sm90_gemm_s8_s8_s8_tensor_op_s32.cu

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/*! \file
    \brief Tests for device-wide GEMM interface
*/

#include <iostream>

#include "cutlass/cutlass.h"
#include "cute/tensor.hpp"
#include "cute/atom/mma_atom.hpp"

#include "cutlass/numeric_types.h"

#include "cutlass/gemm/device/gemm_universal_adapter.h"
#include "cutlass/gemm/kernel/gemm_universal.hpp"
#include "cutlass/gemm/collective/collective_builder.hpp"
#include "cutlass/epilogue/collective/collective_builder.hpp"
#include "cutlass/epilogue/collective/default_epilogue.hpp"
#include "cutlass/epilogue/thread/linear_combination.h"

#include "../../common/cutlass_unit_test.h"

#include "gemm_testbed_3x.hpp"

#if defined(CUTLASS_ARCH_MMA_SM90_SUPPORTED)

using namespace cute;

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

TEST(SM90_Device_Gemm_s8t_s8n_s8n_tensor_op_gmma_s32, 64x128x128) {
  using LayoutA = cutlass::layout::RowMajor;
  using LayoutB = cutlass::layout::ColumnMajor;
  using LayoutC = cutlass::layout::ColumnMajor;

  using CollectiveOp = typename cutlass::gemm::collective::CollectiveBuilder<
      cutlass::arch::Sm90, cutlass::arch::OpClassTensorOp,
      int8_t, LayoutA, 16,
      int8_t, LayoutB, 16,
      int32_t,
      Shape<_64,_128,_128>, Shape<_1,_1,_1>,
      cutlass::gemm::collective::StageCountAuto,
      cutlass::gemm::collective::KernelScheduleAuto
    >::CollectiveOp;

  using CollectiveEpilogue = typename cutlass::epilogue::collective::CollectiveBuilder<
      cutlass::arch::Sm90, cutlass::arch::OpClassTensorOp,
      Shape<_64,_128,_128>, Shape<_1,_1,_1>,
      cutlass::epilogue::collective::EpilogueTileAuto,
      int32_t, int32_t,
      int8_t, LayoutC, 16,
      int8_t, LayoutC, 16,
      cutlass::epilogue::collective::EpilogueScheduleAuto
    >::CollectiveOp;

  using GemmKernel = cutlass::gemm::kernel::GemmUniversal<
      Shape<int,int,int,int>,
      CollectiveOp,
      CollectiveEpilogue
  >;

  using Gemm = cutlass::gemm::device::GemmUniversalAdapter<GemmKernel>;
  EXPECT_TRUE(test::gemm::device::TestAll<Gemm>());
}

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

TEST(SM90_Device_Gemm_s8t_s8n_s8n_tensor_op_gmma_s32, 64x128x128_1x2x1) {
  using LayoutA = cutlass::layout::RowMajor;
  using LayoutB = cutlass::layout::ColumnMajor;
  using LayoutC = cutlass::layout::ColumnMajor;

  using CollectiveOp = typename cutlass::gemm::collective::CollectiveBuilder<
      cutlass::arch::Sm90, cutlass::arch::OpClassTensorOp,
      int8_t, LayoutA, 16,
      int8_t, LayoutB, 16,
      int32_t,
      Shape<_64,_128,_128>, Shape<_1,_2,_1>,
      cutlass::gemm::collective::StageCountAuto,
      cutlass::gemm::collective::KernelScheduleAuto
    >::CollectiveOp;

  using CollectiveEpilogue = typename cutlass::epilogue::collective::CollectiveBuilder<
      cutlass::arch::Sm90, cutlass::arch::OpClassTensorOp,
      Shape<_64,_128,_128>, Shape<_1,_1,_1>,
      cutlass::epilogue::collective::EpilogueTileAuto,
      int32_t, int32_t,
      int8_t, LayoutC, 16,
      int8_t, LayoutC, 16,
      cutlass::epilogue::collective::EpilogueScheduleAuto
    >::CollectiveOp;

  using GemmKernel = cutlass::gemm::kernel::GemmUniversal<
      Shape<int,int,int,int>,
      CollectiveOp,
      CollectiveEpilogue
  >;

  using Gemm = cutlass::gemm::device::GemmUniversalAdapter<GemmKernel>;
  EXPECT_TRUE(test::gemm::device::TestAll<Gemm>());
}

