd;</div><div class="line"><a name="l00114"></a><span class="lineno"> 114</span> };</div><div class="line"><a name="l00115"></a><span class="lineno"> 115</span> </div><div class="line"><a name="l00117"></a><span class="lineno"> 117</span> </div><div class="line"><a name="l00118"></a><span class="lineno"> 118</span> <span class="keyword">template</span> <</div><div class="line"><a name="l00119"></a><span class="lineno"> 119</span>  <span class="keyword">typename</span> ArchTag,</div><div class="line"><a name="l00120"></a><span class="lineno"> 120</span>  <span class="keyword">typename</span> ElementA, </div><div class="line"><a name="l00121"></a><span class="lineno"> 121</span>  <span class="keyword">typename</span> ElementB, </div><div class="line"><a name="l00122"></a><span class="lineno"> 122</span>  <span class="keyword">typename</span> ElementC, </div><div class="line"><a name="l00123"></a><span class="lineno"> 123</span>  <span class="keyword">typename</span> ElementAccumulator></div><div class="line"><a name="l00124"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassWmmaTensorOp_00_0884059ecad03bea3e86c4cf722226097.html"> 124</a></span> <span class="keyword">struct </span><a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration.html">DefaultGemmConfiguration</a><</div><div class="line"><a name="l00125"></a><span class="lineno"> 125</span>  arch::OpClassWmmaTensorOp, </div><div class="line"><a name="l00126"></a><span class="lineno"> 126</span>  ArchTag,</div><div class="line"><a name="l00127"></a><span class="lineno"> 127</span>  ElementA, </div><div class="line"><a name="l00128"></a><span class="lineno"> 128</span>  ElementB, </div><div class="line"><a name="l00129"></a><span class="lineno"> 129</span>  ElementC, </div><div class="line"><a name="l00130"></a><span class="lineno"> 130</span>  ElementAccumulator> {</div><div class="line"><a name="l00131"></a><span class="lineno"> 131</span>  </div><div class="line"><a name="l00132"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassWmmaTensorOp_00_0884059ecad03bea3e86c4cf722226097.html#a3583ebf26b8d3548d8c4d235db9f7f31"> 132</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentA = 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<ElementA>::value</a>;</div><div class="line"><a name="l00133"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassWmmaTensorOp_00_0884059ecad03bea3e86c4cf722226097.html#a42606234be9d3de071846e8fa5077dfa"> 133</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentB = 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<ElementB>::value</a>;</div><div class="line"><a name="l00134"></a><span class="lineno"> 134</span> </div><div class="line"><a name="l00135"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassWmmaTensorOp_00_0884059ecad03bea3e86c4cf722226097.html#a7854425adb13cc0494f1d0aec9cfa10a"> 135</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kStages = 2;</div><div class="line"><a name="l00136"></a><span class="lineno"> 136</span>  </div><div class="line"><a name="l00137"></a><span class="lineno"> 137</span>  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombination.html">EpilogueOutputOp</a> = <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombination.html">epilogue::thread::LinearCombination</a><</div><div class="line"><a name="l00138"></a><span class="lineno"> 138</span>  ElementC,</div><div class="line"><a name="l00139"></a><span class="lineno"> 139</span>  128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<ElementC>::value</a>,</div><div class="line"><a name="l00140"></a><span class="lineno"> 140</span>  ElementAccumulator,</div><div class="line"><a name="l00141"></a><span class="lineno"> 141</span>  ElementAccumulator</div><div class="line"><a name="l00142"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassWmmaTensorOp_00_0884059ecad03bea3e86c4cf722226097.html#a3e6a5f1a2a86d54bf0a1e6892d91dd56"> 142</a></span>  >;</div><div class="line"><a name="l00143"></a><span class="lineno"> 143</span> </div><div class="line"><a name="l00144"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassWmmaTensorOp_00_0884059ecad03bea3e86c4cf722226097.html#af881b00fd31ccd56918ba1f46b47fbd8"> 144</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassWmmaTensorOp_00_0884059ecad03bea3e86c4cf722226097.html#af881b00fd31ccd56918ba1f46b47fbd8">Operator</a> = arch::OpMultiplyAdd;</div><div class="line"><a name="l00145"></a><span class="lineno"> 145</span> };</div><div class="line"><a name="l00146"></a><span class="lineno"> 146</span> </div><div class="line"><a name="l00148"></a><span class="lineno"> 148</span> </div><div class="line"><a name="l00149"></a><span class="lineno"> 149</span> <span class="keyword">template</span> <</div><div class="line"><a name="l00150"></a><span class="lineno"> 150</span>  <span class="keyword">typename</span> ElementA, </div><div class="line"><a name="l00151"></a><span class="lineno"> 151</span>  <span class="keyword">typename</span> ElementB, </div><div class="line"><a name="l00152"></a><span class="lineno"> 152</span>  <span class="keyword">typename</span> ElementC, </div><div class="line"><a name="l00153"></a><span class="lineno"> 153</span>  <span class="keyword">typename</span> ElementAccumulator></div><div class="line"><a name="l00154"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc567cad318a31d04b70ea615d6321decd.html"> 154</a></span> <span class="keyword">struct </span><a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration.html">DefaultGemmConfiguration</a><</div><div class="line"><a name="l00155"></a><span class="lineno"> 155</span>  arch::OpClassTensorOp, </div><div class="line"><a name="l00156"></a><span class="lineno"> 156</span>  <a class="code" href="structcutlass_1_1arch_1_1Sm70.html">arch::Sm70</a>,</div><div class="line"><a name="l00157"></a><span class="lineno"> 157</span>  ElementA, </div><div class="line"><a name="l00158"></a><span class="lineno"> 158</span>  ElementB, </div><div class="line"><a name="l00159"></a><span class="lineno"> 159</span>  ElementC, </div><div class="line"><a name="l00160"></a><span class="lineno"> 160</span>  ElementAccumulator> {</div><div class="line"><a name="l00161"></a><span class="lineno"> 161</span>  </div><div class="line"><a name="l00162"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc567cad318a31d04b70ea615d6321decd.html#ac593595deb8c18006c9b34e513225cbf"> 162</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentA = 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<ElementA>::value</a>;</div><div class="line"><a name="l00163"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc567cad318a31d04b70ea615d6321decd.html#a94cf589ae3c1b5c6d2fe72ce91a0d306"> 163</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentB = 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<ElementB>::value</a>;</div><div class="line"><a name="l00164"></a><span class="lineno"> 164</span> </div><div class="line"><a name="l00165"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc567cad318a31d04b70ea615d6321decd.html#a25dd5aa46df2e1bbe5081190928763ef"> 165</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">ThreadblockShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<128, 256, 32></a>;</div><div class="line"><a name="l00166"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc567cad318a31d04b70ea615d6321decd.html#a1140dda7a5816f4774c142ef0a97ea4c"> 166</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">WarpShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<64, 64, 32></a>;</div><div class="line"><a name="l00167"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc567cad318a31d04b70ea615d6321decd.html#ae2aad35c09d2ea760d8f2b5539723c95"> 167</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">InstructionShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<16, 16, 4></a>;</div><div class="line"><a name="l00168"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc567cad318a31d04b70ea615d6321decd.html#aa206c1d0f903a0d1e8305ecac7b5b986"> 