gemm_s8t_s8n_s32t_tensor_op_s32_sparse_sm80.cu

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

#include <iostream>

#include "../../common/cutlass_unit_test.h"
#include "cutlass/cutlass.h"
#include "cutlass/gemm/device/gemm_sparse_universal.h"
#include "cutlass/util/host_tensor.h"
#include "cutlass/util/reference/host/gemm.h"
#include "cutlass/util/reference/host/tensor_compare.h"
#include "cutlass/util/reference/host/tensor_copy.h"
#include "cutlass/util/reference/host/tensor_fill.h"
#include "cutlass/util/tensor_view_io.h"

#include "testbed_sparse.h"

#if defined(CUTLASS_ARCH_SPARSE_MMA_SM80_SUPPORTED)

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

TEST(SM80_Device_Sparse_Gemm_s8t_s8n_s32t_tensor_op_s32, 128x256x128_64x64x128) {
  using ElementOutput = int32_t;
  using ElementAccumulator = int32_t;
  using ElementCompute = int32_t;

  using Gemm = cutlass::gemm::device::GemmSparseUniversal<
      int8_t, cutlass::layout::RowMajor, int8_t,
      cutlass::layout::ColumnMajor, ElementOutput, cutlass::layout::RowMajor,
      ElementAccumulator, cutlass::arch::OpClassTensorOp, cutlass::arch::Sm80,
      cutlass::gemm::GemmShape<128, 256, 128>,
      cutlass::gemm::GemmShape<64, 64, 128>, cutlass::gemm::GemmShape<16, 8, 64>,
      cutlass::epilogue::thread::LinearCombinationClamp<
          ElementOutput, 128 / cutlass::sizeof_bits<ElementOutput>::value,
          ElementAccumulator, ElementCompute>,
      cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>, 3>;

  EXPECT_TRUE(test::gemm::device::TestAllSparseGemm<Gemm>());
}

TEST(SM80_Device_Sparse_Gemm_s8t_s8n_s32t_tensor_op_s32, 256x128x128_64x64x128) {
  using ElementOutput = int32_t;
  using ElementAccumulator = int32_t;
  using ElementCompute = int32_t;

  using Gemm = cutlass::gemm::device::GemmSparseUniversal<
      int8_t, cutlass::layout::RowMajor, int8_t,
      cutlass::layout::ColumnMajor, ElementOutput, cutlass::layout::RowMajor,
      ElementAccumulator, cutlass::arch::OpClassTensorOp, cutlass::arch::Sm80,
      cutlass::gemm::GemmShape<256, 128, 128>,
      cutlass::gemm::GemmShape<64, 64, 128>, cutlass::gemm::GemmShape<16, 8, 64>,
      cutlass::epilogue::thread::LinearCombinationClamp<
          ElementOutput, 128 / cutlass::sizeof_bits<ElementOutput>::value,
          ElementAccumulator, ElementCompute>,
      cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>, 3>;

  EXPECT_TRUE(test::gemm::device::TestAllSparseGemm<Gemm>());
}

TEST(SM80_Device_Sparse_Gemm_s8t_s8n_s32t_tensor_op_s32, 128x128x128_64x64x128) {
  using ElementOutput = int32_t;
  using ElementAccumulator = int32_t;
  using ElementCompute = int32_t;

  using Gemm = cutlass::gemm::device::GemmSparseUniversal<
      int8_t, cutlass::layout::RowMajor, int8_t,
      cutlass::layout::ColumnMajor, ElementOutput, cutlass::layout::RowMajor,
      ElementAccumulator, cutlass::arch::OpClassTensorOp, cutlass::arch::Sm80,
      cutlass::gemm::GemmShape<128, 128, 128>,
      cutlass::gemm::GemmShape<64, 64, 128>,
      cutlass::gemm::GemmShape<16, 8, 64>,
      cutlass::epilogue::thread::LinearCombinationClamp<
          ElementOutput, 128 / cutlass::sizeof_bits<ElementOutput>::value,
          ElementAccumulator, ElementCompute>,
      cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>, 4>;

