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 * modification, are permitted provided that the following conditions are met:
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/*! \file
    \brief Unit tests for thread-level GEMM
*/

#include "../../common/hytlass_unit_test.h"

#include "hytlass/complex.h"
#include "hytlass/gemm/gemm.h"
#include "hytlass/gemm/warp/mma_simt.h"

#include "testbed.h"

/////////////////////////////////////////////////////////////////////////////////////////////////
// NT SMEM layout
TEST(GFX906_warp_gemm_f32_col_row_col, 32x16x1_4x4x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<4, 4, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<32, 16, 8>,
    float,
    hytlass::layout::ColumnMajor,
    float,
    hytlass::layout::RowMajor,
    float,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8> >().run();
}

// TN SMEM layout
TEST(GFX906_warp_gemm_f32_row_col_col, 32x16x1_4x4x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<4, 4, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<32, 16, 8>,
    float,
    hytlass::layout::RowMajor,
    float,
    hytlass::layout::ColumnMajor,
    float,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8> >().run();
}

// TT SMEM layout
TEST(GFX906_warp_gemm_f32_row_row_col, 32x16x1_4x4x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<4, 4, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<32, 16, 8>,
    float,
    hytlass::layout::RowMajor,
    float,
    hytlass::layout::RowMajor,
    float,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8> >().run();
}

// NN SMEM layout
TEST(GFX906_warp_gemm_f32_col_col_col, 32x16x1_4x4x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<4, 4, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<32, 16, 8>,
    float,
    hytlass::layout::ColumnMajor,
    float,
    hytlass::layout::ColumnMajor,
    float,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8> >().run();
}


/////////////////////////////////////////////////////////////////////////////////////////////////
// NT SMEM layout
TEST(GFX906_warp_gemm_f32_col_row_row, 16x32x1_4x4x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<4, 8>,
    hytlass::layout::RowMajorInterleaved<2>,
    hytlass::gemm::GemmShape<4, 4, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<16, 32, 8>,
    float,
    hytlass::layout::ColumnMajor,
    float,
    hytlass::layout::RowMajor,
    float,
    hytlass::layout::RowMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8> >().run();
}

// TN SMEM layout
TEST(GFX906_warp_gemm_f32_row_col_row, 16x32x1_4x4x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<4, 8>,
    hytlass::layout::RowMajorInterleaved<2>,
    hytlass::gemm::GemmShape<4, 4, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<16, 32, 8>,
    float,
    hytlass::layout::RowMajor,
    float,
    hytlass::layout::ColumnMajor,
    float,
    hytlass::layout::RowMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8> >().run();
}

/////////////////////////////////////////////////////////////////////////////////////////////////
// NT SMEM layout
TEST(GFX906_warp_gemm_f32_col_row_col, 32x16x1_2x2x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<2, 2, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<32, 16, 8>,
    float,
    hytlass::layout::ColumnMajor,
    float,
    hytlass::layout::RowMajor,
    float,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8>>().run();
}

TEST(GFX906_warp_gemm_f32_col_row_row, 32x16x1_2x2x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::RowMajorInterleaved<2>,
    hytlass::gemm::GemmShape<2, 2, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<32, 16, 8>,
    float,
    hytlass::layout::ColumnMajor,
    float,
    hytlass::layout::RowMajor,
    float,
    hytlass::layout::RowMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8>>().run();
}

// TN SMEM layout
TEST(GFX906_warp_gemm_f32_row_col_col, 32x16x1_2x2x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<2, 2, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<32, 16, 8>,
    float,
    hytlass::layout::RowMajor,
    float,
    hytlass::layout::ColumnMajor,
    float,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8>>().run();
}