168</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kStages = 2;</div><div class="line"><a name="l00169"></a><span class="lineno"> 169</span>  </div><div class="line"><a name="l00170"></a><span class="lineno"> 170</span>  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombination.html">EpilogueOutputOp</a> = <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombination.html">epilogue::thread::LinearCombination</a><</div><div class="line"><a name="l00171"></a><span class="lineno"> 171</span>  ElementC,</div><div class="line"><a name="l00172"></a><span class="lineno"> 172</span>  128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<ElementC>::value</a>,</div><div class="line"><a name="l00173"></a><span class="lineno"> 173</span>  ElementAccumulator,</div><div class="line"><a name="l00174"></a><span class="lineno"> 174</span>  ElementAccumulator</div><div class="line"><a name="l00175"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc567cad318a31d04b70ea615d6321decd.html#a461265f87cb9cd478e4e0bb4d32cd498"> 175</a></span>  >;</div><div class="line"><a name="l00176"></a><span class="lineno"> 176</span> </div><div class="line"><a name="l00177"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc567cad318a31d04b70ea615d6321decd.html#a02bb43a2a5617f3698246b56fd4ee439"> 177</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc567cad318a31d04b70ea615d6321decd.html#a02bb43a2a5617f3698246b56fd4ee439">Operator</a> = arch::OpMultiplyAdd;</div><div class="line"><a name="l00178"></a><span class="lineno"> 178</span> };</div><div class="line"><a name="l00179"></a><span class="lineno"> 179</span> </div><div class="line"><a name="l00181"></a><span class="lineno"> 181</span> </div><div class="line"><a name="l00182"></a><span class="lineno"> 182</span> <span class="keyword">template</span> <</div><div class="line"><a name="l00183"></a><span class="lineno"> 183</span>  <span class="keyword">typename</span> ElementA, </div><div class="line"><a name="l00184"></a><span class="lineno"> 184</span>  <span class="keyword">typename</span> ElementB, </div><div class="line"><a name="l00185"></a><span class="lineno"> 185</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> ElementAccumulator></div><div class="line"><a name="l00187"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcde61af9be1337dac1fdb210e7e7a6e01.html"> 187</a></span> <span class="keyword">struct </span><a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration.html">DefaultGemmConfiguration</a><</div><div class="line"><a name="l00188"></a><span class="lineno"> 188</span>  arch::OpClassTensorOp, </div><div class="line"><a name="l00189"></a><span class="lineno"> 189</span>  <a class="code" href="structcutlass_1_1arch_1_1Sm75.html">arch::Sm75</a>,</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>  ElementB, </div><div class="line"><a name="l00192"></a><span class="lineno"> 192</span>  ElementC, </div><div class="line"><a name="l00193"></a><span class="lineno"> 193</span>  ElementAccumulator> {</div><div class="line"><a name="l00194"></a><span class="lineno"> 194</span> </div><div class="line"><a name="l00195"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcde61af9be1337dac1fdb210e7e7a6e01.html#a7e108d841f08231e008f15fb5085955e"> 195</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentA = 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<ElementA>::value</a>;</div><div class="line"><a name="l00196"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcde61af9be1337dac1fdb210e7e7a6e01.html#a9fb17df1fb763bcdb829c5089e8d7fa7"> 196</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentB = 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<ElementA>::value</a>;</div><div class="line"><a name="l00197"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcde61af9be1337dac1fdb210e7e7a6e01.html#ab40523cf4d8083417efa7b0f1599fce8"> 197</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">ThreadblockShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<128, 256, 32></a>;</div><div class="line"><a name="l00198"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcde61af9be1337dac1fdb210e7e7a6e01.html#a4e2ac9d07336e03744abc489df336077"> 198</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">WarpShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<64, 64, 32></a>;</div><div class="line"><a name="l00199"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcde61af9be1337dac1fdb210e7e7a6e01.html#a9cf55b4c5fc4a7c4d19deb4cdba1eb3e"> 199</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">InstructionShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<16, 8, 8></a>;</div><div class="line"><a name="l00200"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcde61af9be1337dac1fdb210e7e7a6e01.html#a315ef650f3bd070d43aeac4ee2994ab3"> 200</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kStages = 2;</div><div class="line"><a name="l00201"></a><span class="lineno"> 201</span> </div><div class="line"><a name="l00202"></a><span class="lineno"> 202</span>  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombination.html">EpilogueOutputOp</a> = <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombination.html">epilogue::thread::LinearCombination</a><</div><div class="line"><a name="l00203"></a><span class="lineno"> 203</span>  ElementC,</div><div class="line"><a name="l00204"></a><span class="lineno"> 204</span>  128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<ElementC>::value</a>,</div><div class="line"><a name="l00205"></a><span class="lineno"> 205</span>  ElementAccumulator,</div><div class="line"><a name="l00206"></a><span class="lineno"> 206</span>  ElementAccumulator</div><div class="line"><a name="l00207"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcde61af9be1337dac1fdb210e7e7a6e01.html#a4cb434c89630b964b257b07b2f8dd4b1"> 207</a></span>  >;</div><div class="line"><a name="l00208"></a><span class="lineno"> 208</span> </div><div class="line"><a name="l00209"></a><span class="lineno"> 209</span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcde61af9be1337dac1fdb210e7e7a6e01.html#a4178852d54a82675e325236a7b5b4894">Operator</a> = <span class="keyword">typename</span> <a class="code" href="structcutlass_1_1platform_1_1conditional.html">platform::conditional</a><</div><div class="line"><a name="l00210"></a><span class="lineno"> 210</span>  (<a class="code" href="structcutlass_1_1platform_1_1is__same.html">platform::is_same<ElementA, int8_t>::value</a> ||</div><div class="line"><a name="l00211"></a><span class="lineno"> 211</span>  <a class="code" href="structcutlass_1_1platform_1_1is__same.html">platform::is_same<ElementA, int4b_t>::value</a> ||</div><div class="line"><a name="l00212"></a><span class="lineno"> 212</span>  <a class="code" href="structcutlass_1_1platform_1_1is__same.html">platform::is_same<ElementA, uint8_t>::value</a> ||</div><div class="line"><a name="l00213"></a><span class="lineno"> 213</span>  <a class="code" href="structcutlass_1_1platform_1_1is__same.html">platform::is_same<ElementA, uint4b_t>::value</a>),</div><div class="line"><a name="l00214"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcde61af9be1337dac1fdb210e7e7a6e01.html#a4178852d54a82675e325236a7b5b4894"> 214</a></span>  arch::OpMultiplyAddSaturate, arch::OpMultiplyAdd>::type;</div><div class="line"><a name="l00215"></a><span class="lineno"> 215</span> };</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> </div><div class="line"><a name="l00219"></a><span class="lineno"> 219</span> <span class="keyword">template</span> < </div><div class="line"><a name="l00220"></a><span class="lineno"> 220</span>  <span class="keyword">typename</span> ElementC></div><div class="line"><a name="l00221"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc4fada4957d463c80a2831e47f28157c4.html"> 221</a></span> <span class="keyword">struct </span><a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration.html">DefaultGemmConfiguration</a><</div><div