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default_gemm_planar_complex_universal.h
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/***************************************************************************************************
* Copyright (c) 2017 - 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
* SPDX-License-Identifier: BSD-3-Clause
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions are met:
*
* 1. Redistributions of source code must retain the above copyright notice, this
* list of conditions and the following disclaimer.
*
* 2. Redistributions in binary form must reproduce the above copyright notice,
* this list of conditions and the following disclaimer in the documentation
* and/or other materials provided with the distribution.
*
* 3. 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
Default kernel-level GEMM definitions combine threadblock-scoped matrix multiply-add with
the appropriate threadblock-scoped epilogue.
Note, CUTLASS epilogues universally target row-major outputs. Column-major outputs are
accommodated by exchanging A and B operands and assuming transposed layouts. Partial
specializations here choose 'device::GemmTransposed' to implement this functionality.
*/
#pragma once
#include "cutlass/cutlass.h"
#include "cutlass/complex.h"
#include "cutlass/layout/matrix.h"
#include "cutlass/numeric_types.h"
#include "cutlass/gemm/kernel/gemm_planar_complex.h"
#include "cutlass/gemm/kernel/gemm_planar_complex_array.h"
#include "cutlass/gemm/kernel/default_gemm.h"
#include "cutlass/gemm/kernel/default_gemm_complex.h"
#include "cutlass/epilogue/threadblock/default_epilogue_planar_complex.h"
#include "cutlass/gemm/threadblock/default_mma_planar_complex_pipelined.h"
#include "cutlass/gemm/threadblock/default_mma_planar_complex_multistage.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,
/// Threadblock-level swizzling operator
typename ThreadblockSwizzle,
/// Number of stages used in the pipelined mainloop
int Stages,
/// Math operation performed by GEMM (e.g. arch::OpMultiplyAdd)
typename Operator,
/// Conditional enabling to switch between stages
typename Enable = void
>
struct DefaultGemmPlanarComplexUniversal;
/////////////////////////////////////////////////////////////////////////////////////////////////
/// Partial specialization for pipelined mainloop
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,
/// Threadblock-level swizzling operator
typename ThreadblockSwizzle,
/// Number of stages used in the pipelined mainloop
int Stages,
/// Operation performed by GEMM
typename Operator
>
struct DefaultGemmPlanarComplexUniversal<
ElementA,
LayoutA,
TransformA,
kAlignmentA,
ElementB,
LayoutB,
TransformB,
kAlignmentB,
ElementC,
LayoutC,
ElementAccumulator,
OperatorClass,
ArchTag,
ThreadblockShape,
WarpShape,
InstructionShape,
EpilogueOutputOp,
ThreadblockSwizzle,
Stages,
Operator,
typename platform::enable_if<(Stages <= 2)>::type
> {
/// Define planar complex valued variants instead
using Mma = typename gemm::threadblock::DefaultMmaPlanarComplexPipelined<
ElementA,
LayoutA,
kAlignmentA,
ElementB,
LayoutB,
kAlignmentB,
ElementAccumulator,
LayoutC,
OperatorClass,
ArchTag,
ThreadblockShape,
WarpShape,
InstructionShape,
Stages,
TransformA,
TransformB,
Operator
>::ThreadblockMma;
/// Planar complex epilogue
using Epilogue = typename epilogue::threadblock::DefaultEpiloguePlanarComplex<
ThreadblockShape,
typename Mma::Policy::Operator,
OperatorClass,
ArchTag,
ThreadblockShape::kK / WarpShape::kK,
EpilogueOutputOp,
EpilogueOutputOp::kCount
>::Epilogue;
/// Define the kernel in terms of the default kernel
using GemmKernel = kernel::GemmPlanarComplex<
Mma,
Epilogue,
ThreadblockSwizzle
>;
// Array variant
using GemmArrayKernel = kernel::GemmPlanarComplexArray<
Mma,
Epilogue,
ThreadblockSwizzle
>;
};
/////////////////////////////////////////////////////////////////////////////////////////////////
/// Partial specialization for multiple pipeline stages.
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,
/// Threadblock-level swizzling operator
typename ThreadblockSwizzle,
/// Number of stages used in the pipelined mainloop
int Stages,
/// Operation performed by GEMM
typename Operator
>
struct DefaultGemmPlanarComplexUniversal<
ElementA,
LayoutA,
TransformA,
kAlignmentA,
ElementB,
LayoutB,
TransformB,
kAlignmentB,
ElementC,
LayoutC,
ElementAccumulator,
OperatorClass,
ArchTag,
ThreadblockShape,
WarpShape,
InstructionShape,
EpilogueOutputOp,
ThreadblockSwizzle,
Stages,
Operator,
typename platform::enable_if<(Stages > 2)>::type
> {
/// Define planar complex valued variants instead
using Mma = typename gemm::threadblock::DefaultMmaPlanarComplexMultistage<
ElementA,
LayoutA,
kAlignmentA,
ElementB,
LayoutB,
kAlignmentB,
ElementAccumulator,
LayoutC,
OperatorClass,
ArchTag,
ThreadblockShape,
WarpShape,
InstructionShape,
Stages,
TransformA,
TransformB,
Operator
>::ThreadblockMma;
/// Planar complex epilogue
using Epilogue = typename epilogue::threadblock::DefaultEpiloguePlanarComplex<
ThreadblockShape,
typename Mma::Policy::Operator,
OperatorClass,
ArchTag,
ThreadblockShape::kK / WarpShape::kK,
EpilogueOutputOp,
EpilogueOutputOp::kCount
>::Epilogue;
/// Define the kernel in terms of the default kernel
using GemmKernel = kernel::GemmPlanarComplex<
Mma,
Epilogue,
ThreadblockSwizzle
>;
// Array variant
using GemmArrayKernel = kernel::GemmPlanarComplexArray<
Mma,
Epilogue,
ThreadblockSwizzle
>;
};
/////////////////////////////////////////////////////////////////////////////////////////////////
} // namespace kernel
} // namespace gemm
} // namespace cutlass
/////////////////////////////////////////////////////////////////////////////////////////////////