  EXPECT_TRUE(test::gemm::device::TestAllSparseGemm<Gemm>());
}

TEST(SM80_Device_Sparse_Gemm_s8t_s8n_s32t_tensor_op_s32, 256x64x128_64x64x128) {
  using ElementOutput = int32_t;
  using ElementAccumulator = int32_t;
  using ElementCompute = int32_t;

  using Gemm = cutlass::gemm::device::GemmSparseUniversal<
      int8_t, cutlass::layout::RowMajor, int8_t,
      cutlass::layout::ColumnMajor, ElementOutput, cutlass::layout::RowMajor,
      ElementAccumulator, cutlass::arch::OpClassTensorOp, cutlass::arch::Sm80,
      cutlass::gemm::GemmShape<256, 64, 128>,
      cutlass::gemm::GemmShape<64, 64, 128>, cutlass::gemm::GemmShape<16, 8, 64>,
      cutlass::epilogue::thread::LinearCombinationClamp<
          ElementOutput, 128 / cutlass::sizeof_bits<ElementOutput>::value,
          ElementAccumulator, ElementCompute>,
      cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>, 4>;

  EXPECT_TRUE(test::gemm::device::TestAllSparseGemm<Gemm>());
}

TEST(SM80_Device_Sparse_Gemm_s8t_s8n_s32t_tensor_op_s32, 64x256x128_64x64x128) {
  using ElementOutput = int32_t;
  using ElementAccumulator = int32_t;
  using ElementCompute = int32_t;

  using Gemm = cutlass::gemm::device::GemmSparseUniversal<
      int8_t, cutlass::layout::RowMajor, int8_t,
      cutlass::layout::ColumnMajor, ElementOutput, cutlass::layout::RowMajor,
      ElementAccumulator, cutlass::arch::OpClassTensorOp, cutlass::arch::Sm80,
      cutlass::gemm::GemmShape<64, 256, 128>,
      cutlass::gemm::GemmShape<64, 64, 128>, cutlass::gemm::GemmShape<16, 8, 64>,
      cutlass::epilogue::thread::LinearCombinationClamp<
          ElementOutput, 128 / cutlass::sizeof_bits<ElementOutput>::value,
          ElementAccumulator, ElementCompute>,
      cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>, 4>;

  EXPECT_TRUE(test::gemm::device::TestAllSparseGemm<Gemm>());
}

TEST(SM80_Device_Sparse_Gemm_s8t_s8n_s32t_tensor_op_s32, 64x128x128_32x64x128) {
  using ElementOutput = int32_t;
  using ElementAccumulator = int32_t;
  using ElementCompute = int32_t;

  using Gemm = cutlass::gemm::device::GemmSparseUniversal<
      int8_t, cutlass::layout::RowMajor, int8_t,
      cutlass::layout::ColumnMajor, ElementOutput, cutlass::layout::RowMajor,
      ElementAccumulator, cutlass::arch::OpClassTensorOp, cutlass::arch::Sm80,
      cutlass::gemm::GemmShape<64, 128, 128>,
      cutlass::gemm::GemmShape<32, 64, 128>, cutlass::gemm::GemmShape<16, 8, 64>,
      cutlass::epilogue::thread::LinearCombinationClamp<
          ElementOutput, 128 / cutlass::sizeof_bits<ElementOutput>::value,
          ElementAccumulator, ElementCompute>,
      cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>, 6>;

  EXPECT_TRUE(test::gemm::device::TestAllSparseGemm<Gemm>());
}

TEST(SM80_Device_Sparse_Gemm_s8t_s8n_s32t_tensor_op_s32, 128x64x128_64x32x128) {
  using ElementOutput = int32_t;
  using ElementAccumulator = int32_t;
  using ElementCompute = int32_t;

  using Gemm = cutlass::gemm::device::GemmSparseUniversal<
      int8_t, cutlass::layout::RowMajor, int8_t,
      cutlass::layout::ColumnMajor, ElementOutput, cutlass::layout::RowMajor,
      ElementAccumulator, cutlass::arch::OpClassTensorOp, cutlass::arch::Sm80,
      cutlass::gemm::GemmShape<128, 64, 128>,
      cutlass::gemm::GemmShape<64, 32, 128>, cutlass::gemm::GemmShape<16, 8, 64>,
      cutlass::epilogue::thread::LinearCombinationClamp<
          ElementOutput, 128 / cutlass::sizeof_bits<ElementOutput>::value,
          ElementAccumulator, ElementCompute>,
      cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>, 6>;

