gemm_sm75.cu

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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_SM75_SUPPORTED)

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

TEST(SM75_warp_gemm_tensor_op_congruous_f16, 128x128x8_32x128x8_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<32, 128, 8>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  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, 8> >()
      .run();
}

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

TEST(SM75_warp_gemm_tensor_op_congruous_f16, 128x128x32_64x64x32_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  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(SM75_warp_gemm_tensor_op_congruous_f16, 128x128x32_32x32x32_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  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(SM75_warp_gemm_tensor_op_crosswise_f16, 128x128x32_64x64x32_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  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(SM75_warp_gemm_tensor_op_crosswise_f16, 128x128x32_64x32x32_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<64, 32, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  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(SM75_warp_gemm_tensor_op_crosswise_f16, 128x128x32_32x32x32_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  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(SM75_warp_gemm_tensor_op_crosswise_f16, 128x128x32_32x16x32_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<32, 16, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  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(SM75_warp_gemm_tensor_op_crosswise_f16, 128x128x32_16x16x32_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<16, 16, 32>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  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(SM75_warp_gemm_tensor_op_crosswise_f16, 128x128x64_64x64x64_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  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(SM75_warp_gemm_tensor_op_crosswise_f16, 128x128x64_64x32x64_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<64, 32, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  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(SM75_warp_gemm_tensor_op_crosswise_f16, 128x128x64_32x32x64_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  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(SM75_warp_gemm_tensor_op_crosswise_f16, 128x128x64_32x16x64_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<32, 16, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  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(SM75_warp_gemm_tensor_op_crosswise_f16, 128x128x64_16x16x64_16x8x8) {
  using Shape = cutlass::gemm::GemmShape<16, 16, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<16, 8, 8>;
  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(SM75_warp_gemm_tensor_op_crosswise_i8, 128x128x64_64x64x64_8x8x16) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 16>;
  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(SM75_warp_gemm_tensor_op_crosswise_i8, 128x128x64_64x32x64_8x8x16) {
  using Shape = cutlass::gemm::GemmShape<64, 32, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 16>;
  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(SM75_warp_gemm_tensor_op_crosswise_i8, 128x128x64_32x32x64_8x8x16) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 16>;
  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(SM75_warp_gemm_tensor_op_crosswise_i8, 128x128x64_32x16x64_8x8x16) {
  using Shape = cutlass::gemm::GemmShape<32, 16, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 16>;
  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(SM75_warp_gemm_tensor_op_crosswise_i8, 128x128x64_16x16x64_8x8x16) {
  using Shape = cutlass::gemm::GemmShape<16, 16, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 16>;
  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(SM75_warp_gemm_tensor_op_interleaved_i8, 128x128x64_64x64x64_8x8x16) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 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(SM75_warp_gemm_tensor_op_interleaved_i8, 128x128x64_64x32x64_8x8x16) {
  using Shape = cutlass::gemm::GemmShape<64, 32, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 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(SM75_warp_gemm_tensor_op_interleaved_i8, 128x128x64_32x32x64_8x8x16) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 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(SM75_warp_gemm_tensor_op_interleaved_i8, 128x128x64_32x16x64_8x8x16) {
  using Shape = cutlass::gemm::GemmShape<32, 16, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 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(SM75_warp_gemm_tensor_op_interleaved_i8, 128x128x64_16x16x64_8x8x16) {
  using Shape = cutlass::gemm::GemmShape<16, 16, 64>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 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(SM75_warp_gemm_tensor_op_crosswise_i4, 128x128x128_64x64x128_8x8x32) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 32>;
  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(SM75_warp_gemm_tensor_op_crosswise_i4, 128x128x128_64x32x128_8x8x32) {
  using Shape = cutlass::gemm::GemmShape<64, 32, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 32>;
  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(SM75_warp_gemm_tensor_op_crosswise_i4, 128x128x128_32x32x128_8x8x32) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 32>;
  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(SM75_warp_gemm_tensor_op_crosswise_i4, 128x128x128_32x16x128_8x8x32) {
  using Shape = cutlass::gemm::GemmShape<32, 16, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 32>;
  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(SM75_warp_gemm_tensor_op_crosswise_i4, 128x128x128_16x16x128_8x8x32) {
  using Shape = cutlass::gemm::GemmShape<16, 16, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 32>;
  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(SM75_warp_gemm_tensor_op_interleaved_i4, 128x128x128_64x64x128_8x8x32) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 32>;
  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(SM75_warp_gemm_tensor_op_interleaved_i4, 128x128x128_64x32x128_8x8x32) {
  using Shape = cutlass::gemm::GemmShape<64, 32, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 32>;
  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(SM75_warp_gemm_tensor_op_interleaved_i4, 128x128x128_32x32x128_8x8x32) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 32>;
  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(SM75_warp_gemm_tensor_op_interleaved_i4, 128x128x128_32x16x128_8x8x32) {
  using Shape = cutlass::gemm::GemmShape<32, 16, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 32>;
  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(SM75_warp_gemm_tensor_op_interleaved_i4, 128x128x128_16x16x128_8x8x32) {
  using Shape = cutlass::gemm::GemmShape<16, 16, 128>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 32>;
  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(SM75_warp_gemm_tensor_op_crosswise_b1, 128x128x512_64x64x512_8x8x128) {
  using Shape = cutlass::gemm::GemmShape<64, 64, 512>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 128>;
  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::OpXorPopc>::Type;

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

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

TEST(SM75_warp_gemm_tensor_op_crosswise_b1, 128x128x512_64x32x512_8x8x128) {
  using Shape = cutlass::gemm::GemmShape<64, 32, 512>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 128>;
  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::OpXorPopc>::Type;

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

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

TEST(SM75_warp_gemm_tensor_op_crosswise_b1, 128x128x512_32x32x512_8x8x128) {
  using Shape = cutlass::gemm::GemmShape<32, 32, 512>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 128>;
  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::OpXorPopc>::Type;

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

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

TEST(SM75_warp_gemm_tensor_op_crosswise_b1, 128x128x512_32x16x512_8x8x128) {
  using Shape = cutlass::gemm::GemmShape<32, 16, 512>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 128>;
  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::OpXorPopc>::Type;

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

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

TEST(SM75_warp_gemm_tensor_op_crosswise_b1, 128x128x512_16x16x512_8x8x128) {
  using Shape = cutlass::gemm::GemmShape<16, 16, 512>;
  using InstructionShape = cutlass::gemm::GemmShape<8, 8, 128>;
  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::OpXorPopc>::Type;

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

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

#endif