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IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE * FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL * DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR * SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER * CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, * OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. * **************************************************************************************************/ /*! \file \brief Default kernel-level implicit GEMM convolution definitions combine threadblock-scoped matrix multiply-add with the appropriate threadblock-scoped epilogue. */ #pragma once #include "cutlass/cutlass.h" #include "cutlass/conv/kernel/default_conv2d.h" #include "cutlass/conv/threadblock/conv3d_fprop_activation_tile_access_iterator_optimized.h" #include "cutlass/conv/threadblock/conv3d_fprop_filter_tile_access_iterator_optimized.h" #include "cutlass/conv/threadblock/conv3d_fprop_activation_tile_access_iterator_analytic.h" #include "cutlass/conv/threadblock/conv3d_fprop_filter_tile_access_iterator_analytic.h" ///////////////////////////////////////////////////////////////////////////////////////////////// namespace cutlass { namespace conv { namespace kernel { ///////////////////////////////////////////////////////////////////////////////////////////////// /// Defines a kernel for Conv3dFprop template < typename ElementA, typename LayoutA, typename ElementB, typename LayoutB, typename ElementC, typename LayoutC, typename ElementAccumulator, typename OperatorClass, typename ArchTag, typename ThreadblockShape, typename WarpShape, typename InstructionShape, typename EpilogueOutputOp, typename ThreadblockSwizzle, int Stages, typename MathOperatorTag, conv::IteratorAlgorithm IteratorAlgorithm = IteratorAlgorithm::kOptimized, conv::StrideSupport StrideSupport = StrideSupport::kUnity > struct DefaultConv3dFprop; ///////////////////////////////////////////////////////////////////////////////////////////////// /// Defines a kernel for Conv3dFprop specialization for Analytic Iterator Algorithm /// and 2 stage pipeline. template < typename ElementA, typename LayoutA, typename ElementB, typename LayoutB, typename ElementC, typename LayoutC, typename ElementAccumulator, typename ArchTag, typename ThreadblockShape, typename WarpShape, typename InstructionShape, typename EpilogueOutputOp, typename ThreadblockSwizzle, typename MathOperatorTag, conv::StrideSupport StrideSupport > struct DefaultConv3dFprop < ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, ElementAccumulator, arch::OpClassTensorOp, ArchTag, ThreadblockShape, WarpShape, InstructionShape, EpilogueOutputOp, ThreadblockSwizzle, 2, MathOperatorTag, IteratorAlgorithm::kAnalytic, StrideSupport > { // Define the core components from GEMM using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, layout::RowMajor, ElementB, layout::ColumnMajor, ElementAccumulator, layout::RowMajor, arch::OpClassTensorOp, 2, MathOperatorTag>; // Define iterators over tiles from the A operand using ThreadMapA = typename MmaCore::IteratorThreadMapA; using IteratorA = cutlass::conv::threadblock::TileIterator< cutlass::conv::threadblock::Conv3dFpropActivationTileAccessIteratorAnalytic< cutlass::MatrixShape, ElementA, ThreadMapA > >; using SmemIteratorA = typename MmaCore::SmemIteratorA; // Define iterators over tiles from the B operand using ThreadMapB = typename MmaCore::IteratorThreadMapB; using IteratorB = cutlass::conv::threadblock::TileIterator< cutlass::conv::threadblock::Conv3dFpropFilterTileAccessIteratorAnalytic< cutlass::MatrixShape, ElementB, ThreadMapB > >; using