TEST(GFX906_warp_gemm_f32_row_col_row, 32x16x1_2x2x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::RowMajorInterleaved<2>,
    hytlass::gemm::GemmShape<2, 2, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<32, 16, 8>,
    float,
    hytlass::layout::RowMajor,
    float,
    hytlass::layout::ColumnMajor,
    float,
    hytlass::layout::RowMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8>>().run();
}
/////////////////////////////////////////////////////////////////////////////////////////////////
// NT SMEM layout
TEST(GFX906_warp_gemm_f32_col_row_col, 32x64x1_4x4x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<4, 4, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<64, 32, 8>,
    float,
    hytlass::layout::ColumnMajor,
    float,
    hytlass::layout::RowMajor,
    float,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8>>().run();
}

TEST(GFX906_warp_gemm_f32_col_row_row, 32x64x1_4x4x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<4, 8>,
    hytlass::layout::RowMajorInterleaved<2>,
    hytlass::gemm::GemmShape<4, 4, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<32, 64, 8>,
    float,
    hytlass::layout::ColumnMajor,
    float,
    hytlass::layout::RowMajor,
    float,
    hytlass::layout::RowMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8>>().run();
}

// TN SMEM layout
TEST(GFX906_warp_gemm_f32_row_col_col, 32x64x1_4x4x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<4, 4, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<64, 32, 8>,
    float,
    hytlass::layout::RowMajor,
    float,
    hytlass::layout::ColumnMajor,
    float,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8>>().run();
}

TEST(GFX906_warp_gemm_f32_row_col_row, 32x64x1_4x4x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<4, 8>,
    hytlass::layout::RowMajorInterleaved<2>,
    hytlass::gemm::GemmShape<4, 4, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<32, 64, 8>,
    float,
    hytlass::layout::RowMajor,
    float,
    hytlass::layout::ColumnMajor,
    float,
    hytlass::layout::RowMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8>>().run();
}
/////////////////////////////////////////////////////////////////////////////////////////////////

TEST(GFX906_warp_gemm_complex_f32_col_row_col, 64x32x1_2x2x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<2, 2, 1>
  >;

  using complex_f32_t = hytlass::complex<float>;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<64, 32, 8>,
    complex_f32_t,
    hytlass::layout::ColumnMajor,
    complex_f32_t,
    hytlass::layout::RowMajor,
    complex_f32_t,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8>>().run();
}

TEST(GFX906_warp_gemm_complex_f32_col_row_row, 64x32x1_2x2x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::RowMajorInterleaved<2>,
    hytlass::gemm::GemmShape<2, 2, 1>
  >;

  using complex_f32_t = hytlass::complex<float>;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<64, 32, 8>,
    complex_f32_t,
    hytlass::layout::ColumnMajor,
    complex_f32_t,
    hytlass::layout::RowMajor,
    complex_f32_t,
    hytlass::layout::RowMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8>>().run();
}

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

TEST(GFX906_warp_gemm_f64_col_row_col, 8x4x1_1x1x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<1, 1, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<8, 4, 8>,
    double,
    hytlass::layout::ColumnMajor,
    double,
    hytlass::layout::RowMajor,
    double,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8>>().run();
}

TEST(GFX906_warp_gemm_f64_col_row_row, 8x4x1_1x1x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::RowMajorInterleaved<2>,
    hytlass::gemm::GemmShape<1, 1, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<8, 4, 8>,
    double,
    hytlass::layout::ColumnMajor,
    double,
    hytlass::layout::RowMajor,
    double,
    hytlass::layout::RowMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8>>().run();
}

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

TEST(GFX906_warp_gemm_f64_col_row_col, 32x16x1_2x2x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<2, 2, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<32, 16, 8>,
    double,
    hytlass::layout::ColumnMajor,
    double,
    hytlass::layout::RowMajor,
    double,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8>>().run();
}

TEST(GFX906_warp_gemm_f64_col_row_row, 32x16x1_2x2x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::RowMajorInterleaved<2>,
    hytlass::gemm::GemmShape<2, 2, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<32, 16, 8>,
    double,
    hytlass::layout::ColumnMajor,
    double,
    hytlass::layout::RowMajor,
    double,
    hytlass::layout::RowMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8>>().run();
}