class="line"><a name="l00222"></a><span class="lineno"> 222</span>  arch::OpClassTensorOp, </div><div class="line"><a name="l00223"></a><span class="lineno"> 223</span>  <a class="code" href="structcutlass_1_1arch_1_1Sm75.html">arch::Sm75</a>, </div><div class="line"><a name="l00224"></a><span class="lineno"> 224</span>  int8_t, </div><div class="line"><a name="l00225"></a><span class="lineno"> 225</span>  int8_t, </div><div class="line"><a name="l00226"></a><span class="lineno"> 226</span>  ElementC, </div><div class="line"><a name="l00227"></a><span class="lineno"> 227</span>  int32_t> {</div><div class="line"><a name="l00228"></a><span class="lineno"> 228</span>  </div><div class="line"><a name="l00229"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc4fada4957d463c80a2831e47f28157c4.html#a1a1072d8312664fca4ab9a38731a558c"> 229</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentA = 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<int8_t>::value</a>;</div><div class="line"><a name="l00230"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc4fada4957d463c80a2831e47f28157c4.html#a7070824db4088c6f0601e715b735bc83"> 230</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentB = 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<int8_t>::value</a>;</div><div class="line"><a name="l00231"></a><span class="lineno"> 231</span> </div><div class="line"><a name="l00232"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc4fada4957d463c80a2831e47f28157c4.html#adcec8171cedad17430a275fec769fc54"> 232</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">ThreadblockShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<128, 256, 64></a>;</div><div class="line"><a name="l00233"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc4fada4957d463c80a2831e47f28157c4.html#a6ddc0304aea6ee45fc8e47aecb8dca6e"> 233</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">WarpShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<64, 64, 64></a>;</div><div class="line"><a name="l00234"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc4fada4957d463c80a2831e47f28157c4.html#a46c9053075836a177db5424d8e640936"> 234</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">InstructionShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<8, 8, 16></a>;</div><div class="line"><a name="l00235"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc4fada4957d463c80a2831e47f28157c4.html#aaa28acab30dfb9f30e5955b76d8fe795"> 235</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kStages = 2;</div><div class="line"><a name="l00236"></a><span class="lineno"> 236</span> </div><div class="line"><a name="l00237"></a><span class="lineno"> 237</span>  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombinationClamp.html">EpilogueOutputOp</a> = <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombinationClamp.html">epilogue::thread::LinearCombinationClamp</a><</div><div class="line"><a name="l00238"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc4fada4957d463c80a2831e47f28157c4.html#a2cf326f464e05897b6a5b1bd7328c341"> 238</a></span>  ElementC, 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<ElementC>::value</a>, int32_t, <span class="keywordtype">float</span>>;</div><div class="line"><a name="l00239"></a><span class="lineno"> 239</span> </div><div class="line"><a name="l00240"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc4fada4957d463c80a2831e47f28157c4.html#af65000c995f2fa5b80621ec9cdc081cf"> 240</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc4fada4957d463c80a2831e47f28157c4.html#af65000c995f2fa5b80621ec9cdc081cf">Operator</a> = arch::OpMultiplyAddSaturate;</div><div class="line"><a name="l00241"></a><span class="lineno"> 241</span> };</div><div class="line"><a name="l00242"></a><span class="lineno"> 242</span> </div><div class="line"><a name="l00244"></a><span class="lineno"> 244</span> </div><div class="line"><a name="l00245"></a><span class="lineno"> 245</span> <span class="keyword">template</span> < </div><div class="line"><a name="l00246"></a><span class="lineno"> 246</span>  <span class="keyword">typename</span> ElementC></div><div class="line"><a name="l00247"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8ab5fd2693c6a6ec43e447acb07f784c.html"> 247</a></span> <span class="keyword">struct </span><a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration.html">DefaultGemmConfiguration</a><</div><div class="line"><a name="l00248"></a><span class="lineno"> 248</span>  arch::OpClassTensorOp, </div><div class="line"><a name="l00249"></a><span class="lineno"> 249</span>  <a class="code" href="structcutlass_1_1arch_1_1Sm75.html">arch::Sm75</a>, </div><div class="line"><a name="l00250"></a><span class="lineno"> 250</span>  int8_t, </div><div class="line"><a name="l00251"></a><span class="lineno"> 251</span>  uint8_t, </div><div class="line"><a name="l00252"></a><span class="lineno"> 252</span>  ElementC, </div><div class="line"><a name="l00253"></a><span class="lineno"> 253</span>  int32_t> {</div><div class="line"><a name="l00254"></a><span class="lineno"> 254</span>  </div><div class="line"><a name="l00255"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8ab5fd2693c6a6ec43e447acb07f784c.html#a2bece68a1b3557a62d92b0b4b110dda0"> 255</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentA = 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<int8_t>::value</a>;</div><div class="line"><a name="l00256"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8ab5fd2693c6a6ec43e447acb07f784c.html#ab4b9afca5439329325359bc515db9091"> 256</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentB = 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<uint8_t>::value</a>;</div><div class="line"><a name="l00257"></a><span class="lineno"> 257</span>  </div><div class="line"><a name="l00258"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8ab5fd2693c6a6ec43e447acb07f784c.html#a4fb94edad01b73a18b7adb322c652f14"> 258</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">ThreadblockShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<128, 256, 64></a>;</div><div class="line"><a name="l00259"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8ab5fd2693c6a6ec43e447acb07f784c.html#ad6937918a983e0ed9e2375ee01948760"> 259</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">WarpShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<64, 64, 64></a>;</div><div class="line"><a name="l00260"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8ab5fd2693c6a6ec43e447acb07f784c.html#af10c5d9ba13aa3596fddb79c0a05fc63"> 260</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">InstructionShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<8, 8, 16></a>;</div><div class="line"><a name="l00261"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8ab5fd2693c6a6ec43e447acb07f784c.html#a739b8cd8e4c5fbc81efffd14521d3dc3"> 261</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kStages = 2;</div><div class="line"><a name="l00262"></a><span class="lineno"> 262</span> </div><div class="line"><a name="l00263"></a><span class="lineno"> 263</span>  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombinationClamp.html">EpilogueOutputOp</a> = <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombinationClamp.html">epilogue::thread::LinearCombinationClamp</a><</div><div class="line"><a name="l00264"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8ab5fd2693c6a6ec43e447acb07f784c.html#a74a5faeaa8c205ccdfbfe81e1636a2fc"> 264</a></span>  ElementC, 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<ElementC>::value</a>, int32_t, <span class="keywordtype">float</span>>;</div><div class="line"><a name="l00265"></a><span class="lineno"> 265</span> </div><div class="line"><a name="l00266"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8ab5fd2693c6a6ec43e447acb07f784c.html#aca02b93e2631ad9072f3a718111e3919"> 