  EXPECT_TRUE(test::gemm::device::TestAllSparseGemm<Gemm>());
}

TEST(SM80_Device_Sparse_Gemm_s8t_s8n_s32t_tensor_op_s32, 64x64x128_32x32x128) {
  using ElementOutput = int32_t;
  using ElementAccumulator = int32_t;
  using ElementCompute = int32_t;

  using Gemm = cutlass::gemm::device::GemmSparseUniversal<
      int8_t, cutlass::layout::RowMajor, int8_t,
      cutlass::layout::ColumnMajor, ElementOutput, cutlass::layout::RowMajor,
      ElementAccumulator, cutlass::arch::OpClassTensorOp, cutlass::arch::Sm80,
      cutlass::gemm::GemmShape<64, 64, 128>,
      cutlass::gemm::GemmShape<32, 32, 128>, cutlass::gemm::GemmShape<16, 8, 64>,
      cutlass::epilogue::thread::LinearCombinationClamp<
          ElementOutput, 128 / cutlass::sizeof_bits<ElementOutput>::value,
          ElementAccumulator, ElementCompute>,
      cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>, 10>;

  EXPECT_TRUE(test::gemm::device::TestAllSparseGemm<Gemm>());
}

TEST(SM80_Device_Sparse_Gemm_s8t_s8n_s32t_tensor_op_s32, 128x128x256_64x64x256) {
  using ElementOutput = int32_t;
  using ElementAccumulator = int32_t;
  using ElementCompute = int32_t;

  using Gemm = cutlass::gemm::device::GemmSparseUniversal<
      int8_t, cutlass::layout::RowMajor, int8_t,
      cutlass::layout::ColumnMajor, ElementOutput, cutlass::layout::RowMajor,
      ElementAccumulator, cutlass::arch::OpClassTensorOp, cutlass::arch::Sm80,
      cutlass::gemm::GemmShape<128, 128, 256>,
      cutlass::gemm::GemmShape<64, 64, 256>,
      cutlass::gemm::GemmShape<16, 8, 64>,
      cutlass::epilogue::thread::LinearCombinationClamp<
          ElementOutput, 128 / cutlass::sizeof_bits<ElementOutput>::value,
          ElementAccumulator, ElementCompute>,
      cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>, 3>;

  EXPECT_TRUE(test::gemm::device::TestAllSparseGemm<Gemm>());
}

TEST(SM80_Device_Sparse_Gemm_s8t_s8n_s32t_tensor_op_s32, 128x64x256_64x32x256) {
  using ElementOutput = int32_t;
  using ElementAccumulator = int32_t;
  using ElementCompute = int32_t;

  using Gemm = cutlass::gemm::device::GemmSparseUniversal<
      int8_t, cutlass::layout::RowMajor, int8_t,
      cutlass::layout::ColumnMajor, ElementOutput, cutlass::layout::RowMajor,
      ElementAccumulator, cutlass::arch::OpClassTensorOp, cutlass::arch::Sm80,
      cutlass::gemm::GemmShape<128, 64, 256>,
      cutlass::gemm::GemmShape<64, 32, 256>, cutlass::gemm::GemmShape<16, 8, 64>,
      cutlass::epilogue::thread::LinearCombinationClamp<
          ElementOutput, 128 / cutlass::sizeof_bits<ElementOutput>::value,
          ElementAccumulator, ElementCompute>,
      cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>, 4>;