TEST(SM90_Device_Gemm_s8t_s8n_s8n_tensor_op_gmma_s32, 128x128x128) {
  using LayoutA = cutlass::layout::RowMajor;
  using LayoutB = cutlass::layout::ColumnMajor;
  using LayoutC = cutlass::layout::ColumnMajor;

  using CollectiveOp = typename cutlass::gemm::collective::CollectiveBuilder<
      cutlass::arch::Sm90, cutlass::arch::OpClassTensorOp,
      int8_t, LayoutA, 16,
      int8_t, LayoutB, 16,
      int32_t,
      Shape<_128,_128,_128>, Shape<_1,_1,_1>,
      cutlass::gemm::collective::StageCountAuto,
      cutlass::gemm::collective::KernelScheduleAuto
    >::CollectiveOp;

  using CollectiveEpilogue = typename cutlass::epilogue::collective::CollectiveBuilder<
      cutlass::arch::Sm90, cutlass::arch::OpClassTensorOp,
      Shape<_128,_128,_128>, Shape<_1,_1,_1>,
      cutlass::epilogue::collective::EpilogueTileAuto,
      int32_t, int32_t,
      int8_t, LayoutC, 16,
      int8_t, LayoutC, 16,
      cutlass::epilogue::collective::EpilogueScheduleAuto
    >::CollectiveOp;

  using GemmKernel = cutlass::gemm::kernel::GemmUniversal<
      Shape<int,int,int,int>,
      CollectiveOp,
      CollectiveEpilogue
  >;

  using Gemm = cutlass::gemm::device::GemmUniversalAdapter<GemmKernel>;
  EXPECT_TRUE(test::gemm::device::TestAll<Gemm>());
}

TEST(SM90_Device_Gemm_s8t_s8n_s8n_tensor_op_gmma_s32, 128x128x128_1x2x1) {
  using LayoutA = cutlass::layout::RowMajor;
  using LayoutB = cutlass::layout::ColumnMajor;
  using LayoutC = cutlass::layout::ColumnMajor;

  using CollectiveOp = typename cutlass::gemm::collective::CollectiveBuilder<
      cutlass::arch::Sm90, cutlass::arch::OpClassTensorOp,
      int8_t, LayoutA, 16,
      int8_t, LayoutB, 16,
      int32_t,
      Shape<_128,_128,_128>, Shape<_1,_2,_1>,
      cutlass::gemm::collective::StageCountAuto,
      cutlass::gemm::collective::KernelScheduleAuto
    >::CollectiveOp;

  using CollectiveEpilogue = typename cutlass::epilogue::collective::CollectiveBuilder<
      cutlass::arch::Sm90, cutlass::arch::OpClassTensorOp,
      Shape<_128,_128,_128>, Shape<_1,_1,_1>,
      cutlass::epilogue::collective::EpilogueTileAuto,
      int32_t, int32_t,
      int8_t, LayoutC, 16,
      int8_t, LayoutC, 16,
      cutlass::epilogue::collective::EpilogueScheduleAuto
    >::CollectiveOp;

  using GemmKernel = cutlass::gemm::kernel::GemmUniversal<
      Shape<int,int,int,int>,
      CollectiveOp,
      CollectiveEpilogue
  >;

  using Gemm = cutlass::gemm::device::GemmUniversalAdapter<GemmKernel>;
  EXPECT_TRUE(test::gemm::device::TestAll<Gemm>());
}

TEST(SM90_Device_Gemm_s8t_s8n_s8n_tensor_op_gmma_s32, 128x128x128_2x1x1) {
  using LayoutA = cutlass::layout::RowMajor;
  using LayoutB = cutlass::layout::ColumnMajor;
  using LayoutC = cutlass::layout::ColumnMajor;

  using CollectiveOp = typename cutlass::gemm::collective::CollectiveBuilder<
      cutlass::arch::Sm90, cutlass::arch::OpClassTensorOp,
      int8_t, LayoutA, 16,
      int8_t, LayoutB, 16,
      int32_t,
      Shape<_128,_128,_128>, Shape<_2,_1,_1>,
      cutlass::gemm::collective::StageCountAuto,
      cutlass::gemm::collective::KernelScheduleAuto
    >::CollectiveOp;

  using CollectiveEpilogue = typename cutlass::epilogue::collective::CollectiveBuilder<
      cutlass::arch::Sm90, cutlass::arch::OpClassTensorOp,
      Shape<_128,_128,_128>, Shape<_1,_1,_1>,
      cutlass::epilogue::collective::EpilogueTileAuto,
      int32_t, int32_t,
      int8_t, LayoutC, 16,
      int8_t, LayoutC, 16,
      cutlass::epilogue::collective::EpilogueScheduleAuto
    >::CollectiveOp;

  using GemmKernel = cutlass::gemm::kernel::GemmUniversal<
      Shape<int,int,int,int>,
      CollectiveOp,
      CollectiveEpilogue
  >;

  using Gemm = cutlass::gemm::device::GemmUniversalAdapter<GemmKernel>;
  EXPECT_TRUE(test::gemm::device::TestAll<Gemm>());
}