266</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8ab5fd2693c6a6ec43e447acb07f784c.html#aca02b93e2631ad9072f3a718111e3919">Operator</a> = arch::OpMultiplyAddSaturate;</div><div class="line"><a name="l00267"></a><span class="lineno"> 267</span> };</div><div class="line"><a name="l00268"></a><span class="lineno"> 268</span> </div><div class="line"><a name="l00270"></a><span class="lineno"> 270</span> </div><div class="line"><a name="l00271"></a><span class="lineno"> 271</span> <span class="keyword">template</span> < </div><div class="line"><a name="l00272"></a><span class="lineno"> 272</span>  <span class="keyword">typename</span> ElementC></div><div class="line"><a name="l00273"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb27bf218007928652d5b803193eab473.html"> 273</a></span> <span class="keyword">struct </span><a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration.html">DefaultGemmConfiguration</a><</div><div class="line"><a name="l00274"></a><span class="lineno"> 274</span>  arch::OpClassTensorOp, </div><div class="line"><a name="l00275"></a><span class="lineno"> 275</span>  <a class="code" href="structcutlass_1_1arch_1_1Sm75.html">arch::Sm75</a>, </div><div class="line"><a name="l00276"></a><span class="lineno"> 276</span>  uint8_t, </div><div class="line"><a name="l00277"></a><span class="lineno"> 277</span>  int8_t, </div><div class="line"><a name="l00278"></a><span class="lineno"> 278</span>  ElementC, </div><div class="line"><a name="l00279"></a><span class="lineno"> 279</span>  int32_t> {</div><div class="line"><a name="l00280"></a><span class="lineno"> 280</span>  </div><div class="line"><a name="l00281"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb27bf218007928652d5b803193eab473.html#ad82bb5bfc0fa1bb10cb50fd239e7c57a"> 281</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentA = 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<uint8_t>::value</a>;</div><div class="line"><a name="l00282"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb27bf218007928652d5b803193eab473.html#a42d01af76fa72099d1664ef0144b82a3"> 282</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentB = 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<int8_t>::value</a>;</div><div class="line"><a name="l00283"></a><span class="lineno"> 283</span>  </div><div class="line"><a name="l00284"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb27bf218007928652d5b803193eab473.html#a6699c7e2b92f92a8dcad30283a4ba2d4"> 284</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">ThreadblockShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<128, 256, 64></a>;</div><div class="line"><a name="l00285"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb27bf218007928652d5b803193eab473.html#a6e8b0a10b0f26844fb34a367fc692d8f"> 285</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">WarpShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<64, 64, 64></a>;</div><div class="line"><a name="l00286"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb27bf218007928652d5b803193eab473.html#a73037a1163049c90943b9a3941e59e88"> 286</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">InstructionShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<8, 8, 16></a>;</div><div class="line"><a name="l00287"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb27bf218007928652d5b803193eab473.html#ad053a45f7561831dff99efe794542ea9"> 287</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kStages = 2;</div><div class="line"><a name="l00288"></a><span class="lineno"> 288</span> </div><div class="line"><a name="l00289"></a><span class="lineno"> 289</span>  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombinationClamp.html">EpilogueOutputOp</a> = <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombinationClamp.html">epilogue::thread::LinearCombinationClamp</a><</div><div class="line"><a name="l00290"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb27bf218007928652d5b803193eab473.html#a8916357acb32e66be912e3aef00b0e4f"> 290</a></span>  ElementC, 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<ElementC>::value</a>, int32_t, <span class="keywordtype">float</span>>;</div><div class="line"><a name="l00291"></a><span class="lineno"> 291</span> </div><div class="line"><a name="l00292"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb27bf218007928652d5b803193eab473.html#a8116881ef600eff5ad850e0996fec0b8"> 292</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb27bf218007928652d5b803193eab473.html#a8116881ef600eff5ad850e0996fec0b8">Operator</a> = arch::OpMultiplyAddSaturate;</div><div class="line"><a name="l00293"></a><span class="lineno"> 293</span> };</div><div class="line"><a name="l00294"></a><span class="lineno"> 294</span> </div><div class="line"><a name="l00296"></a><span class="lineno"> 296</span> </div><div class="line"><a name="l00297"></a><span class="lineno"> 297</span> <span class="keyword">template</span> < </div><div class="line"><a name="l00298"></a><span class="lineno"> 298</span>  <span class="keyword">typename</span> ElementC></div><div class="line"><a name="l00299"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcfea0f3503156e8e3fba6456f0cedafdd.html"> 299</a></span> <span class="keyword">struct </span><a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration.html">DefaultGemmConfiguration</a><</div><div class="line"><a name="l00300"></a><span class="lineno"> 300</span>  arch::OpClassTensorOp, </div><div class="line"><a name="l00301"></a><span class="lineno"> 301</span>  <a class="code" href="structcutlass_1_1arch_1_1Sm75.html">arch::Sm75</a>, </div><div class="line"><a name="l00302"></a><span class="lineno"> 302</span>  uint8_t, </div><div class="line"><a name="l00303"></a><span class="lineno"> 303</span>  uint8_t, </div><div class="line"><a name="l00304"></a><span class="lineno"> 304</span>  ElementC, </div><div class="line"><a name="l00305"></a><span class="lineno"> 305</span>  int32_t> {</div><div class="line"><a name="l00306"></a><span class="lineno"> 306</span>  </div><div class="line"><a name="l00307"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcfea0f3503156e8e3fba6456f0cedafdd.html#a49c72e0f5375d327a82468d7ae87261d"> 307</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentA = 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<uint8_t>::value</a>;</div><div class="line"><a name="l00308"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcfea0f3503156e8e3fba6456f0cedafdd.html#aea3e387961d7f34320aadb919d640d15"> 308</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentB = 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<uint8_t>::value</a>;</div><div class="line"><a name="l00309"></a><span class="lineno"> 309</span>  </div><div class="line"><a name="l00310"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcfea0f3503156e8e3fba6456f0cedafdd.html#a2ce9a2361f25d5fe19f892dc39023860"> 310</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">ThreadblockShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<128, 256, 64></a>;</div><div class="line"><a name="l00311"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcfea0f3503156e8e3fba6456f0cedafdd.html#aef3c3f9151de13d786bb0ba6411b5b5e"> 311</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">WarpShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<64, 64, 64></a>;</div><div class="line"><a name="l00312"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcfea0f3503156e8e3fba6456f0cedafdd.html#ae2827ac69cfa71a06ba7882b9c9234e6"> 312</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">InstructionShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<8, 8, 16></a>;</div><div class="line"><a name="l00313"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcfea0f3503156e8e3fba6456f0cedafdd.html#a6f47dbfb2bf6c4e89485e4eab02b0310"> 313</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kStages = 2;</div><div class="line"><a name="l00314"></a><span class="lineno"> 314</span> </div><div class="line"><a name="l00315"></a><span class="lineno"> 315</span>  