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Neither the name of the copyright holder nor the names of its * contributors may be used to endorse or promote products derived from * this software without specific prior written permission. * * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE * DISCLAIMED. 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 Defines a GEMM with Reduction based on an existing UniversalGemm kernel. */ #pragma once #include "cutlass/cutlass.h" #include "cutlass/gemm/kernel/gemm_with_fused_epilogue.h" #include "cutlass/gemm/kernel/default_gemm_universal.h" #include "cutlass/epilogue/threadblock/default_epilogue_with_reduction.h" #include "cutlass/epilogue/threadblock/epilogue_with_reduction.h" ///////////////////////////////////////////////////////////////////////////////////////////////// namespace cutlass { namespace gemm { namespace kernel { ///////////////////////////////////////////////////////////////////////////////////////////////// template < /// Element type for A matrix operand typename ElementA_, /// Layout type for A matrix operand typename LayoutA_, /// Complex elementwise transformation on A operand ComplexTransform TransformA, /// Access granularity of A matrix in units of elements int kAlignmentA, /// Element type for B matrix operand typename ElementB_, /// Layout type for B matrix operand typename LayoutB_, /// Complex elementwise transformation on B operand ComplexTransform TransformB, /// Access granularity of B matrix in units of elements int kAlignmentB, /// Element type for C and D matrix operands typename ElementC_, /// Layout type for C and D matrix operands typename LayoutC_, /// Element type for internal accumulation typename ElementAccumulator, /// Operator class tag typename OperatorClass, /// Tag indicating architecture to tune for typename ArchTag, /// Threadblock-level tile size (concept: GemmShape) typename ThreadblockShape, /// Warp-level tile size (concept: GemmShape) typename WarpShape, /// Warp-level tile size (concept: GemmShape) typename InstructionShape, /// Epilogue output operator typename EpilogueOutputOp, /// Epilogue reduction operator typename EpilogueReductionOp, /// Threadblock-level swizzling operator typename ThreadblockSwizzle, /// Number of stages used in the pipelined mainloop int Stages, /// Operation performed by GEMM typename Operator, /// typename Enable = void > struct DefaultGemmWithReduction { using GemmBase = typename DefaultGemmUniversal< ElementA_, LayoutA_, TransformA, kAlignmentA, ElementB_, LayoutB_, TransformB, kAlignmentB, ElementC_, LayoutC_, ElementAccumulator, OperatorClass, ArchTag, ThreadblockShape, WarpShape, InstructionShape, EpilogueOutputOp, ThreadblockSwizzle, Stages, Operator, SharedMemoryClearOption::kClearLastStage >::GemmKernel; // Define epilogue using Epilogue = typename cutlass::epilogue::threadblock::DefaultEpilogueWithReductionTensorOp< typename GemmBase::Epilogue::Shape, typename GemmBase::Epilogue::WarpMmaOperator, GemmBase::Epilogue::kPartitionsK, ElementC_, EpilogueOutputOp, EpilogueReductionOp, GemmBase::Epilogue::kElementsPerAccess >::Epilogue; // Compose the GEMM kernel using GemmKernel = GemmWithFusedEpilogue< typename GemmBase::Mma, Epilogue, ThreadblockSwizzle >; }; ///////////////////////////////////////////////////////////////////////////////////////////////// /// Partial specialization: ArchTag = cutlass::arch::Sm70 /// /// template < /// Element type for A matrix operand typename ElementA_, /// Layout type for A matrix operand typename LayoutA_, /// Complex elementwise transformation on A operand ComplexTransform TransformA, /// Access granularity of A matrix in units of elements int kAlignmentA, /// Element type for B matrix operand typename ElementB_, /// Layout type for B matrix operand typename LayoutB_, /// Complex elementwise transformation on B operand ComplexTransform TransformB, /// Access granularity of B matrix in units of elements int kAlignmentB, /// Element type for C and D matrix operands typename ElementC_, /// Layout type for C and D matrix operands typename LayoutC_, /// Element type for internal accumulation typename ElementAccumulator, /// Operator class tag typename OperatorClass, /// Threadblock-level tile size (concept: GemmShape) typename ThreadblockShape, /// Warp-level tile size (concept: GemmShape) typename WarpShape, /// Warp-level tile size (concept: GemmShape) typename InstructionShape, /// Epilogue output operator typename EpilogueOutputOp, /// Epilogue reduction operator typename EpilogueReductionOp, /// Threadblock-level swizzling operator typename ThreadblockSwizzle, /// Number of stages used in the pipelined mainloop int Stages, /// Operation performed by GEMM typename Operator, /// typename Enable > struct DefaultGemmWithReduction< ElementA_, LayoutA_, TransformA, kAlignmentA, ElementB_, LayoutB_, TransformB, kAlignmentB, ElementC_, LayoutC_, ElementAccumulator, OperatorClass, cutlass::arch::Sm70, ThreadblockShape, WarpShape, InstructionShape, EpilogueOutputOp, EpilogueReductionOp, ThreadblockSwizzle, Stages, Operator, Enable > { using GemmBase = typename DefaultGemmUniversal< ElementA_, LayoutA_, TransformA, kAlignmentA, ElementB_, LayoutB_, TransformB, kAlignmentB, ElementC_, LayoutC_, ElementAccumulator, OperatorClass, cutlass::arch::Sm70, ThreadblockShape, WarpShape, InstructionShape, EpilogueOutputOp, ThreadblockSwizzle, Stages, Operator >::GemmKernel; // Define epilogue using Epilogue = typename cutlass::epilogue::threadblock::DefaultEpilogueWithReductionVoltaTensorOp< typename GemmBase::Epilogue::Shape, typename GemmBase::Epilogue::WarpMmaOperator, GemmBase::Epilogue::kPartitionsK, ElementC_, EpilogueOutputOp, EpilogueReductionOp, GemmBase::Epilogue::kElementsPerAccess >::Epilogue; // Compose the GEMM kernel using GemmKernel = GemmWithFusedEpilogue< typename GemmBase::Mma, Epilogue, ThreadblockSwizzle >; }; ///////////////////////////////////////////////////////////////////////////////////////////////// } // namespace kernel } // namespace gemm } // namespace cutlass /////////////////////////////////////////////////////////////////////////////////////////////////