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 * modification, are permitted provided that the following conditions are met:
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 * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
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 * FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
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/*! \file 

    \brief Unit tests for thread-level GEMM
*/

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

#include "cutlass/aligned_buffer.h"
#include "cutlass/half.h"

#include "cutlass/gemm/warp/default_mma_tensor_op.h"

#include "cutlass/core_io.h"
#include "cutlass/util/host_tensor.h"
#include "cutlass/util/tensor_view_io.h"

#include "cutlass/util/reference/host/tensor_fill.h"
#include "cutlass/util/reference/host/tensor_compare.h"
#include "cutlass/util/reference/host/gemm.h"

#include "testbed.h"

#if defined(CUTLASS_ARCH_MMA_SM80_SUPPORTED)

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

TEST(SM80_warp_gemm_tensor_op_crosswise_f16, 128x128x32_64x64x32_16x8x16) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
  using Element = cutlass::half_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 32> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_f16, 128x128x32_64x32x32_16x8x16) {
  using Shape = cutlass::gemm::GemmShape<64, 32, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
  using Element = cutlass::half_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 32> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_f16, 128x128x32_32x32x32_16x8x16) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
  using Element = cutlass::half_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 32> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_f16, 128x128x32_32x16x32_16x8x16) {
  using Shape = cutlass::gemm::GemmShape<32, 16, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
  using Element = cutlass::half_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 32> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_f16, 128x128x32_16x16x32_16x8x16) {
  using Shape = cutlass::gemm::GemmShape<16, 16, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
  using Element = cutlass::half_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 32> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_f16, 128x128x64_64x64x64_16x8x16) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
  using Element = cutlass::half_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 64> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_f16, 128x128x64_64x32x64_16x8x16) {
  using Shape = cutlass::gemm::GemmShape<64, 32, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
  using Element = cutlass::half_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 64> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_f16, 128x128x64_32x32x64_16x8x16) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
  using Element = cutlass::half_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 64> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_f16, 128x128x64_32x16x64_16x8x16) {
  using Shape = cutlass::gemm::GemmShape<32, 16, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
  using Element = cutlass::half_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 64> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_f16, 128x128x64_16x16x64_16x8x16) {
  using Shape = cutlass::gemm::GemmShape<16, 16, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
  using Element = cutlass::half_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 64> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_tf32, 128x128x16_64x64x16_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 16>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  using Element = cutlass::tfloat32_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 16>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 16>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 16> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_tf32, 128x128x16_64x32x16_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<64, 32, 16>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  using Element = cutlass::tfloat32_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 16>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 16>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 16> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_tf32, 128x128x16_32x32x16_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 16>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  using Element = cutlass::tfloat32_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 16>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 16>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 16> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_tf32, 128x128x16_32x16x16_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<32, 16, 16>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  using Element = cutlass::tfloat32_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 16>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 16>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 16> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_tf32, 128x128x16_16x16x16_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<16, 16, 16>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  using Element = cutlass::tfloat32_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 16>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 16>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 16> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_tf32, 128x128x32_64x64x32_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  using Element = cutlass::tfloat32_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 32> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_tf32, 128x128x32_64x32x32_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<64, 32, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  using Element = cutlass::tfloat32_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 32> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_tf32, 128x128x32_32x32x32_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  using Element = cutlass::tfloat32_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 32> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_tf32, 128x128x32_32x16x32_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<32, 16, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  using Element = cutlass::tfloat32_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 32> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_tf32, 128x128x32_16x16x32_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<16, 16, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  using Element = cutlass::tfloat32_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 32> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_congruous_f16, 128x128x32_64x64x32_16x8x16) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
  using Element = cutlass::half_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous<
      cutlass::sizeof_bits<Element>::value, 64>;
  using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous<
      cutlass::sizeof_bits<Element>::value, 64>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 32> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_congruous_f16, 128x128x32_32x32x32_16x8x16) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
  using Element = cutlass::half_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous<
      cutlass::sizeof_bits<Element>::value, 64>;
  using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous<
      cutlass::sizeof_bits<Element>::value, 64>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 32> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_congruous_f16, 128x128x64_64x64x64_16x8x16) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
  using Element = cutlass::half_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous<
      cutlass::sizeof_bits<Element>::value, 64>;
  using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous<
      cutlass::sizeof_bits<Element>::value, 64>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 64> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_congruous_f16, 128x128x64_32x32x64_16x8x16) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
  using Element = cutlass::half_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous<
      cutlass::sizeof_bits<Element>::value, 64>;
  using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous<
      cutlass::sizeof_bits<Element>::value, 64>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 64> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_congruous_tf32, 128x128x16_64x64x16_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 16>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  using Element = cutlass::tfloat32_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 16> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_congruous_tf32, 128x128x16_32x32x16_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 16>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  using Element = cutlass::tfloat32_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 16> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_congruous_tf32, 128x128x32_64x64x32_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  using Element = cutlass::tfloat32_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 32> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_congruous_tf32, 128x128x32_32x32x32_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  using Element = cutlass::tfloat32_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 32> >()
      .run();
}
////////////////////////////////////////////////////////////////////////////////