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombinationClamp.html">EpilogueOutputOp</a> = <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombinationClamp.html">epilogue::thread::LinearCombinationClamp</a><</div><div class="line"><a name="l00316"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcfea0f3503156e8e3fba6456f0cedafdd.html#ac9ee26b3c94f46de0483da2dcf65ecd8"> 316</a></span>  ElementC, 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<ElementC>::value</a>, int32_t, <span class="keywordtype">float</span>>;</div><div class="line"><a name="l00317"></a><span class="lineno"> 317</span> </div><div class="line"><a name="l00318"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcfea0f3503156e8e3fba6456f0cedafdd.html#a731260608e610887bdf94040f56bdd82"> 318</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcfea0f3503156e8e3fba6456f0cedafdd.html#a731260608e610887bdf94040f56bdd82">Operator</a> = arch::OpMultiplyAddSaturate;</div><div class="line"><a name="l00319"></a><span class="lineno"> 319</span> };</div><div class="line"><a name="l00320"></a><span class="lineno"> 320</span> </div><div class="line"><a name="l00322"></a><span class="lineno"> 322</span> </div><div class="line"><a name="l00323"></a><span class="lineno"> 323</span> <span class="keyword">template</span> < </div><div class="line"><a name="l00324"></a><span class="lineno"> 324</span>  <span class="keyword">typename</span> ElementC></div><div class="line"><a name="l00325"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc485a4f0b5a7d2d4ab2c1a24da6328048.html"> 325</a></span> <span class="keyword">struct </span><a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration.html">DefaultGemmConfiguration</a><</div><div class="line"><a name="l00326"></a><span class="lineno"> 326</span>  arch::OpClassTensorOp, </div><div class="line"><a name="l00327"></a><span class="lineno"> 327</span>  <a class="code" href="structcutlass_1_1arch_1_1Sm75.html">arch::Sm75</a>, </div><div class="line"><a name="l00328"></a><span class="lineno"> 328</span>  <a class="code" href="structcutlass_1_1integer__subbyte.html">int4b_t</a>, </div><div class="line"><a name="l00329"></a><span class="lineno"> 329</span>  <a class="code" href="structcutlass_1_1integer__subbyte.html">int4b_t</a>, </div><div class="line"><a name="l00330"></a><span class="lineno"> 330</span>  ElementC, </div><div class="line"><a name="l00331"></a><span class="lineno"> 331</span>  int32_t> {</div><div class="line"><a name="l00332"></a><span class="lineno"> 332</span>  </div><div class="line"><a name="l00333"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc485a4f0b5a7d2d4ab2c1a24da6328048.html#a4df286a461db79479b9870cbfd0a672e"> 333</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentA = 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<int4b_t>::value</a>;</div><div class="line"><a name="l00334"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc485a4f0b5a7d2d4ab2c1a24da6328048.html#a5a2f7aa1f18265c7d3bc9ebdf1f4624a"> 334</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentB = 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<int4b_t>::value</a>;</div><div class="line"><a name="l00335"></a><span class="lineno"> 335</span>  </div><div class="line"><a name="l00336"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc485a4f0b5a7d2d4ab2c1a24da6328048.html#a99ece808d4e35e8ecced5736e7c39e37"> 336</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">ThreadblockShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<128, 256, 128></a>;</div><div class="line"><a name="l00337"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc485a4f0b5a7d2d4ab2c1a24da6328048.html#a85013335c8cda6d269419b89f0060412"> 337</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">WarpShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<64, 64, 128></a>;</div><div class="line"><a name="l00338"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc485a4f0b5a7d2d4ab2c1a24da6328048.html#aff148c4493980a6539e744a33cda734d"> 338</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">InstructionShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<8, 8, 32></a>;</div><div class="line"><a name="l00339"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc485a4f0b5a7d2d4ab2c1a24da6328048.html#a24208068fee538bcd6feae5c050f535a"> 339</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kStages = 2;</div><div class="line"><a name="l00340"></a><span class="lineno"> 340</span> </div><div class="line"><a name="l00341"></a><span class="lineno"> 341</span>  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombinationClamp.html">EpilogueOutputOp</a> = <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombinationClamp.html">epilogue::thread::LinearCombinationClamp</a><</div><div class="line"><a name="l00342"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc485a4f0b5a7d2d4ab2c1a24da6328048.html#a9e4ae45787c78a6e3dd977fefd513fb2"> 342</a></span>  ElementC, 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<ElementC>::value</a>, int32_t, <span class="keywordtype">float</span>>;</div><div class="line"><a name="l00343"></a><span class="lineno"> 343</span> </div><div class="line"><a name="l00344"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc485a4f0b5a7d2d4ab2c1a24da6328048.html#a6c39dca0c57af098bc92c43485481ff3"> 344</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc485a4f0b5a7d2d4ab2c1a24da6328048.html#a6c39dca0c57af098bc92c43485481ff3">Operator</a> = arch::OpMultiplyAddSaturate;</div><div class="line"><a name="l00345"></a><span class="lineno"> 345</span> };</div><div class="line"><a name="l00346"></a><span class="lineno"> 346</span> </div><div class="line"><a name="l00348"></a><span class="lineno"> 348</span> </div><div class="line"><a name="l00349"></a><span class="lineno"> 349</span> <span class="keyword">template</span> < </div><div class="line"><a name="l00350"></a><span class="lineno"> 350</span>  <span class="keyword">typename</span> ElementC></div><div class="line"><a name="l00351"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8e2604a56dff3a7595da9ee0604ae55e.html"> 351</a></span> <span class="keyword">struct </span><a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration.html">DefaultGemmConfiguration</a><</div><div class="line"><a name="l00352"></a><span class="lineno"> 352</span>  arch::OpClassTensorOp, </div><div class="line"><a name="l00353"></a><span class="lineno"> 353</span>  <a class="code" href="structcutlass_1_1arch_1_1Sm75.html">arch::Sm75</a>, </div><div class="line"><a name="l00354"></a><span class="lineno"> 354</span>  <a class="code" href="structcutlass_1_1integer__subbyte.html">int4b_t</a>, </div><div class="line"><a name="l00355"></a><span class="lineno"> 355</span>  <a class="code" href="structcutlass_1_1integer__subbyte.html">uint4b_t</a>, </div><div class="line"><a name="l00356"></a><span class="lineno"> 356</span>  ElementC, </div><div class="line"><a name="l00357"></a><span class="lineno"> 357</span>  int32_t> {</div><div class="line"><a name="l00358"></a><span class="lineno"> 358</span>  </div><div class="line"><a name="l00359"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8e2604a56dff3a7595da9ee0604ae55e.html#ad3c7885d5d5d68f86791ae020c2eeb34"> 359</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentA = 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<int4b_t>::value</a>;</div><div class="line"><a name="l00360"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8e2604a56dff3a7595da9ee0604ae55e.html#a0142242cdec713b072b43a5b0e20a033"> 360</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentB = 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<uint4b_t>::value</a>;</div><div class="line"><a name="l00361"></a><span class="lineno"> 361</span>  </div><div class="line"><a name="l00362"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8e2604a56dff3a7595da9ee0604ae55e.html#af11e9c28425c136d2809af1e8b638e47"> 