SmemIteratorB = typename MmaCore::SmemIteratorB; // Warp-level GEMM components using WarpMmaTensorOp = typename MmaCore::MmaTensorOp; using MmaPolicy = typename MmaCore::MmaPolicy; // Define the Mma using Mma = threadblock::ImplicitGemmPipelined< ThreadblockShape, IteratorA, SmemIteratorA, IteratorB, SmemIteratorB, ElementC, LayoutC, MmaPolicy >; // Define the epilogue using Epilogue = typename detail::DefaultConvEpilogue< ArchTag, ThreadblockShape, WarpMmaTensorOp, 1, EpilogueOutputOp >::Epilogue; // Define the kernel using Kernel = cutlass::conv::kernel::ImplicitGemmConvolution< Mma, Epilogue, ThreadblockSwizzle, conv::Operator::kFprop, Conv3dProblemSize >; }; ///////////////////////////////////////////////////////////////////////////////////////////////// /// Defines a kernel for Conv3dFprop specialization for Analytic IteratorAlgorithm and multistage // pipeline. template < typename ElementA, typename LayoutA, typename ElementB, typename LayoutB, typename ElementC, typename LayoutC, typename ElementAccumulator, typename ArchTag, typename ThreadblockShape, typename WarpShape, typename InstructionShape, typename EpilogueOutputOp, typename ThreadblockSwizzle, int Stages, typename MathOperatorTag, conv::StrideSupport StrideSupport > struct DefaultConv3dFprop < ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, ElementAccumulator, arch::OpClassTensorOp, ArchTag, ThreadblockShape, WarpShape, InstructionShape, EpilogueOutputOp, ThreadblockSwizzle, Stages, MathOperatorTag, IteratorAlgorithm::kAnalytic, StrideSupport > { // Define the core components from GEMM using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, layout::RowMajor, ElementB, layout::ColumnMajor, ElementAccumulator, layout::RowMajor, arch::OpClassTensorOp, Stages, MathOperatorTag>; // Define iterators over tiles from the A operand using ThreadMapA = typename MmaCore::IteratorThreadMapA; using IteratorA = cutlass::conv::threadblock::Conv3dFpropActivationTileAccessIteratorAnalytic< cutlass::MatrixShape, ElementA, ThreadMapA >; using SmemIteratorA = typename MmaCore::SmemIteratorA; // Define iterators over tiles from the B operand using ThreadMapB = typename MmaCore::IteratorThreadMapB; using IteratorB = cutlass::conv::threadblock::Conv3dFpropFilterTileAccessIteratorAnalytic< cutlass::MatrixShape, ElementB, ThreadMapB >; using SmemIteratorB = typename MmaCore::SmemIteratorB; // Warp-level GEMM components using WarpMmaTensorOp = typename MmaCore::MmaTensorOp; using MmaPolicy = typename MmaCore::MmaPolicy; // Define the Mma using Mma = threadblock::ImplicitGemmMultistage< ThreadblockShape, IteratorA, SmemIteratorA, arch::CacheOperation::Always, IteratorB, SmemIteratorB, arch::CacheOperation::Global, MmaPolicy, Stages >; // Define the epilogue using Epilogue = typename epilogue::threadblock::DefaultEpilogueTensorOp< ThreadblockShape, WarpMmaTensorOp, 1, EpilogueOutputOp, EpilogueOutputOp::kCount >::Epilogue; // Define the kernel using Kernel = cutlass::conv::kernel::ImplicitGemmConvolution< Mma, Epilogue, ThreadblockSwizzle, conv::Operator::kFprop, Conv3dProblemSize >; }; ///////////////////////////////////////////////////////////////////////////////////////////////// /// Defines a kernel for Conv3dFprop specialization for Optimized Iterator Algorithm /// and 2 stage pipeline. template < typename ElementA, typename LayoutA, typename ElementB, typename LayoutB, typename ElementC, typename LayoutC, typename ElementAccumulator, typename ArchTag, typename ThreadblockShape, typename WarpShape, typename InstructionShape, typename EpilogueOutputOp, typename ThreadblockSwizzle, typename MathOperatorTag, conv::StrideSupport StrideSupport > struct