  EXPECT_TRUE(test::gemm::device::TestAllSparseGemm<Gemm>());
}

TEST(SM80_Device_Sparse_Gemm_s8t_s8n_s32t_tensor_op_s32, 64x64x256_32x32x256) {
  using ElementOutput = int32_t;
  using ElementAccumulator = int32_t;
  using ElementCompute = int32_t;

  using Gemm = cutlass::gemm::device::GemmSparseUniversal<
      int8_t, cutlass::layout::RowMajor, int8_t,
      cutlass::layout::ColumnMajor, ElementOutput, cutlass::layout::RowMajor,
      ElementAccumulator, cutlass::arch::OpClassTensorOp, cutlass::arch::Sm80,
      cutlass::gemm::GemmShape<64, 64, 256>,
      cutlass::gemm::GemmShape<32, 32, 256>, cutlass::gemm::GemmShape<16, 8, 64>,
      cutlass::epilogue::thread::LinearCombinationClamp<
          ElementOutput, 128 / cutlass::sizeof_bits<ElementOutput>::value,
          ElementAccumulator, ElementCompute>,
      cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>, 6>;

  EXPECT_TRUE(test::gemm::device::TestAllSparseGemm<Gemm>());
}

TEST(SM80_Device_Sparse_Gemm_s8t_s8n_s32t_tensor_op_s32, 32x128x128_32x32x128) {
  using ElementOutput = int32_t;
  using ElementAccumulator = int32_t;
  using ElementCompute = int32_t;

  using Gemm = cutlass::gemm::device::GemmSparseUniversal<
      int8_t, cutlass::layout::RowMajor, int8_t,
      cutlass::layout::ColumnMajor, ElementOutput, cutlass::layout::RowMajor,
      ElementAccumulator, cutlass::arch::OpClassTensorOp, cutlass::arch::Sm80,
      cutlass::gemm::GemmShape<32, 128, 128>,
      cutlass::gemm::GemmShape<32, 32, 128>, cutlass::gemm::GemmShape<16, 8, 64>,
      cutlass::epilogue::thread::LinearCombinationClamp<
          ElementOutput, 128 / cutlass::sizeof_bits<ElementOutput>::value,
          ElementAccumulator, ElementCompute>,
      cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>, 6>;

  EXPECT_TRUE(test::gemm::device::TestAllSparseGemm<Gemm>());
}

TEST(SM80_Device_Sparse_Gemm_s8t_s8n_s32t_tensor_op_s32, 32x128x256_32x32x256) {
  using ElementOutput = int32_t;
  using ElementAccumulator = int32_t;
  using ElementCompute = int32_t;

  using Gemm = cutlass::gemm::device::GemmSparseUniversal<
      int8_t, cutlass::layout::RowMajor, int8_t,
      cutlass::layout::ColumnMajor, ElementOutput, cutlass::layout::RowMajor,
      ElementAccumulator, cutlass::arch::OpClassTensorOp, cutlass::arch::Sm80,
      cutlass::gemm::GemmShape<32, 128, 256>,
      cutlass::gemm::GemmShape<32, 32, 256>, cutlass::gemm::GemmShape<16, 8, 64>,
      cutlass::epilogue::thread::LinearCombinationClamp<
          ElementOutput, 128 / cutlass::sizeof_bits<ElementOutput>::value,
          ElementAccumulator, ElementCompute>,
      cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>, 3>;

  EXPECT_TRUE(test::gemm::device::TestAllSparseGemm<Gemm>());
}

TEST(SM80_Device_Sparse_Gemm_s8t_s8n_s32t_tensor_op_s32, 32x256x128_32x64x128) {
  using ElementOutput = int32_t;
  using ElementAccumulator = int32_t;
  using ElementCompute = int32_t;

  using Gemm = cutlass::gemm::device::GemmSparseUniversal<
      int8_t, cutlass::layout::RowMajor, int8_t,
      cutlass::layout::ColumnMajor, ElementOutput, cutlass::layout::RowMajor,
      ElementAccumulator, cutlass::arch::OpClassTensorOp, cutlass::arch::Sm80,
      cutlass::gemm::GemmShape<32, 256, 128>,
      cutlass::gemm::GemmShape<32, 64, 128>, cutlass::gemm::GemmShape<16, 8, 64>,
      cutlass::epilogue::thread::LinearCombinationClamp<
          ElementOutput, 128 / cutlass::sizeof_bits<ElementOutput>::value,
          ElementAccumulator, ElementCompute>,
      cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>, 4>;