362</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">ThreadblockShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<128, 256, 128></a>;</div><div class="line"><a name="l00363"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8e2604a56dff3a7595da9ee0604ae55e.html#a6b9f61d5e2260e8664d5ad239a68b0fc"> 363</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">WarpShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<64, 64, 128></a>;</div><div class="line"><a name="l00364"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8e2604a56dff3a7595da9ee0604ae55e.html#a656bedbde76370f3ccead9eb39899373"> 364</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">InstructionShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<8, 8, 32></a>;</div><div class="line"><a name="l00365"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8e2604a56dff3a7595da9ee0604ae55e.html#a0792c0d1d0c2b68348cb1a5c6f8c2ff5"> 365</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kStages = 2;</div><div class="line"><a name="l00366"></a><span class="lineno"> 366</span> </div><div class="line"><a name="l00367"></a><span class="lineno"> 367</span>  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombinationClamp.html">EpilogueOutputOp</a> = <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombinationClamp.html">epilogue::thread::LinearCombinationClamp</a><</div><div class="line"><a name="l00368"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8e2604a56dff3a7595da9ee0604ae55e.html#a2bdcad5fb78d4920309f2eb0acf8cda4"> 368</a></span>  ElementC, 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<ElementC>::value</a>, int32_t, <span class="keywordtype">float</span>>;</div><div class="line"><a name="l00369"></a><span class="lineno"> 369</span> </div><div class="line"><a name="l00370"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8e2604a56dff3a7595da9ee0604ae55e.html#a2484d95e3ce36c73af17038a0933c6c5"> 370</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8e2604a56dff3a7595da9ee0604ae55e.html#a2484d95e3ce36c73af17038a0933c6c5">Operator</a> = arch::OpMultiplyAddSaturate;</div><div class="line"><a name="l00371"></a><span class="lineno"> 371</span> };</div><div class="line"><a name="l00372"></a><span class="lineno"> 372</span> </div><div class="line"><a name="l00374"></a><span class="lineno"> 374</span> </div><div class="line"><a name="l00375"></a><span class="lineno"> 375</span> <span class="keyword">template</span> < </div><div class="line"><a name="l00376"></a><span class="lineno"> 376</span>  <span class="keyword">typename</span> ElementC></div><div class="line"><a name="l00377"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcffcf31256aed23d4d8d0eab627bc0cad.html"> 377</a></span> <span class="keyword">struct </span><a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration.html">DefaultGemmConfiguration</a><</div><div class="line"><a name="l00378"></a><span class="lineno"> 378</span>  arch::OpClassTensorOp, </div><div class="line"><a name="l00379"></a><span class="lineno"> 379</span>  <a class="code" href="structcutlass_1_1arch_1_1Sm75.html">arch::Sm75</a>, </div><div class="line"><a name="l00380"></a><span class="lineno"> 380</span>  <a class="code" href="structcutlass_1_1integer__subbyte.html">uint4b_t</a>, </div><div class="line"><a name="l00381"></a><span class="lineno"> 381</span>  <a class="code" href="structcutlass_1_1integer__subbyte.html">int4b_t</a>, </div><div class="line"><a name="l00382"></a><span class="lineno"> 382</span>  ElementC, </div><div class="line"><a name="l00383"></a><span class="lineno"> 383</span>  int32_t> {</div><div class="line"><a name="l00384"></a><span class="lineno"> 384</span>  </div><div class="line"><a name="l00385"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcffcf31256aed23d4d8d0eab627bc0cad.html#aa3d217f6d271b59cc9028a566798789b"> 385</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentA = 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<uint4b_t>::value</a>;</div><div class="line"><a name="l00386"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcffcf31256aed23d4d8d0eab627bc0cad.html#a177974f04f4da4945cc06293aad28a64"> 386</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentB = 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<int4b_t>::value</a>;</div><div class="line"><a name="l00387"></a><span class="lineno"> 387</span> </div><div class="line"><a name="l00388"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcffcf31256aed23d4d8d0eab627bc0cad.html#afa08c227cdfc6c5c6128f57fbfac305c"> 388</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">ThreadblockShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<128, 256, 128></a>;</div><div class="line"><a name="l00389"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcffcf31256aed23d4d8d0eab627bc0cad.html#aadb5d5f2e0a2e16418c70c8dd4133e2a"> 389</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">WarpShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<64, 64, 128></a>;</div><div class="line"><a name="l00390"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcffcf31256aed23d4d8d0eab627bc0cad.html#a389b57020ce001af12c96be6783ec81b"> 390</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">InstructionShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<8, 8, 32></a>;</div><div class="line"><a name="l00391"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcffcf31256aed23d4d8d0eab627bc0cad.html#acd22964dfbd6db348fb268aefddeff2f"> 391</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kStages = 2;</div><div class="line"><a name="l00392"></a><span class="lineno"> 392</span> </div><div class="line"><a name="l00393"></a><span class="lineno"> 393</span>  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombinationClamp.html">EpilogueOutputOp</a> = <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombinationClamp.html">epilogue::thread::LinearCombinationClamp</a><</div><div class="line"><a name="l00394"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcffcf31256aed23d4d8d0eab627bc0cad.html#a1ecbb81c8a5fae49b73a6fdfdca6fddd"> 394</a></span>  ElementC, 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<ElementC>::value</a>, int32_t, <span class="keywordtype">float</span>>;</div><div class="line"><a name="l00395"></a><span class="lineno"> 395</span> </div><div class="line"><a name="l00396"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcffcf31256aed23d4d8d0eab627bc0cad.html#a0d280fa2e7d9a66ba08667b2e059ada7"> 396</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcffcf31256aed23d4d8d0eab627bc0cad.html#a0d280fa2e7d9a66ba08667b2e059ada7">Operator</a> = arch::OpMultiplyAddSaturate;</div><div class="line"><a name="l00397"></a><span class="lineno"> 397</span> };</div><div class="line"><a name="l00398"></a><span class="lineno"> 398</span> </div><div class="line"><a name="l00400"></a><span class="lineno"> 400</span> </div><div class="line"><a name="l00401"></a><span class="lineno"> 401</span> <span class="keyword">template</span> < </div><div class="line"><a name="l00402"></a><span class="lineno"> 402</span>  <span class="keyword">typename</span> ElementC></div><div class="line"><a name="l00403"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb2e258b7bd321c633dd65d3ebcf6414a.html"> 403</a></span> <span class="keyword">struct </span><a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration.html">DefaultGemmConfiguration</a><</div><div class="line"><a name="l00404"></a><span class="lineno"> 404</span>  arch::OpClassTensorOp, </div><div class="line"><a name="l00405"></a><span class="lineno"> 405</span>  <a class="code" href="structcutlass_1_1arch_1_1Sm75.html">arch::Sm75</a>, </div><div class="line"><a name="l00406"></a><span class="lineno"> 406</span>  <a class="code" href="structcutlass_1_1integer__subbyte.html">uint4b_t</a>, </div><div class="line"><a name="l00407"></a><span class="lineno"> 407</span>  <a class="code" href="structcutlass_1_1integer__subbyte.html">uint4b_t</a>, </div><div class="line"><a name="l00408"></a><span