TEST(SM80_warp_gemm_tensor_op_tn, tf32_round_128x128x32_64x64x32_16x8x8) {

  using Shape = cutlass::gemm::GemmShape<64, 64, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  using Element = float;
  using ElementC = float;

  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;

  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;

  test::gemm::warp::TransformTestbed<MmaTensorOp,
                                     cutlass::gemm::GemmShape<128, 128, 32> >()
      .run();
}

TEST(SM80_warp_gemm_tensor_op_nt, tf32_round_128x128x32_64x64x32_16x8x8) {

  using Shape = cutlass::gemm::GemmShape<64, 64, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  using Element = float;
  using ElementC = float;

  using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous<
      cutlass::sizeof_bits<Element>::value, 32>;
      
  using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;

  test::gemm::warp::TransformTestbed<MmaTensorOp,
                                     cutlass::gemm::GemmShape<128, 128, 32> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x64_16x16x64_16x8x16) {
  using Shape = cutlass::gemm::GemmShape<16, 16, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
  using Element = int8_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 64> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x64_32x16x64_16x8x16) {
  using Shape = cutlass::gemm::GemmShape<32, 16, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
  using Element = int8_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 64> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x64_32x32x64_16x8x16) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
  using Element = int8_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 64> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x64_64x32x64_16x8x16) {
  using Shape = cutlass::gemm::GemmShape<64, 32, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
  using Element = int8_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 64> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x64_64x64x64_16x8x16) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 16>;
  using Element = int8_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 64> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x64_16x16x64_16x8x32) {
  using Shape = cutlass::gemm::GemmShape<16, 16, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
  using Element = int8_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 64> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x64_32x16x64_16x8x32) {
  using Shape = cutlass::gemm::GemmShape<32, 16, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
  using Element = int8_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 64> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x64_32x32x64_16x8x32) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
  using Element = int8_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 64> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x64_64x32x64_16x8x32) {
  using Shape = cutlass::gemm::GemmShape<64, 32, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
  using Element = int8_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 64> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x64_64x64x64_16x8x32) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
  using Element = int8_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 32>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 64> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_i8, 128x128x64_64x64x64_16x8x32) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
  using Element = int8_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 64> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_i8, 128x128x64_64x32x64_16x8x32) {
  using Shape = cutlass::gemm::GemmShape<64, 32, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
  using Element = int8_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 64> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_i8, 128x128x64_32x32x64_16x8x32) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
  using Element = int8_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 64> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_i8, 128x128x64_32x16x64_16x8x32) {
  using Shape = cutlass::gemm::GemmShape<32, 16, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
  using Element = int8_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 64> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_i8, 128x128x64_16x16x64_16x8x32) {
  using Shape = cutlass::gemm::GemmShape<16, 16, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
  using Element = int8_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 64> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_i8, 128x128x128_64x64x128_16x8x32) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
  using Element = int8_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 128>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 128>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 128> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_i8, 128x128x128_64x32x128_16x8x32) {
  using Shape = cutlass::gemm::GemmShape<64, 32, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
  using Element = int8_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 128>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 128>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 128> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_i8, 128x128x128_32x32x128_16x8x32) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
  using Element = int8_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 128>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 128>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 128> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_i8, 128x128x128_32x16x128_16x8x32) {
  using Shape = cutlass::gemm::GemmShape<32, 16, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
  using Element = int8_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 128>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 128>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 128> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_i8, 128x128x128_16x16x128_16x8x32) {
  using Shape = cutlass::gemm::GemmShape<16, 16, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 32>;
  using Element = int8_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 128>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 128>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 128> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_i4, 128x128x128_64x64x128_16x8x64) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
  using Element = cutlass::int4b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 128>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 128>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 128> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_i4, 128x128x128_64x32x128_16x8x64) {
  using Shape = cutlass::gemm::GemmShape<64, 32, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
  using Element = cutlass::int4b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 128>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 128>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 128> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_i4, 128x128x128_32x32x128_16x8x64) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
  using Element = cutlass::int4b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 128>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 128>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 128> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_i4, 128x128x128_32x16x128_16x8x64) {
  using Shape = cutlass::gemm::GemmShape<32, 16, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
  using Element = cutlass::int4b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 128>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 128>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 128> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_i4, 128x128x128_16x16x128_16x8x64) {
  using Shape = cutlass::gemm::GemmShape<16, 16, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
  using Element = cutlass::int4b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 128>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 128>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 128> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_i4, 128x128x256_64x64x256_16x8x64) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 256>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
  using Element = cutlass::int4b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 256>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 256>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 256> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_i4, 128x128x256_64x32x256_16x8x64) {
  using Shape = cutlass::gemm::GemmShape<64, 32, 256>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
  using Element = cutlass::int4b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 256>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 256>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 256> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_i4, 128x128x256_32x32x256_16x8x64) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 256>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
  using Element = cutlass::int4b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 256>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 256>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 256> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_i4, 128x128x256_32x16x256_16x8x64) {
  using Shape = cutlass::gemm::GemmShape<32, 16, 256>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
  using Element = cutlass::int4b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 256>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 256>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 256> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_i4, 128x128x256_16x16x256_16x8x64) {
  using Shape = cutlass::gemm::GemmShape<16, 16, 256>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
  using Element = cutlass::int4b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 256>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 256>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 256> >()
      .run();
}