  EXPECT_TRUE(test::gemm::device::TestAllSparseGemm<Gemm>());
}

TEST(SM80_Device_Sparse_Gemm_s8t_s8n_s32t_tensor_op_s32, 16x128x256_16x32x256) {
  using ElementOutput = int32_t;
  using ElementAccumulator = int32_t;
  using ElementCompute = int32_t;

  using Gemm = cutlass::gemm::device::GemmSparseUniversal<
      int8_t, cutlass::layout::RowMajor, int8_t,
      cutlass::layout::ColumnMajor, ElementOutput, cutlass::layout::RowMajor,
      ElementAccumulator, cutlass::arch::OpClassTensorOp, cutlass::arch::Sm80,
      cutlass::gemm::GemmShape<16, 128, 256>,
      cutlass::gemm::GemmShape<16, 32, 256>, cutlass::gemm::GemmShape<16, 8, 64>,
      cutlass::epilogue::thread::LinearCombinationClamp<
          ElementOutput, 128 / cutlass::sizeof_bits<ElementOutput>::value,
          ElementAccumulator, ElementCompute>,
      cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>, 4>;

  EXPECT_TRUE(test::gemm::device::TestAllSparseGemm<Gemm>());
}

TEST(SM80_Device_Sparse_Gemm_s8t_s8n_s32t_tensor_op_s32, 128x32x128_32x32x128) {
  using ElementOutput = int32_t;
  using ElementAccumulator = int32_t;
  using ElementCompute = int32_t;

  using Gemm = cutlass::gemm::device::GemmSparseUniversal<
      int8_t, cutlass::layout::RowMajor, int8_t,
      cutlass::layout::ColumnMajor, ElementOutput, cutlass::layout::RowMajor,
      ElementAccumulator, cutlass::arch::OpClassTensorOp, cutlass::arch::Sm80,
      cutlass::gemm::GemmShape<128, 32, 128>,
      cutlass::gemm::GemmShape<32, 32, 128>, cutlass::gemm::GemmShape<16, 8, 64>,
      cutlass::epilogue::thread::LinearCombinationClamp<
          ElementOutput, 128 / cutlass::sizeof_bits<ElementOutput>::value,
          ElementAccumulator, ElementCompute>,
      cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>, 6>;

  EXPECT_TRUE(test::gemm::device::TestAllSparseGemm<Gemm>());
}

TEST(SM80_Device_Sparse_Gemm_s8t_s8n_s32t_tensor_op_s32, 128x32x256_32x32x256) {
  using ElementOutput = int32_t;
  using ElementAccumulator = int32_t;
  using ElementCompute = int32_t;

  using Gemm = cutlass::gemm::device::GemmSparseUniversal<
      int8_t, cutlass::layout::RowMajor, int8_t,
      cutlass::layout::ColumnMajor, ElementOutput, cutlass::layout::RowMajor,
      ElementAccumulator, cutlass::arch::OpClassTensorOp, cutlass::arch::Sm80,
      cutlass::gemm::GemmShape<128, 32, 256>,
      cutlass::gemm::GemmShape<32, 32, 256>, cutlass::gemm::GemmShape<16, 8, 64>,
      cutlass::epilogue::thread::LinearCombinationClamp<
          ElementOutput, 128 / cutlass::sizeof_bits<ElementOutput>::value,
          ElementAccumulator, ElementCompute>,
      cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>, 3>;

  EXPECT_TRUE(test::gemm::device::TestAllSparseGemm<Gemm>());
}

TEST(SM80_Device_Sparse_Gemm_s8t_s8n_s32t_tensor_op_s32, 256x32x128_64x32x128) {
  using ElementOutput = int32_t;
  using ElementAccumulator = int32_t;
  using ElementCompute = int32_t;

  using Gemm = cutlass::gemm::device::GemmSparseUniversal<
      int8_t, cutlass::layout::RowMajor, int8_t,
      cutlass::layout::ColumnMajor, ElementOutput, cutlass::layout::RowMajor,
      ElementAccumulator, cutlass::arch::OpClassTensorOp, cutlass::arch::Sm80,
      cutlass::gemm::GemmShape<256, 32, 128>,
      cutlass::gemm::GemmShape<64, 32, 128>, cutlass::gemm::GemmShape<16, 8, 64>,
      cutlass::epilogue::thread::LinearCombinationClamp<
          ElementOutput, 128 / cutlass::sizeof_bits<ElementOutput>::value,
          ElementAccumulator, ElementCompute>,
      cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>, 6>;

