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<a href="mma__pipelined_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="l0002
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<div class="ttc" id="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined_html_a3bfd1d89c66d37d5a81d36262ad333d7"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined.html#a3bfd1d89c66d37d5a81d36262ad333d7">cutlass::gemm::threadblock::MmaPipelined::LayoutC</a></div><div class="ttdeci">LayoutC_ LayoutC</div><div class="ttdoc">Layout of accumulator matrix. </div><div class="ttdef"><b>Definition:</b> mma_pipelined.h:96</div></div>
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<div class="ttc" id="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined_html_a66d61ceb64d44f645a7ef8223ddac50d"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined.html#a66d61ceb64d44f645a7ef8223ddac50d">cutlass::gemm::threadblock::MmaPipelined::TransformB</a></div><div class="ttdeci">TransformB_ TransformB</div><div class="ttdef"><b>Definition:</b> mma_pipelined.h:103</div></div>
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<div class="ttc" id="namespacecutlass_html"><div class="ttname"><a href="namespacecutlass.html">cutlass</a></div><div class="ttdef"><b>Definition:</b> aligned_buffer.h:35</div></div>
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<div class="ttc" id="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined_html_a09e5e5bfa35c1398346c452eb3deeb97"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined.html#a09e5e5bfa35c1398346c452eb3deeb97">cutlass::gemm::threadblock::MmaPipelined::Policy</a></div><div class="ttdeci">Policy_ Policy</div><div class="ttdoc">Policy describing tuning details. </div><div class="ttdef"><b>Definition:</b> mma_pipelined.h:97</div></div>
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<div class="ttc" id="classcutlass_1_1gemm_1_1threadblock_1_1MmaBase_html_a3ccfb6c23f8be68463a081dc18a7b6f1"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaBase.html#a3ccfb6c23f8be68463a081dc18a7b6f1">cutlass::gemm::threadblock::MmaBase< Shape_, Policy_, 2 >::warp_tile_iterator_B_</a></div><div class="ttdeci">Operator::IteratorB warp_tile_iterator_B_</div><div class="ttdoc">Iterator to load a warp-scoped tile of B operand from shared memory. </div><div class="ttdef"><b>Definition:</b> mma_base.h:193</div></div>
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<div class="ttc" id="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined_html"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined.html">cutlass::gemm::threadblock::MmaPipelined</a></div><div class="ttdoc">Structure to compute the matrix product targeting CUDA cores and SIMT math instructions. </div><div class="ttdef"><b>Definition:</b> mma_pipelined.h:86</div></div>
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<div class="ttc" id="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined_html_a3989c584460e66c75a3f37ef91ecf06d"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined.html#a3989c584460e66c75a3f37ef91ecf06d">cutlass::gemm::threadblock::MmaPipelined::IteratorB</a></div><div class="ttdeci">IteratorB_ IteratorB</div><div class="ttdoc">Iterates over tiles of B operand in global memory. </div><div class="ttdef"><b>Definition:</b> mma_pipelined.h:94</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="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined_html_a2e45872db16c8ebe01289d7cb74fe3d7"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined.html#a2e45872db16c8ebe01289d7cb74fe3d7">cutlass::gemm::threadblock::MmaPipelined::operator()</a></div><div class="ttdeci">CUTLASS_DEVICE void operator()(int gemm_k_iterations, FragmentC &accum, IteratorA iterator_A, IteratorB iterator_B, FragmentC const &src_accum, TransformA transform_A=TransformA(), TransformB transform_B=TransformB())</div><div class="ttdoc">Perform a threadblock-scoped matrix multiply-accumulate. </div><div class="ttdef"><b>Definition:</b> mma_pipelined.h:170</div></div>
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<div class="ttc" id="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined_html_a258197bea0d4894569c627c56a64203a"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined.html#a258197bea0d4894569c627c56a64203a">cutlass::gemm::threadblock::MmaPipelined::IteratorA</a></div><div class="ttdeci">IteratorA_ IteratorA</div><div class="ttdoc">Iterates over tiles of A operand in global memory. </div><div class="ttdef"><b>Definition:</b> mma_pipelined.h:93</div></div>
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<div class="ttc" id="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined_html_a8a6b28dec3f9687f46180d59ac9187fb"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined.html#a8a6b28dec3f9687f46180d59ac9187fb">cutlass::gemm::threadblock::MmaPipelined::FragmentB</a></div><div class="ttdeci">typename IteratorB::Fragment FragmentB</div><div class="ttdoc">Fragment of operand B loaded from global memory. </div><div class="ttdef"><b>Definition:</b> mma_pipelined.h:113</div></div>