////////////////////////////////////////////////////////////////////////////////
TEST(SM80_warp_gemm_tensor_op_crosswise_b1, 128x128x512_64x64x512_16x8x256) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 512>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 256>;
  using Element = cutlass::uint1b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 512>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 512>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 512> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_b1, 128x128x512_64x32x512_16x8x256) {
  using Shape = cutlass::gemm::GemmShape<64, 32, 512>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 256>;
  using Element = cutlass::uint1b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 512>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 512>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 512> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_b1, 128x128x512_32x32x512_16x8x256) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 512>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 256>;
  using Element = cutlass::uint1b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 512>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 512>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 512> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_b1, 128x128x512_32x16x512_16x8x256) {
  using Shape = cutlass::gemm::GemmShape<32, 16, 512>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 256>;
  using Element = cutlass::uint1b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 512>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 512>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 512> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_b1, 128x128x512_16x16x512_16x8x256) {
  using Shape = cutlass::gemm::GemmShape<16, 16, 512>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 256>;
  using Element = cutlass::uint1b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 512>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 512>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 512> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_b1, 128x128x1024_64x64x1024_16x8x256) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 1024>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 256>;
  using Element = cutlass::uint1b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 1024>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 1024>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 1024> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_b1, 128x128x1024_64x32x1024_16x8x256) {
  using Shape = cutlass::gemm::GemmShape<64, 32, 1024>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 256>;
  using Element = cutlass::uint1b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 1024>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 1024>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 1024> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_b1, 128x128x1024_32x32x1024_16x8x256) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 1024>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 256>;
  using Element = cutlass::uint1b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 1024>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 1024>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 1024> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_b1, 128x128x1024_32x16x1024_16x8x256) {
  using Shape = cutlass::gemm::GemmShape<32, 16, 1024>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 256>;
  using Element = cutlass::uint1b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 1024>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 1024>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 1024> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_b1, 128x128x1024_16x16x1024_16x8x256) {
  using Shape = cutlass::gemm::GemmShape<16, 16, 1024>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 256>;
  using Element = cutlass::uint1b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 1024>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 1024>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 1024> >()
      .run();
}