TEST(SM90_Device_Gemm_s8t_s8n_s8n_tensor_op_gmma_s32, 128x128x128_2x2x1) {
  using LayoutA = cutlass::layout::RowMajor;
  using LayoutB = cutlass::layout::ColumnMajor;
  using LayoutC = cutlass::layout::ColumnMajor;

  using CollectiveOp = typename cutlass::gemm::collective::CollectiveBuilder<
      cutlass::arch::Sm90, cutlass::arch::OpClassTensorOp,
      int8_t, LayoutA, 16,
      int8_t, LayoutB, 16,
      int32_t,
      Shape<_128,_128,_128>, Shape<_2,_2,_1>,
      cutlass::gemm::collective::StageCountAuto,
      cutlass::gemm::collective::KernelScheduleAuto
    >::CollectiveOp;

  using CollectiveEpilogue = typename cutlass::epilogue::collective::CollectiveBuilder<
      cutlass::arch::Sm90, cutlass::arch::OpClassTensorOp,
      Shape<_128,_128,_128>, Shape<_1,_1,_1>,
      cutlass::epilogue::collective::EpilogueTileAuto,
      int32_t, int32_t,
      int8_t, LayoutC, 16,
      int8_t, LayoutC, 16,
      cutlass::epilogue::collective::EpilogueScheduleAuto
    >::CollectiveOp;

  using GemmKernel = cutlass::gemm::kernel::GemmUniversal<
      Shape<int,int,int,int>,
      CollectiveOp,
      CollectiveEpilogue
  >;

  using Gemm = cutlass::gemm::device::GemmUniversalAdapter<GemmKernel>;
  EXPECT_TRUE(test::gemm::device::TestAll<Gemm>());
}

TEST(SM90_Device_Gemm_s8t_s8n_s8n_tensor_op_gmma_s32_pingpong_epilogue, 64x128x128) {
  using LayoutA = cutlass::layout::RowMajor;
  using LayoutB = cutlass::layout::ColumnMajor;
  using LayoutC = cutlass::layout::ColumnMajor;

  using CollectiveEpilogue = typename cutlass::epilogue::collective::CollectiveBuilder<
      cutlass::arch::Sm90, cutlass::arch::OpClassTensorOp,
      Shape<_64,_128,_128>, Shape<_1,_1,_1>,
      cutlass::epilogue::collective::EpilogueTileAuto,
      int32_t, int32_t,
      int8_t, LayoutC, 16,
      int8_t, LayoutC, 16,
      cutlass::epilogue::TmaWarpSpecialized
    >::CollectiveOp;

  using CollectiveOp = typename cutlass::gemm::collective::CollectiveBuilder<
      cutlass::arch::Sm90, cutlass::arch::OpClassTensorOp,
      int8_t, LayoutA, 16,
      int8_t, LayoutB, 16,
      int32_t,
      Shape<_64,_128,_128>, Shape<_1,_1,_1>,
      cutlass::gemm::collective::StageCountAutoCarveout<static_cast<int>(sizeof(typename CollectiveEpilogue::SharedStorage))>,
      cutlass::gemm::KernelTmaWarpSpecializedPingpong
    >::CollectiveOp;


  using GemmKernel = cutlass::gemm::kernel::GemmUniversal<
      Shape<int,int,int,int>,
      CollectiveOp,
      CollectiveEpilogue
  >;

  using Gemm = cutlass::gemm::device::GemmUniversalAdapter<GemmKernel>;
  EXPECT_TRUE(test::gemm::device::TestAll<Gemm>());
}

TEST(SM90_Device_Gemm_s8t_s8n_s8t_tensor_op_gmma_s32_pingpong_epilogue, 64x128x128) {
  using LayoutA = cutlass::layout::RowMajor;
  using LayoutB = cutlass::layout::ColumnMajor;
  using LayoutC = cutlass::layout::RowMajor;

  using CollectiveEpilogue = typename cutlass::epilogue::collective::CollectiveBuilder<
      cutlass::arch::Sm90, cutlass::arch::OpClassTensorOp,
      Shape<_64,_128,_128>, Shape<_1,_1,_1>,
      cutlass::epilogue::collective::EpilogueTileAuto,
      int32_t, int32_t,
      int8_t, LayoutC, 16,
      int8_t, LayoutC, 16,
      cutlass::epilogue::TmaWarpSpecialized
    >::CollectiveOp;