class="lineno"> 408</span>  ElementC, </div><div class="line"><a name="l00409"></a><span class="lineno"> 409</span>  int32_t> {</div><div class="line"><a name="l00410"></a><span class="lineno"> 410</span>  </div><div class="line"><a name="l00411"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb2e258b7bd321c633dd65d3ebcf6414a.html#a60c5fa49aa627f8ced16e6b121015eb9"> 411</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentA = 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<uint4b_t>::value</a>;</div><div class="line"><a name="l00412"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb2e258b7bd321c633dd65d3ebcf6414a.html#a1549f26fa82c6bf473372fd37c3c9bf9"> 412</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kAlignmentB = 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<uint4b_t>::value</a>;</div><div class="line"><a name="l00413"></a><span class="lineno"> 413</span>  </div><div class="line"><a name="l00414"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb2e258b7bd321c633dd65d3ebcf6414a.html#a0cf2cca37d6029c1ec386d3c3a4a380d"> 414</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">ThreadblockShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<128, 256, 128></a>;</div><div class="line"><a name="l00415"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb2e258b7bd321c633dd65d3ebcf6414a.html#a9917ed32b388006fbeec4aae90774a3b"> 415</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">WarpShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<64, 64, 128></a>;</div><div class="line"><a name="l00416"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb2e258b7bd321c633dd65d3ebcf6414a.html#afddefd8459e32926c21494d46b363294"> 416</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">InstructionShape</a> = <a class="code" href="structcutlass_1_1gemm_1_1GemmShape.html">GemmShape<8, 8, 32></a>;</div><div class="line"><a name="l00417"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb2e258b7bd321c633dd65d3ebcf6414a.html#a127eb3f67589a25d3e6c158e91bcca83"> 417</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kStages = 2;</div><div class="line"><a name="l00418"></a><span class="lineno"> 418</span> </div><div class="line"><a name="l00419"></a><span class="lineno"> 419</span>  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombinationClamp.html">EpilogueOutputOp</a> = <a class="code" href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombinationClamp.html">epilogue::thread::LinearCombinationClamp</a><</div><div class="line"><a name="l00420"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb2e258b7bd321c633dd65d3ebcf6414a.html#ae77e9bf949083e49b1dfd3e5faf2724e"> 420</a></span>  ElementC, 128 / <a class="code" href="structcutlass_1_1sizeof__bits.html">sizeof_bits<ElementC>::value</a>, int32_t, <span class="keywordtype">float</span>>;</div><div class="line"><a name="l00421"></a><span class="lineno"> 421</span> </div><div class="line"><a name="l00422"></a><span class="lineno"><a class="line" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb2e258b7bd321c633dd65d3ebcf6414a.html#a25626a5ff7962b2ebf1ee99b0efba678"> 422</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb2e258b7bd321c633dd65d3ebcf6414a.html#a25626a5ff7962b2ebf1ee99b0efba678">Operator</a> = arch::OpMultiplyAddSaturate;</div><div class="line"><a name="l00423"></a><span class="lineno"> 423</span> };</div><div class="line"><a name="l00424"></a><span class="lineno"> 424</span> </div><div class="line"><a name="l00426"></a><span class="lineno"> 426</span> } <span class="comment">// namespace device</span></div><div class="line"><a name="l00427"></a><span class="lineno"> 427</span> } <span class="comment">// namespace gemm</span></div><div class="line"><a name="l00428"></a><span class="lineno"> 428</span> } <span class="comment">// namespace cutlass</span></div><div class="line"><a name="l00429"></a><span class="lineno"> 429</span> </div><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_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc4fada4957d463c80a2831e47f28157c4_html_af65000c995f2fa5b80621ec9cdc081cf"><div class="ttname"><a href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc4fada4957d463c80a2831e47f28157c4.html#af65000c995f2fa5b80621ec9cdc081cf">cutlass::gemm::device::DefaultGemmConfiguration< arch::OpClassTensorOp, arch::Sm75, int8_t, int8_t, ElementC, int32_t >::Operator</a></div><div class="ttdeci">arch::OpMultiplyAddSaturate Operator</div><div class="ttdef"><b>Definition:</b> default_gemm_configuration.h:240</div></div>
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<div class="ttc" id="classcutlass_1_1epilogue_1_1thread_1_1LinearCombination_html"><div class="ttname"><a href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombination.html">cutlass::epilogue::thread::LinearCombination</a></div><div class="ttdef"><b>Definition:</b> linear_combination.h:56</div></div>
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<div class="ttc" id="structcutlass_1_1platform_1_1is__same_html"><div class="ttname"><a href="structcutlass_1_1platform_1_1is__same.html">cutlass::platform::is_same</a></div><div class="ttdoc">std::is_same (false specialization) </div><div class="ttdef"><b>Definition:</b> platform.h:394</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb2e258b7bd321c633dd65d3ebcf6414a_html_a25626a5ff7962b2ebf1ee99b0efba678"><div class="ttname"><a href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb2e258b7bd321c633dd65d3ebcf6414a.html#a25626a5ff7962b2ebf1ee99b0efba678">cutlass::gemm::device::DefaultGemmConfiguration< arch::OpClassTensorOp, arch::Sm75, uint4b_t, uint4b_t, ElementC, int32_t >::Operator</a></div><div class="ttdeci">arch::OpMultiplyAddSaturate Operator</div><div class="ttdef"><b>Definition:</b> default_gemm_configuration.h:422</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb27bf218007928652d5b803193eab473_html_a8116881ef600eff5ad850e0996fec0b8"><div class="ttname"><a href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcb27bf218007928652d5b803193eab473.html#a8116881ef600eff5ad850e0996fec0b8">cutlass::gemm::device::DefaultGemmConfiguration< arch::OpClassTensorOp, arch::Sm75, uint8_t, int8_t, ElementC, int32_t >::Operator</a></div><div class="ttdeci">arch::OpMultiplyAddSaturate Operator</div><div class="ttdef"><b>Definition:</b> default_gemm_configuration.h:292</div></div>
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<div class="ttc" id="classcutlass_1_1epilogue_1_1thread_1_1LinearCombinationClamp_html"><div class="ttname"><a href="classcutlass_1_1epilogue_1_1thread_1_1LinearCombinationClamp.html">cutlass::epilogue::thread::LinearCombinationClamp</a></div><div class="ttdef"><b>Definition:</b> linear_combination_clamp.h:58</div></div>
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<div class="ttc" id="structcutlass_1_1integer__subbyte_html"><div class="ttname"><a href="structcutlass_1_1integer__subbyte.html">cutlass::integer_subbyte</a></div><div class="ttdoc">4-bit signed integer type </div><div class="ttdef"><b>Definition:</b> integer_subbyte.h:42</div></div>
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<div class="ttc" id="linear__combination__clamp_8h_html"><div class="ttname"><a href="linear__combination__clamp_8h.html">linear_combination_clamp.h</a></div><div class="ttdoc">Functor performing linear scaling operations used by epilogues. Values are clamped before converting ...</div></div>