DefaultConv3dFprop < ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, ElementAccumulator, arch::OpClassTensorOp, ArchTag, ThreadblockShape, WarpShape, InstructionShape, EpilogueOutputOp, ThreadblockSwizzle, 2, MathOperatorTag, IteratorAlgorithm::kOptimized, StrideSupport > { // Define the core components from GEMM using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, layout::RowMajor, ElementB, layout::ColumnMajor, ElementAccumulator, layout::RowMajor, arch::OpClassTensorOp, 2, MathOperatorTag>; // Define iterators over tiles from the A operand using ThreadMapA = typename MmaCore::IteratorThreadMapA; using IteratorA = cutlass::conv::threadblock::TileIterator< cutlass::conv::threadblock::Conv3dFpropActivationTileAccessIteratorOptimized< cutlass::MatrixShape, ElementA, LayoutA, ThreadMapA > >; using SmemIteratorA = typename MmaCore::SmemIteratorA; // Define iterators over tiles from the B operand using ThreadMapB = typename MmaCore::IteratorThreadMapB; using IteratorB = cutlass::conv::threadblock::TileIterator< cutlass::conv::threadblock::Conv3dFpropFilterTileAccessIteratorOptimized< cutlass::MatrixShape, ElementB, LayoutB, ThreadMapB > >; using SmemIteratorB = typename MmaCore::SmemIteratorB; // Warp-level GEMM components using WarpMmaTensorOp = typename MmaCore::MmaTensorOp; using MmaPolicy = typename MmaCore::MmaPolicy; // Define the Mma using Mma = threadblock::ImplicitGemmPipelined< ThreadblockShape, IteratorA, SmemIteratorA, IteratorB, SmemIteratorB, ElementC, LayoutC, MmaPolicy >; // Define the epilogue using Epilogue = typename detail::DefaultConvEpilogue< ArchTag, ThreadblockShape, WarpMmaTensorOp, 1, EpilogueOutputOp >::Epilogue; // Define the kernel using Kernel = cutlass::conv::kernel::ImplicitGemmConvolution< Mma, Epilogue, ThreadblockSwizzle, conv::Operator::kFprop, Conv3dProblemSize >; }; ///////////////////////////////////////////////////////////////////////////////////////////////// /// Defines a kernel for Conv3dFprop specialization for Optimized IteratorAlgorithm and multistage // pipeline. template < typename ElementA, typename LayoutA, typename ElementB, typename LayoutB, typename ElementC, typename LayoutC, typename ElementAccumulator, typename ArchTag, typename ThreadblockShape, typename WarpShape, typename InstructionShape, typename EpilogueOutputOp, typename ThreadblockSwizzle, int Stages, typename MathOperatorTag, conv::StrideSupport StrideSupport > struct DefaultConv3dFprop < ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, ElementAccumulator, arch::OpClassTensorOp, ArchTag, ThreadblockShape, WarpShape, InstructionShape, EpilogueOutputOp, ThreadblockSwizzle, Stages, MathOperatorTag, IteratorAlgorithm::kOptimized, StrideSupport > { // Define the core components from GEMM using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, layout::RowMajor, ElementB, layout::ColumnMajor, ElementAccumulator, layout::RowMajor, arch::OpClassTensorOp, Stages, MathOperatorTag>; // Define iterators over tiles from the A operand using ThreadMapA = typename MmaCore::IteratorThreadMapA; using IteratorA = cutlass::conv::threadblock::Conv3dFpropActivationTileAccessIteratorOptimized< cutlass::MatrixShape, ElementA, LayoutA, ThreadMapA >; using SmemIteratorA = typename MmaCore::SmemIteratorA; // Define iterators over tiles from the B operand using ThreadMapB = typename MmaCore::IteratorThreadMapB; using IteratorB = cutlass::conv::threadblock::Conv3dFpropFilterTileAccessIteratorOptimized< cutlass::MatrixShape, ElementB, LayoutB, ThreadMapB >; using SmemIteratorB = typename MmaCore::SmemIteratorB; // Warp-level GEMM components using WarpMmaTensorOp = typename MmaCore::MmaTensorOp; using MmaPolicy = typename MmaCore::MmaPolicy; // Define the Mma using Mma = threadblock::ImplicitGemmMultistage< ThreadblockShape, IteratorA, SmemIteratorA, arch::CacheOperation::Always, IteratorB, SmemIteratorB, arch::CacheOperation::Global, MmaPolicy, Stages >; // Define the epilogue using Epilogue = typename epilogue::threadblock::DefaultEpilogueTensorOp< ThreadblockShape, WarpMmaTensorOp, 1, EpilogueOutputOp, EpilogueOutputOp::kCount, false, layout::NoPermute, StrideSupport, 5 >::Epilogue; // Define the kernel using Kernel = cutlass::conv::kernel::ImplicitGemmConvolution< Mma, Epilogue, ThreadblockSwizzle, conv::Operator::kFprop, Conv3dProblemSize >; }; ///////////////////////////////////////////////////////////////////////////////////////////////// // OpClassSimt convolutions ///////////////////////////////////////////////////////////////////////////////////////////////// /// Defines a kernel for Conv3dFprop specialization for Analytic IteratorAlgorithm, /// multi-stage pipeline, and FFMA-based mainloop for SM80 template < typename ElementA, typename LayoutA, typename ElementB, typename LayoutB, typename ElementC, typename LayoutC, typename ElementAccumulator, typename ArchTag, typename ThreadblockShape, typename WarpShape, typename InstructionShape, typename EpilogueOutputOp, typename ThreadblockSwizzle, int Stages, typename MathOperatorTag, conv::StrideSupport StrideSupport > struct DefaultConv3dFprop < ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, ElementAccumulator, arch::OpClassSimt, ArchTag, ThreadblockShape, WarpShape, InstructionShape, EpilogueOutputOp, ThreadblockSwizzle, Stages, MathOperatorTag, IteratorAlgorithm::kAnalytic, StrideSupport > { // Define the core components from GEMM using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, layout::RowMajor, ElementB, layout::ColumnMajor, ElementAccumulator, layout::RowMajor, arch::OpClassSimt, Stages, MathOperatorTag>; // Define iterators over tiles from the A operand using ThreadMapA = typename MmaCore::IteratorThreadMapA; using IteratorA = cutlass::conv::threadblock::Conv3dFpropActivationTileAccessIteratorAnalytic< cutlass::MatrixShape, ElementA, ThreadMapA >; using SmemIteratorA = typename MmaCore::SmemIteratorA; // Define iterators over tiles from the B operand using ThreadMapB = typename MmaCore::IteratorThreadMapB; using IteratorB = cutlass::conv::threadblock::Conv3dFpropFilterTileAccessIteratorAnalytic< cutlass::MatrixShape, ElementB, ThreadMapB >; using SmemIteratorB = typename MmaCore::SmemIteratorB; // Warp-level GEMM components using WarpMmaSimtOp = typename MmaCore::MmaWarpSimt; using MmaPolicy = typename MmaCore::MmaPolicy; // Define the Mma using Mma = threadblock::ImplicitGemmMultistage< ThreadblockShape, IteratorA, SmemIteratorA, arch::CacheOperation::Always, IteratorB, SmemIteratorB, arch::CacheOperation::Always, MmaPolicy, Stages >; // Define the epilogue using Epilogue = typename epilogue::threadblock::DefaultEpilogueSimt< ThreadblockShape, WarpMmaSimtOp, EpilogueOutputOp, EpilogueOutputOp::kCount, false, layout::NoPermute, StrideSupport, 5 >::Epilogue; // Define the kernel using Kernel = cutlass::conv::kernel::ImplicitGemmConvolution< Mma, Epilogue, ThreadblockSwizzle, conv::Operator::kFprop, Conv3dProblemSize >; }; ///////////////////////////////////////////////////////////////////////////////////////////////// /// Defines a kernel for Conv3dFprop specialization for Optimized IteratorAlgorithm, /// multi-stage pipeline, and FFMA-based mainloop for SM80 template < typename ElementA, typename LayoutA, typename ElementB, typename LayoutB, typename ElementC, typename LayoutC, typename ElementAccumulator, typename ArchTag, typename