  using CollectiveOp = typename cutlass::gemm::collective::CollectiveBuilder<
      cutlass::arch::Sm90, cutlass::arch::OpClassTensorOp,
      int8_t, LayoutA, 16,
      int8_t, LayoutB, 16,
      int32_t,
      Shape<_64,_128,_128>, Shape<_1,_1,_1>,
      cutlass::gemm::collective::StageCountAutoCarveout<static_cast<int>(sizeof(typename CollectiveEpilogue::SharedStorage))>,
      cutlass::gemm::KernelTmaWarpSpecializedPingpong
    >::CollectiveOp;


  using GemmKernel = cutlass::gemm::kernel::GemmUniversal<
      Shape<int,int,int,int>,
      CollectiveOp,
      CollectiveEpilogue
  >;

  using Gemm = cutlass::gemm::device::GemmUniversalAdapter<GemmKernel>;
  EXPECT_TRUE(test::gemm::device::TestAll<Gemm>());
}

TEST(SM90_Device_Gemm_s8t_s8n_s8n_tensor_op_gmma_s32_cooperative_epilogue, 128x128x128) {
  using LayoutA = cutlass::layout::RowMajor;
  using LayoutB = cutlass::layout::ColumnMajor;
  using LayoutC = cutlass::layout::ColumnMajor;

  using CollectiveEpilogue = typename cutlass::epilogue::collective::CollectiveBuilder<
      cutlass::arch::Sm90, cutlass::arch::OpClassTensorOp,
      Shape<_128,_128,_128>, Shape<_1,_1,_1>,
      cutlass::epilogue::collective::EpilogueTileAuto,
      int32_t, int32_t,
      int8_t, LayoutC, 16,
      int8_t, LayoutC, 16,
      cutlass::epilogue::TmaWarpSpecializedCooperative
    >::CollectiveOp;

  using CollectiveOp = typename cutlass::gemm::collective::CollectiveBuilder<
      cutlass::arch::Sm90, cutlass::arch::OpClassTensorOp,
      int8_t, LayoutA, 16,
      int8_t, LayoutB, 16,
      int32_t,
      Shape<_128,_128,_128>, Shape<_1,_1,_1>,
      cutlass::gemm::collective::StageCountAutoCarveout<static_cast<int>(sizeof(typename CollectiveEpilogue::SharedStorage))>,
      cutlass::gemm::KernelTmaWarpSpecializedCooperative
    >::CollectiveOp;


  using GemmKernel = cutlass::gemm::kernel::GemmUniversal<
      Shape<int,int,int,int>,
      CollectiveOp,
      CollectiveEpilogue
  >;

  using Gemm = cutlass::gemm::device::GemmUniversalAdapter<GemmKernel>;
  EXPECT_TRUE(test::gemm::device::TestAll<Gemm>());
}

TEST(SM90_Device_Gemm_s8t_s8n_s8t_tensor_op_gmma_s32_cooperative_epilogue, 128x128x128) {
  using LayoutA = cutlass::layout::RowMajor;
  using LayoutB = cutlass::layout::ColumnMajor;
  using LayoutC = cutlass::layout::RowMajor;

  using CollectiveEpilogue = typename cutlass::epilogue::collective::CollectiveBuilder<
      cutlass::arch::Sm90, cutlass::arch::OpClassTensorOp,
      Shape<_128,_128,_128>, Shape<_1,_1,_1>,
      cutlass::epilogue::collective::EpilogueTileAuto,
      int32_t, int32_t,
      int8_t, LayoutC, 16,
      int8_t, LayoutC, 16,
      cutlass::epilogue::TmaWarpSpecializedCooperative
    >::CollectiveOp;

  using CollectiveOp = typename cutlass::gemm::collective::CollectiveBuilder<
      cutlass::arch::Sm90, cutlass::arch::OpClassTensorOp,
      int8_t, LayoutA, 16,
      int8_t, LayoutB, 16,
      int32_t,
      Shape<_128,_128,_128>, Shape<_1,_1,_1>,
      cutlass::gemm::collective::StageCountAutoCarveout<static_cast<int>(sizeof(typename CollectiveEpilogue::SharedStorage))>,
      cutlass::gemm::KernelTmaWarpSpecializedCooperative
    >::CollectiveOp;


  using GemmKernel = cutlass::gemm::kernel::GemmUniversal<
      Shape<int,int,int,int>,
      CollectiveOp,
      CollectiveEpilogue
  >;

  using Gemm = cutlass::gemm::device::GemmUniversalAdapter<GemmKernel>;
  EXPECT_TRUE(test::gemm::device::TestAll<Gemm>());
}

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

#endif // defined(CUTLASS_ARCH_MMA_SM90_SUPPORTED)