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<div class="ttc" id="structcutlass_1_1arch_1_1Sm70_html"><div class="ttname"><a href="structcutlass_1_1arch_1_1Sm70.html">cutlass::arch::Sm70</a></div><div class="ttdef"><b>Definition:</b> arch.h:46</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_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcde61af9be1337dac1fdb210e7e7a6e01_html_a4178852d54a82675e325236a7b5b4894"><div class="ttname"><a href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcde61af9be1337dac1fdb210e7e7a6e01.html#a4178852d54a82675e325236a7b5b4894">cutlass::gemm::device::DefaultGemmConfiguration< arch::OpClassTensorOp, arch::Sm75, ElementA, ElementB, ElementC, ElementAccumulator >::Operator</a></div><div class="ttdeci">typename platform::conditional< (platform::is_same< ElementA, int8_t >::value||platform::is_same< ElementA, int4b_t >::value||platform::is_same< ElementA, uint8_t >::value||platform::is_same< ElementA, uint4b_t >::value), arch::OpMultiplyAddSaturate, arch::OpMultiplyAdd >::type Operator</div><div class="ttdef"><b>Definition:</b> default_gemm_configuration.h:214</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcffcf31256aed23d4d8d0eab627bc0cad_html_a0d280fa2e7d9a66ba08667b2e059ada7"><div class="ttname"><a href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcffcf31256aed23d4d8d0eab627bc0cad.html#a0d280fa2e7d9a66ba08667b2e059ada7">cutlass::gemm::device::DefaultGemmConfiguration< arch::OpClassTensorOp, arch::Sm75, uint4b_t, int4b_t, ElementC, int32_t >::Operator</a></div><div class="ttdeci">arch::OpMultiplyAddSaturate Operator</div><div class="ttdef"><b>Definition:</b> default_gemm_configuration.h:396</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_1arch_1_1Sm75_html"><div class="ttname"><a href="structcutlass_1_1arch_1_1Sm75.html">cutlass::arch::Sm75</a></div><div class="ttdef"><b>Definition:</b> arch.h:52</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassWmmaTensorOp_00_0884059ecad03bea3e86c4cf722226097_html_af881b00fd31ccd56918ba1f46b47fbd8"><div class="ttname"><a href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassWmmaTensorOp_00_0884059ecad03bea3e86c4cf722226097.html#af881b00fd31ccd56918ba1f46b47fbd8">cutlass::gemm::device::DefaultGemmConfiguration< arch::OpClassWmmaTensorOp, ArchTag, ElementA, ElementB, ElementC, ElementAccumulator >::Operator</a></div><div class="ttdeci">arch::OpMultiplyAdd Operator</div><div class="ttdef"><b>Definition:</b> default_gemm_configuration.h:144</div></div>
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<div class="ttc" id="linear__combination_8h_html"><div class="ttname"><a href="linear__combination_8h.html">linear_combination.h</a></div><div class="ttdoc">Functor performing linear combination operations used by epilogues. </div></div>
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<div class="ttc" id="structcutlass_1_1sizeof__bits_html"><div class="ttname"><a href="structcutlass_1_1sizeof__bits.html">cutlass::sizeof_bits</a></div><div class="ttdoc">Defines the size of an element in bits. </div><div class="ttdef"><b>Definition:</b> numeric_types.h:42</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag3026e48abb8c905d1cc6d13d669700e4_html_a2a6d3d90a91dc785858bebefb32ea6be"><div class="ttname"><a href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag3026e48abb8c905d1cc6d13d669700e4.html#a2a6d3d90a91dc785858bebefb32ea6be">cutlass::gemm::device::DefaultGemmConfiguration< arch::OpClassSimt, ArchTag, int8_t, int8_t, ElementC, int32_t >::Operator</a></div><div class="ttdeci">arch::OpMultiplyAdd Operator</div><div class="ttdef"><b>Definition:</b> default_gemm_configuration.h:113</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8ab5fd2693c6a6ec43e447acb07f784c_html_aca02b93e2631ad9072f3a718111e3919"><div class="ttname"><a href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8ab5fd2693c6a6ec43e447acb07f784c.html#aca02b93e2631ad9072f3a718111e3919">cutlass::gemm::device::DefaultGemmConfiguration< arch::OpClassTensorOp, arch::Sm75, int8_t, uint8_t, ElementC, int32_t >::Operator</a></div><div class="ttdeci">arch::OpMultiplyAddSaturate Operator</div><div class="ttdef"><b>Definition:</b> default_gemm_configuration.h:266</div></div>
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<div class="ttc" id="numeric__types_8h_html"><div class="ttname"><a href="numeric__types_8h.html">numeric_types.h</a></div><div class="ttdoc">Top-level include for all CUTLASS numeric types. </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_1platform_1_1conditional_html"><div class="ttname"><a href="structcutlass_1_1platform_1_1conditional.html">cutlass::platform::conditional</a></div><div class="ttdoc">std::conditional (true specialization) </div><div class="ttdef"><b>Definition:</b> platform.h:325</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc567cad318a31d04b70ea615d6321decd_html_a02bb43a2a5617f3698246b56fd4ee439"><div class="ttname"><a href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc567cad318a31d04b70ea615d6321decd.html#a02bb43a2a5617f3698246b56fd4ee439">cutlass::gemm::device::DefaultGemmConfiguration< arch::OpClassTensorOp, arch::Sm70, ElementA, ElementB, ElementC, ElementAccumulator >::Operator</a></div><div class="ttdeci">arch::OpMultiplyAdd Operator</div><div class="ttdef"><b>Definition:</b> default_gemm_configuration.h:177</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_html"><div class="ttname"><a href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration.html">cutlass::gemm::device::DefaultGemmConfiguration</a></div><div class="ttdef"><b>Definition:</b> default_gemm_configuration.h:57</div></div>
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<div class="ttc" id="arch_8h_html"><div class="ttname"><a href="arch_8h.html">arch.h</a></div><div class="ttdoc">Defines tags for architecture-specific configurations. </div></div>
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<div class="ttc" id="wmma_8h_html"><div class="ttname"><a href="wmma_8h.html">wmma.h</a></div><div class="ttdoc">Templates exposing architecture support for warp matrix multiply-add (WMMA) operations. </div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcfea0f3503156e8e3fba6456f0cedafdd_html_a731260608e610887bdf94040f56bdd82"><div class="ttname"><a href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arcfea0f3503156e8e3fba6456f0cedafdd.html#a731260608e610887bdf94040f56bdd82">cutlass::gemm::device::DefaultGemmConfiguration< arch::OpClassTensorOp, arch::Sm75, uint8_t, uint8_t, ElementC, int32_t >::Operator</a></div><div class="ttdeci">arch::OpMultiplyAddSaturate Operator</div><div class="ttdef"><b>Definition:</b> default_gemm_configuration.h:318</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_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc485a4f0b5a7d2d4ab2c1a24da6328048_html_a6c39dca0c57af098bc92c43485481ff3"><div class="ttname"><a href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc485a4f0b5a7d2d4ab2c1a24da6328048.html#a6c39dca0c57af098bc92c43485481ff3">cutlass::gemm::device::DefaultGemmConfiguration< arch::OpClassTensorOp, arch::Sm75, int4b_t, int4b_t, ElementC, int32_t >::Operator</a></div><div class="ttdeci">arch::OpMultiplyAddSaturate Operator</div><div class="ttdef"><b>Definition:</b> default_gemm_configuration.h:344</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8e2604a56dff3a7595da9ee0604ae55e_html_a2484d95e3ce36c73af17038a0933c6c5"><div class="ttname"><a href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassTensorOp_00_01arc8e2604a56dff3a7595da9ee0604ae55e.html#a2484d95e3ce36c73af17038a0933c6c5">cutlass::gemm::device::DefaultGemmConfiguration< arch::OpClassTensorOp, arch::Sm75, int4b_t, uint4b_t, ElementC, int32_t >::Operator</a></div><div class="ttdeci">arch::OpMultiplyAddSaturate Operator</div><div class="ttdef"><b>Definition:</b> default_gemm_configuration.h:370</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag286687c5e6abe22d241f789fe344a465_html_a4f8fc9b1cdae2a6089deeaf7e3d1becb"><div class="ttname"><a href="structcutlass_1_1gemm_1_1device_1_1DefaultGemmConfiguration_3_01arch_1_1OpClassSimt_00_01ArchTag286687c5e6abe22d241f789fe344a465.html#a4f8fc9b1cdae2a6089deeaf7e3d1becb">cutlass::gemm::device::DefaultGemmConfiguration< arch::OpClassSimt, ArchTag, ElementA, ElementB, ElementC, ElementAccumulator >::Operator</a></div><div class="ttdeci">arch::OpMultiplyAdd Operator</div><div class="ttdef"><b>Definition:</b> default_gemm_configuration.h:89</div></div>
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