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<div class="ttc" id="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined_html_aba5cccb236e9a9368a9ae1e1df869e57"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined.html#aba5cccb236e9a9368a9ae1e1df869e57">cutlass::gemm::threadblock::MmaPipelined::SmemIteratorA</a></div><div class="ttdeci">SmemIteratorA_ SmemIteratorA</div><div class="ttdef"><b>Definition:</b> mma_pipelined.h:99</div></div>
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<div class="ttc" id="array_8h_html"><div class="ttname"><a href="array_8h.html">array.h</a></div><div class="ttdoc">Statically sized array of elements that accommodates all CUTLASS-supported numeric types and is safe ...</div></div>
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<div class="ttc" id="cutlass_8h_html_a4b1c9f25ab6eaa25e1f2258dd63e6ce4"><div class="ttname"><a href="cutlass_8h.html#a4b1c9f25ab6eaa25e1f2258dd63e6ce4">CUTLASS_PRAGMA_UNROLL</a></div><div class="ttdeci">#define CUTLASS_PRAGMA_UNROLL</div><div class="ttdef"><b>Definition:</b> cutlass.h:110</div></div>
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<div class="ttc" id="numeric__conversion_8h_html"><div class="ttname"><a href="numeric__conversion_8h.html">numeric_conversion.h</a></div><div class="ttdoc">Boost-like numeric conversion operator for CUTLASS numeric types. </div></div>
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<div class="ttc" id="matrix__shape_8h_html"><div class="ttname"><a href="matrix__shape_8h.html">matrix_shape.h</a></div><div class="ttdoc">Defines a Shape template for matrix tiles. </div></div>
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<div class="ttc" id="classcutlass_1_1gemm_1_1threadblock_1_1MmaBase_html_a02f496a0fd1df929d8d4db9fea19160d"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaBase.html#a02f496a0fd1df929d8d4db9fea19160d">cutlass::gemm::threadblock::MmaBase< Shape_, Policy_, 2 >::kWarpGemmIterations</a></div><div class="ttdeci">static int const kWarpGemmIterations</div><div class="ttdoc">Number of warp-level GEMM oeprations. </div><div class="ttdef"><b>Definition:</b> mma_base.h:108</div></div>
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<div class="ttc" id="mma__base_8h_html"><div class="ttname"><a href="mma__base_8h.html">mma_base.h</a></div><div class="ttdoc">Template for a double-buffered threadblock-scoped GEMM kernel. </div></div>
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<div class="ttc" id="aligned__buffer_8h_html"><div class="ttname"><a href="aligned__buffer_8h.html">aligned_buffer.h</a></div><div class="ttdoc">AlignedBuffer is a container for trivially copyable elements suitable for use in unions and shared me...</div></div>
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<div class="ttc" id="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined_html_af42727c7f832320ae88178d163421dca"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined.html#af42727c7f832320ae88178d163421dca">cutlass::gemm::threadblock::MmaPipelined::Shape</a></div><div class="ttdeci">Shape_ Shape</div><div class="ttdoc">Size of the Gemm problem - concept: gemm::GemmShape<> </div><div class="ttdef"><b>Definition:</b> mma_pipelined.h:92</div></div>
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<div class="ttc" id="classcutlass_1_1gemm_1_1threadblock_1_1MmaBase_html_ad1267d78374c170d9addd137310d2d9a"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaBase.html#ad1267d78374c170d9addd137310d2d9a">cutlass::gemm::threadblock::MmaBase< Shape_, Policy_, 2 >::kStages</a></div><div class="ttdeci">static int const kStages</div><div class="ttdoc">Number of stages. </div><div class="ttdef"><b>Definition:</b> mma_base.h:112</div></div>
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<div class="ttc" id="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined_html_a8ab2e07ec7f4cf23ef158974fe3b8dbb"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined.html#a8ab2e07ec7f4cf23ef158974fe3b8dbb">cutlass::gemm::threadblock::MmaPipelined::FragmentA</a></div><div class="ttdeci">typename IteratorA::Fragment FragmentA</div><div class="ttdoc">Fragment of operand A loaded from global memory. </div><div class="ttdef"><b>Definition:</b> mma_pipelined.h:110</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="platform_8h_html_adde4c9ea91b753491851361a4198c009"><div class="ttname"><a href="platform_8h.html#adde4c9ea91b753491851361a4198c009">static_assert</a></div><div class="ttdeci">#define static_assert(__e, __m)</div><div class="ttdef"><b>Definition:</b> platform.h:153</div></div>
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<div class="ttc" id="classcutlass_1_1gemm_1_1threadblock_1_1MmaBase_html"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaBase.html">cutlass::gemm::threadblock::MmaBase</a></div><div class="ttdef"><b>Definition:</b> mma_base.h:83</div></div>
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<div class="ttc" id="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined_html_a2993390a8feebe3cf4bfb77a23c5ef33"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined.html#a2993390a8feebe3cf4bfb77a23c5ef33">cutlass::gemm::threadblock::MmaPipelined::FragmentC</a></div><div class="ttdeci">typename Policy::Operator::FragmentC FragmentC</div><div class="ttdoc">Fragment of accumulator tile. </div><div class="ttdef"><b>Definition:</b> mma_pipelined.h:116</div></div>