////////////////////////////////////////////////////////////////////////////////
TEST(SM80_warp_gemm_tensor_op_congruous_f64, 16x16x4_16x16x4_8x8x4) {
  using Shape = cutlass::gemm::GemmShape<16, 16, 4>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 4>;
  using Element = double;
  using ElementC = double;
  using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous64b;
  using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous64b;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<16, 16, 4> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_congruous_f64, 32x16x4_32x16x4_8x8x4) {
  using Shape = cutlass::gemm::GemmShape<32, 16, 4>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 4>;
  using Element = double;
  using ElementC = double;
  using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous64b;
  using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous64b;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<32, 16, 4> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_congruous_f64, 32x32x4_32x32x4_8x8x4) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 4>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 4>;
  using Element = double;
  using ElementC = double;
  using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous64b;
  using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous64b;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<32, 32, 4> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_congruous_f64, 32x64x4_32x64x4_8x8x4) {
  using Shape = cutlass::gemm::GemmShape<32, 64, 4>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 4>;
  using Element = double;
  using ElementC = double;
  using LayoutA = cutlass::layout::ColumnMajorTensorOpMultiplicandCongruous64b;
  using LayoutB = cutlass::layout::RowMajorTensorOpMultiplicandCongruous64b;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<32, 64, 4> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_f64, 16x16x16_16x16x16_8x8x4) {
  using Shape = cutlass::gemm::GemmShape<16, 16, 16>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 4>;
  using Element = double;
  using ElementC = double;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicand64bCrosswise;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicand64bCrosswise;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<16, 16, 16> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_f64, 32x32x16_32x32x16_8x8x4) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 16>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 4>;
  using Element = double;
  using ElementC = double;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicand64bCrosswise;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicand64bCrosswise;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<32, 32, 16> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_f64, 64x32x16_64x32x16_8x8x4) {
  using Shape = cutlass::gemm::GemmShape<64, 32, 16>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 4>;
  using Element = double;
  using ElementC = double;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicand64bCrosswise;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicand64bCrosswise;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<64, 32, 16> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_crosswise_f64, 32x64x16_32x64x16_8x8x4) {
  using Shape = cutlass::gemm::GemmShape<32, 64, 16>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 4>;
  using Element = double;
  using ElementC = double;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicand64bCrosswise;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicand64bCrosswise;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAdd>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<32, 64, 16> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x128_16x16x128_16x8x64) {
  using Shape = cutlass::gemm::GemmShape<16, 16, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
  using Element = cutlass::int4b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 128> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x128_32x16x128_16x8x64) {
  using Shape = cutlass::gemm::GemmShape<32, 16, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
  using Element = cutlass::int4b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 128> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x128_32x32x128_16x8x64) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
  using Element = cutlass::int4b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 128> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x128_64x32x128_16x8x64) {
  using Shape = cutlass::gemm::GemmShape<64, 32, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
  using Element = cutlass::int4b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 128> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_interleaved, 128x128x128_64x64x128_16x8x64) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 64>;
  using Element = cutlass::int4b_t;
  using ElementC = int;
  using LayoutA = cutlass::layout::RowMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;
  using LayoutB = cutlass::layout::ColumnMajorTensorOpMultiplicandCrosswise<
      cutlass::sizeof_bits<Element>::value, 64>;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor, cutlass::arch::OpMultiplyAddSaturate>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<128, 128, 128> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_canonical_f64_row_col, 32x32x8_64x32x8_8x8x4) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 4>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 4>;
  using Element = double;
  using ElementC = double;
  using LayoutA = cutlass::layout::RowMajor;
  using LayoutB = cutlass::layout::ColumnMajor;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<32, 32, 8> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_canonical_f64_col_row, 32x32x8_64x32x8_8x8x4) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 4>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 4>;
  using Element = double;
  using ElementC = double;
  using LayoutA = cutlass::layout::ColumnMajor;
  using LayoutB = cutlass::layout::RowMajor;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<32, 32, 8> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_canonical_tf32_row_col, 32x32x8_64x32x8_8x8x4) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 8>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  using Element = cutlass::tfloat32_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::RowMajor;
  using LayoutB = cutlass::layout::ColumnMajor;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<32, 32, 16> >()
      .run();
}

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

TEST(SM80_warp_gemm_tensor_op_canonical_tf32_col_row, 32x32x8_64x32x8_8x8x4) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 8>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  using Element = cutlass::tfloat32_t;
  using ElementC = float;
  using LayoutA = cutlass::layout::ColumnMajor;
  using LayoutB = cutlass::layout::RowMajor;

  using MmaTensorOp = typename cutlass::gemm::warp::DefaultMmaTensorOp<
      Shape, InstructionShape, Element, LayoutA, Element, LayoutB, ElementC,
      cutlass::layout::RowMajor>::Type;

  test::gemm::warp::Testbed<MmaTensorOp,
                            cutlass::gemm::GemmShape<32, 32, 16> >()
      .run();
}

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

#endif // if defined(CUTLASS_ARCH_MMA_SM80_SUPPORTED)