  EXPECT_TRUE(test::gemm::device::TestAllSparseGemm<Gemm>());
}

TEST(SM80_Device_Sparse_Gemm_s8t_s8n_s32t_tensor_op_s32, 128x16x128_32x16x128) {
  using ElementOutput = int32_t;
  using ElementAccumulator = int32_t;
  using ElementCompute = int32_t;

  using Gemm = cutlass::gemm::device::GemmSparseUniversal<
      int8_t, cutlass::layout::RowMajor, int8_t,
      cutlass::layout::ColumnMajor, ElementOutput, cutlass::layout::RowMajor,
      ElementAccumulator, cutlass::arch::OpClassTensorOp, cutlass::arch::Sm80,
      cutlass::gemm::GemmShape<128, 16, 128>,
      cutlass::gemm::GemmShape<32, 16, 128>, cutlass::gemm::GemmShape<16, 8, 64>,
      cutlass::epilogue::thread::LinearCombinationClamp<
          ElementOutput, 128 / cutlass::sizeof_bits<ElementOutput>::value,
          ElementAccumulator, ElementCompute>,
      cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>, 6>;

  EXPECT_TRUE(test::gemm::device::TestAllSparseGemm<Gemm>());
}

TEST(SM80_Device_Sparse_Gemm_s8t_s8n_s32t_tensor_op_s32, 128x16x256_32x16x256) {
  using ElementOutput = int32_t;
  using ElementAccumulator = int32_t;
  using ElementCompute = int32_t;

  using Gemm = cutlass::gemm::device::GemmSparseUniversal<
      int8_t, cutlass::layout::RowMajor, int8_t,
      cutlass::layout::ColumnMajor, ElementOutput, cutlass::layout::RowMajor,
      ElementAccumulator, cutlass::arch::OpClassTensorOp, cutlass::arch::Sm80,
      cutlass::gemm::GemmShape<128, 16, 256>,
      cutlass::gemm::GemmShape<32, 16, 256>, cutlass::gemm::GemmShape<16, 8, 64>,
      cutlass::epilogue::thread::LinearCombinationClamp<
          ElementOutput, 128 / cutlass::sizeof_bits<ElementOutput>::value,
          ElementAccumulator, ElementCompute>,
      cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>, 6>;

  EXPECT_TRUE(test::gemm::device::TestAllSparseGemm<Gemm>());
}

TEST(SM80_Device_Sparse_Gemm_s8t_s8n_s32t_tensor_op_s32, 256x16x128_64x16x128) {
  using ElementOutput = int32_t;
  using ElementAccumulator = int32_t;
  using ElementCompute = int32_t;

  using Gemm = cutlass::gemm::device::GemmSparseUniversal<
      int8_t, cutlass::layout::RowMajor, int8_t,
      cutlass::layout::ColumnMajor, ElementOutput, cutlass::layout::RowMajor,
      ElementAccumulator, cutlass::arch::OpClassTensorOp, cutlass::arch::Sm80,
      cutlass::gemm::GemmShape<256, 16, 128>,
      cutlass::gemm::GemmShape<64, 16, 128>, cutlass::gemm::GemmShape<16, 8, 64>,
      cutlass::epilogue::thread::LinearCombinationClamp<
          ElementOutput, 128 / cutlass::sizeof_bits<ElementOutput>::value,
          ElementAccumulator, ElementCompute>,
      cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>, 6>;

  EXPECT_TRUE(test::gemm::device::TestAllSparseGemm<Gemm>());
}

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

#endif // defined(CUTLASS_ARCH_SPARSE_MMA_SM80_SUPPORTED)