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<div class="ttc" id="classcutlass_1_1gemm_1_1threadblock_1_1MmaBase_html_a98647e72bab767b280e69679bdf9947f"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaBase.html#a98647e72bab767b280e69679bdf9947f">cutlass::gemm::threadblock::MmaBase< Shape_, Policy_, 2 >::warp_tile_iterator_A_</a></div><div class="ttdeci">Operator::IteratorA warp_tile_iterator_A_</div><div class="ttdoc">Iterator to load a warp-scoped tile of A operand from shared memory. </div><div class="ttdef"><b>Definition:</b> mma_base.h:190</div></div>
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<div class="ttc" id="cutlass_8h_html_a8e18ced39c05ab3304bb4fcdc0cc9f71"><div class="ttname"><a href="cutlass_8h.html#a8e18ced39c05ab3304bb4fcdc0cc9f71">CUTLASS_GEMM_LOOP</a></div><div class="ttdeci">#define CUTLASS_GEMM_LOOP</div><div class="ttdef"><b>Definition:</b> cutlass.h:112</div></div>
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<div class="ttc" id="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined_html_a102ddf57c1f46f5ed411b9d953e3f802"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined.html#a102ddf57c1f46f5ed411b9d953e3f802">cutlass::gemm::threadblock::MmaPipelined::ElementC</a></div><div class="ttdeci">ElementC_ ElementC</div><div class="ttdoc">Data type of accumulator matrix. </div><div class="ttdef"><b>Definition:</b> mma_pipelined.h:95</div></div>
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<div class="ttc" id="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined_html_a9d3cbfd5a2bbe4d105df9555ddbeeb2d"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined.html#a9d3cbfd5a2bbe4d105df9555ddbeeb2d">cutlass::gemm::threadblock::MmaPipelined::smem_iterator_A_</a></div><div class="ttdeci">SmemIteratorA smem_iterator_A_</div><div class="ttdoc">Iterator to write threadblock-scoped tile of A operand to shared memory. </div><div class="ttdef"><b>Definition:</b> mma_pipelined.h:132</div></div>
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<div class="ttc" id="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined_html_a0bbed549aeb0185a8486faa5fde22dd0"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined.html#a0bbed549aeb0185a8486faa5fde22dd0">cutlass::gemm::threadblock::MmaPipelined::SmemIteratorB</a></div><div class="ttdeci">SmemIteratorB_ SmemIteratorB</div><div class="ttdef"><b>Definition:</b> mma_pipelined.h:100</div></div>
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<div class="ttc" id="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined_html_aec92c64ede1c4233dac30d0b2ec9e394"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined.html#aec92c64ede1c4233dac30d0b2ec9e394">cutlass::gemm::threadblock::MmaPipelined::smem_iterator_B_</a></div><div class="ttdeci">SmemIteratorB smem_iterator_B_</div><div class="ttdoc">Iterator to write threadblock-scoped tile of B operand to shared memory. </div><div class="ttdef"><b>Definition:</b> mma_pipelined.h:135</div></div>
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<div class="ttc" id="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined_html_ac8dc63b0f3ced3d8f615b56678e26400"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined.html#ac8dc63b0f3ced3d8f615b56678e26400">cutlass::gemm::threadblock::MmaPipelined::MmaPipelined</a></div><div class="ttdeci">CUTLASS_DEVICE MmaPipelined(typename Base::SharedStorage &shared_storage, int thread_idx, int warp_idx, int lane_idx)</div><div class="ttdoc">Construct from tensor references. </div><div class="ttdef"><b>Definition:</b> mma_pipelined.h:141</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="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined_html_abbab0f268458143773b2654f48b54c1c"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined.html#abbab0f268458143773b2654f48b54c1c">cutlass::gemm::threadblock::MmaPipelined::TransformA</a></div><div class="ttdeci">TransformA_ TransformA</div><div class="ttdef"><b>Definition:</b> mma_pipelined.h:102</div></div>
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<div class="ttc" id="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined_html_abecfbe5eb8946865dc9bbf14a6fc8aff"><div class="ttname"><a href="classcutlass_1_1gemm_1_1threadblock_1_1MmaPipelined.html#abecfbe5eb8946865dc9bbf14a6fc8aff">cutlass::gemm::threadblock::MmaPipelined::Operator</a></div><div class="ttdeci">typename Policy::Operator Operator</div><div class="ttdoc">Warp-level Mma. </div><div class="ttdef"><b>Definition:</b> mma_pipelined.h:119</div></div>
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<div class="ttc" id="structcutlass_1_1gemm_1_1GemmShape_html_a9fcbaa4b47b83d0c8a09979ad5c98a1e"><div class="ttname"><a href="structcutlass_1_1gemm_1_1GemmShape.html#a9fcbaa4b47b83d0c8a09979ad5c98a1e">cutlass::gemm::GemmShape::kN</a></div><div class="ttdeci">static int const kN</div><div class="ttdef"><b>Definition:</b> include/cutlass/gemm/gemm.h:59</div></div>
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