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/*! \file
  \brief 
    Defines a GEMM with Broadcast based on an existing UniversalGemm kernel.

*/

#pragma once

#include "cutlass/cutlass.h"

#include "cutlass/conv/kernel/default_deconv2d.h"
#include "cutlass/conv/kernel/implicit_gemm_convolution_with_fused_epilogue.h"

#include "cutlass/epilogue/threadblock/default_epilogue_with_broadcast.h"
#include "cutlass/epilogue/threadblock/epilogue_with_broadcast.h"

/////////////////////////////////////////////////////////////////////////////////////////////////

namespace cutlass {
namespace conv {
namespace kernel {

/////////////////////////////////////////////////////////////////////////////////////////////////

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::kStrided,
  /// Access granularity of A matrix in units of elements
  int AlignmentA = 128 / cutlass::sizeof_bits<ElementA>::value,
  /// Access granularity of B matrix in units of elements
  int AlignmentB = 128 / cutlass::sizeof_bits<ElementB>::value
>
struct DefaultDeconv2dWithBroadcast {

  using ImplicitGemmBase = typename DefaultDeconv2d<
    ElementA, LayoutA,
    ElementB, LayoutB,
    ElementC, LayoutC,
    ElementAccumulator,
    OperatorClass,
    ArchTag,
    ThreadblockShape,
    WarpShape,
    InstructionShape,
    EpilogueOutputOp,
    ThreadblockSwizzle,
    Stages,
    MathOperatorTag,
    IteratorAlgorithm,
    StrideSupport,
    AlignmentA,
    AlignmentB
  >::Kernel;

  // Define epilogue
  using Epilogue = typename cutlass::conv::kernel::detail::DefaultConvEpilogueWithBroadcastTensorOp<
    ArchTag,
    typename ImplicitGemmBase::Epilogue::Shape,
    typename ImplicitGemmBase::Epilogue::WarpMmaOperator,
    ImplicitGemmBase::Epilogue::kPartitionsK,
    ElementC,
    typename EpilogueOutputOp::ElementT,
    typename EpilogueOutputOp::ElementVector,
    EpilogueOutputOp,
    ImplicitGemmBase::Epilogue::kElementsPerAccess
  >::Epilogue;

  // Define the kernel
  using Kernel = cutlass::conv::kernel::ImplicitGemmConvolutionWithFusedEpilogue<
    typename ImplicitGemmBase::Mma,
    Epilogue,
    ThreadblockSwizzle,
    conv::Operator::kDeconv
  >;
};

/////////////////////////////////////////////////////////////////////////////////////////////////
//                            OpClassSimt convolutions
/////////////////////////////////////////////////////////////////////////////////////////////////
/// Defines a kernel for Deconv2d specialization,
/// 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::IteratorAlgorithm IteratorAlgorithm,
  int AlignmentA,
  int AlignmentB
>
struct DefaultDeconv2dWithBroadcast <
  ElementA,
  LayoutA,
  ElementB,
  LayoutB,
  ElementC,
  LayoutC,
  ElementAccumulator,
  arch::OpClassSimt,
  ArchTag,
  ThreadblockShape,
  WarpShape,
  InstructionShape,
  EpilogueOutputOp,
  ThreadblockSwizzle,
  Stages,
  MathOperatorTag,
  IteratorAlgorithm,
  conv::StrideSupport::kUnity,
  AlignmentA,
  AlignmentB
> {

  using ImplicitGemmBase = typename DefaultDeconv2d<
    ElementA, LayoutA,
    ElementB, LayoutB,
    ElementC, LayoutC,
    ElementAccumulator,
    arch::OpClassSimt,
    ArchTag,
    ThreadblockShape,
    WarpShape,
    InstructionShape,
    EpilogueOutputOp,
    ThreadblockSwizzle,
    Stages,
    MathOperatorTag,
    IteratorAlgorithm,
    conv::StrideSupport::kUnity,
    AlignmentA,
    AlignmentB
  >::Kernel;

  // Define epilogue
  using Epilogue = typename cutlass::conv::kernel::detail::DefaultConvEpilogueWithBroadcastSimt<
    ArchTag,
    typename ImplicitGemmBase::Epilogue::Shape,
    typename ImplicitGemmBase::Epilogue::WarpMmaOperator,
    ElementC,
    typename EpilogueOutputOp::ElementT,
    typename EpilogueOutputOp::ElementVector,
    EpilogueOutputOp,
    ImplicitGemmBase::Epilogue::kElementsPerAccess
  >::Epilogue;

  // Define the kernel
  using Kernel = cutlass::conv::kernel::ImplicitGemmConvolutionWithFusedEpilogue<
    typename ImplicitGemmBase::Mma,
    Epilogue,
    ThreadblockSwizzle,
    conv::Operator::kDeconv
  >;
};

/////////////////////////////////////////////////////////////////////////////////////////////////

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::IteratorAlgorithm IteratorAlgorithm,
  int AlignmentA,
  int AlignmentB
>
struct DefaultDeconv2dWithBroadcast <
  ElementA,
  LayoutA,
  ElementB,
  LayoutB,
  ElementC,
  LayoutC,
  ElementAccumulator,
  arch::OpClassSimt,
  ArchTag,
  ThreadblockShape,
  WarpShape,
  InstructionShape,
  EpilogueOutputOp,
  ThreadblockSwizzle,
  Stages,
  MathOperatorTag,
  IteratorAlgorithm,
  conv::StrideSupport::kStrided,
  AlignmentA,
  AlignmentB
> {

  using ImplicitGemmBase = typename DefaultDeconv2d<
    ElementA, LayoutA,
    ElementB, LayoutB,
    ElementC, LayoutC,
    ElementAccumulator,
    arch::OpClassSimt,
    ArchTag,
    ThreadblockShape,
    WarpShape,
    InstructionShape,
    EpilogueOutputOp,
    ThreadblockSwizzle,
    Stages,
    MathOperatorTag,
    IteratorAlgorithm,
    conv::StrideSupport::kStrided,
    AlignmentA,
    AlignmentB
  >::Kernel;

  // Define epilogue
  using Epilogue = typename cutlass::conv::kernel::detail::DefaultConvEpilogueWithBroadcastSimtStridedDgrad<
    ArchTag,
    typename ImplicitGemmBase::Epilogue::Shape,
    typename ImplicitGemmBase::Epilogue::WarpMmaOperator,
    ElementC,
    typename EpilogueOutputOp::ElementT,
    typename EpilogueOutputOp::ElementVector,
    EpilogueOutputOp,
    ImplicitGemmBase::Epilogue::kElementsPerAccess
  >::Epilogue;

  // Define the kernel
  using Kernel = cutlass::conv::kernel::ImplicitGemmConvolutionWithFusedEpilogue<
    typename ImplicitGemmBase::Mma,
    Epilogue,
    ThreadblockSwizzle,
    conv::Operator::kDeconv
  >;
};

/////////////////////////////////////////////////////////////////////////////////////////////////
}  // namespace kernel
}  // namespace conv
}  // namespace cutlass

/////////////////////////////////////////////////////////////////////////////////////////////////