ThreadblockShape, typename WarpShape, typename InstructionShape, typename EpilogueOutputOp, typename ThreadblockSwizzle, int Stages, typename MathOperatorTag, conv::StrideSupport StrideSupport > struct DefaultConv3dFprop < ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, ElementAccumulator, arch::OpClassSimt, ArchTag, ThreadblockShape, WarpShape, InstructionShape, EpilogueOutputOp, ThreadblockSwizzle, Stages, MathOperatorTag, IteratorAlgorithm::kOptimized, StrideSupport > { // Define the core components from GEMM using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, layout::RowMajor, ElementB, layout::ColumnMajor, ElementAccumulator, layout::RowMajor, arch::OpClassSimt, Stages, MathOperatorTag>; // Define iterators over tiles from the A operand using ThreadMapA = typename MmaCore::IteratorThreadMapA; using IteratorA = cutlass::conv::threadblock::Conv3dFpropActivationTileAccessIteratorOptimized< cutlass::MatrixShape, ElementA, LayoutA, ThreadMapA >; using SmemIteratorA = typename MmaCore::SmemIteratorA; // Define iterators over tiles from the B operand using ThreadMapB = typename MmaCore::IteratorThreadMapB; using IteratorB = cutlass::conv::threadblock::Conv3dFpropFilterTileAccessIteratorOptimized< cutlass::MatrixShape, ElementB, LayoutB, ThreadMapB >; using SmemIteratorB = typename MmaCore::SmemIteratorB; // Warp-level GEMM components using WarpMmaSimtOp = typename MmaCore::MmaWarpSimt; using MmaPolicy = typename MmaCore::MmaPolicy; // Define the Mma using Mma = threadblock::ImplicitGemmMultistage< ThreadblockShape, IteratorA, SmemIteratorA, arch::CacheOperation::Always, IteratorB, SmemIteratorB, arch::CacheOperation::Always, MmaPolicy, Stages >; // Define the epilogue using Epilogue = typename epilogue::threadblock::DefaultEpilogueSimt< ThreadblockShape, WarpMmaSimtOp, EpilogueOutputOp, EpilogueOutputOp::kCount, false, layout::NoPermute, StrideSupport, 5 >::Epilogue; // Define the kernel using Kernel = cutlass::conv::kernel::ImplicitGemmConvolution< Mma, Epilogue, ThreadblockSwizzle, conv::Operator::kFprop, Conv3dProblemSize >; }; ///////////////////////////////////////////////////////////////////////////////////////////////// /// Defines a kernel for Conv3dFprop specialization for Analytic IteratorAlgorithm, /// 2 stage pipeline, and FFMA-based mainloop for SM50 template < typename ElementA, typename LayoutA, typename ElementB, typename LayoutB, typename ElementC, typename LayoutC, typename ElementAccumulator, typename ArchTag, typename ThreadblockShape, typename WarpShape, typename InstructionShape, typename EpilogueOutputOp, typename ThreadblockSwizzle, typename MathOperatorTag, conv::StrideSupport StrideSupport > struct DefaultConv3dFprop < ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, ElementAccumulator, arch::OpClassSimt, ArchTag, ThreadblockShape, WarpShape, InstructionShape, EpilogueOutputOp, ThreadblockSwizzle, 2, MathOperatorTag, IteratorAlgorithm::kAnalytic, StrideSupport > { // Define the core components from GEMM using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, layout::RowMajor, ElementB, layout::ColumnMajor, ElementAccumulator, layout::RowMajor, arch::OpClassSimt, 2, MathOperatorTag>; // Define iterators over tiles from the A operand using ThreadMapA = typename MmaCore::IteratorThreadMapA; using IteratorA = cutlass::conv::threadblock::TileIterator< cutlass::conv::threadblock::Conv3dFpropActivationTileAccessIteratorAnalytic< cutlass::MatrixShape, ElementA, ThreadMapA > >; using SmemIteratorA = typename MmaCore::SmemIteratorA; // Define iterators over tiles from the B operand using ThreadMapB = typename MmaCore::IteratorThreadMapB; using IteratorB = cutlass::conv::threadblock::TileIterator< cutlass::conv::threadblock::Conv3dFpropFilterTileAccessIteratorAnalytic< cutlass::MatrixShape, ElementB, ThreadMapB > >; using SmemIteratorB = typename MmaCore::SmemIteratorB; // Warp-level GEMM components using WarpMmaSimtOp = typename MmaCore::MmaWarpSimt; using MmaPolicy = typename MmaCore::MmaPolicy; // Define the Mma using Mma = threadblock::ImplicitGemmPipelined< ThreadblockShape, IteratorA, SmemIteratorA, IteratorB, SmemIteratorB, ElementC, LayoutC, MmaPolicy >; // Define the epilogue using Epilogue = typename epilogue::threadblock::DefaultEpilogueSimt< ThreadblockShape, WarpMmaSimtOp, EpilogueOutputOp, EpilogueOutputOp::kCount, false, layout::NoPermute, StrideSupport, 5 >::Epilogue; // Define the kernel using Kernel = cutlass::conv::kernel::ImplicitGemmConvolution< Mma, Epilogue, ThreadblockSwizzle, conv::Operator::kFprop, Conv3dProblemSize >; }; ///////////////////////////////////////////////////////////////////////////////////////////////// /// Defines a kernel for Conv3dFprop specialization for Optimized IteratorAlgorithm, /// 2 stage pipeline, and FFMA-based mainloop for SM50 template < typename ElementA, typename LayoutA, typename ElementB, typename LayoutB, typename ElementC, typename LayoutC, typename ElementAccumulator, typename ArchTag, typename ThreadblockShape, typename WarpShape, typename InstructionShape, typename EpilogueOutputOp, typename ThreadblockSwizzle, typename MathOperatorTag, conv::StrideSupport StrideSupport > struct DefaultConv3dFprop < ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, ElementAccumulator, arch::OpClassSimt, ArchTag, ThreadblockShape, WarpShape, InstructionShape, EpilogueOutputOp, ThreadblockSwizzle, 2, MathOperatorTag, IteratorAlgorithm::kOptimized, StrideSupport > { // Define the core components from GEMM using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, layout::RowMajor, ElementB, layout::ColumnMajor, ElementAccumulator, layout::RowMajor, arch::OpClassSimt, 2, MathOperatorTag>; // Define iterators over tiles from the A operand using ThreadMapA = typename MmaCore::IteratorThreadMapA; using IteratorA = cutlass::conv::threadblock::TileIterator< cutlass::conv::threadblock::Conv3dFpropActivationTileAccessIteratorOptimized< cutlass::MatrixShape, ElementA, LayoutA, ThreadMapA > >; using SmemIteratorA = typename MmaCore::SmemIteratorA; // Define iterators over tiles from the B operand using ThreadMapB = typename MmaCore::IteratorThreadMapB; using IteratorB = cutlass::conv::threadblock::TileIterator< cutlass::conv::threadblock::Conv3dFpropFilterTileAccessIteratorOptimized< cutlass::MatrixShape, ElementB, LayoutB, ThreadMapB > >; using SmemIteratorB = typename MmaCore::SmemIteratorB; // Warp-level GEMM components using WarpMmaSimtOp = typename MmaCore::MmaWarpSimt; using MmaPolicy = typename MmaCore::MmaPolicy; // Define the Mma using Mma = threadblock::ImplicitGemmPipelined< ThreadblockShape, IteratorA, SmemIteratorA, IteratorB, SmemIteratorB, ElementC, LayoutC, MmaPolicy >; // Define the epilogue using Epilogue = typename epilogue::threadblock::DefaultEpilogueSimt< ThreadblockShape, WarpMmaSimtOp, EpilogueOutputOp, EpilogueOutputOp::kCount, false, layout::NoPermute, StrideSupport, 5 >::Epilogue; // Define the kernel using Kernel = cutlass::conv::kernel::ImplicitGemmConvolution< Mma, Epilogue, ThreadblockSwizzle, conv::Operator::kFprop, Conv3dProblemSize >; }; ///////////////////////////////////////////////////////////////////////////////////////////////// } // namespace kernel } // namespace conv } // namespace cutlass /////////////////////////////////////////////////////////////////////////////////////////////////