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

TEST(GFX906_warp_gemm_f64_col_row_col, 64x32x1_2x2x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<2, 2, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<64, 32, 8>,
    double,
    hytlass::layout::ColumnMajor,
    double,
    hytlass::layout::RowMajor,
    double,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8>>().run();
}

TEST(GFX906_warp_gemm_f64_col_row_row, 64x32x1_2x2x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::RowMajorInterleaved<2>,
    hytlass::gemm::GemmShape<2, 2, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<64, 32, 8>,
    double,
    hytlass::layout::ColumnMajor,
    double,
    hytlass::layout::RowMajor,
    double,
    hytlass::layout::RowMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8>>().run();
}

TEST(GFX906_warp_gemm_complex_f64_col_row_col, 32x16x1_1x1x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<1, 1, 1>
  >;

  using complex_f64_t = hytlass::complex<double>;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<64, 16, 8>,
    complex_f64_t,
    hytlass::layout::ColumnMajor,
    complex_f64_t,
    hytlass::layout::RowMajor,
    complex_f64_t,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8>>().run();
}

TEST(GFX906_warp_gemm_complex_f64_col_row_row, 32x16x1_1x1x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::RowMajorInterleaved<2>,
    hytlass::gemm::GemmShape<1, 1, 1>
  >;

  using complex_f64_t = hytlass::complex<double>;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<64, 16, 8>,
    complex_f64_t,
    hytlass::layout::ColumnMajor,
    complex_f64_t,
    hytlass::layout::RowMajor,
    complex_f64_t,
    hytlass::layout::RowMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8>>().run();
}

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

TEST(GFX906_warp_gemm_f16_col_row, 8x4x1_1x1x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<1, 1, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<8, 4, 8>,
    hytlass::half_t,
    hytlass::layout::ColumnMajor,
    hytlass::half_t,
    hytlass::layout::RowMajor,
    hytlass::half_t,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8> >().run();
}

TEST(GFX906_warp_gemm_f16_col_row, 16x8x1_2x2x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<2, 2, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<16, 8, 8>,
    hytlass::half_t,
    hytlass::layout::ColumnMajor,
    hytlass::half_t,
    hytlass::layout::RowMajor,
    hytlass::half_t,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8> >().run();
}

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

TEST(GFX906_warp_gemm_f16_col_row, 32x16x1_4x4x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<4, 4, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<32, 16, 8>,
    hytlass::half_t,
    hytlass::layout::ColumnMajor,
    hytlass::half_t,
    hytlass::layout::RowMajor,
    hytlass::half_t,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8> >().run();
}

TEST(GFX906_warp_gemm_f16_col_row, 64x16x1_8x4x1) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<8, 8, 1>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<64, 32, 8>,
    hytlass::half_t,
    hytlass::layout::ColumnMajor,
    hytlass::half_t,
    hytlass::layout::RowMajor,
    hytlass::half_t,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 128, 8> >().run();
}

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

TEST(GFX906_warp_gemm_int8_col_row, col_row_8x4x8_1x1x4) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<1, 1, 4>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<8, 4, 8>,
    int8_t,
    hytlass::layout::ColumnMajorInterleaved<4>,
    int8_t,
    hytlass::layout::RowMajorInterleaved<4>,
    int,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<8, 4, 8> >().run();
}

TEST(GFX906_warp_gemm_int8_col_row, col_row_8x4x4_1x1x4) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<1, 1, 4>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<8, 4, 8>,
    int8_t,
    hytlass::layout::ColumnMajorInterleaved<4>,
    int8_t,
    hytlass::layout::RowMajorInterleaved<4>,
    int,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 64, 8> >().run();
}

TEST(GFX906_warp_gemm_int8_col_row, col_row_16x4x4_2x1x4) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<2, 1, 4>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<16, 4, 4>,
    int8_t,
    hytlass::layout::ColumnMajorInterleaved<4>,
    int8_t,
    hytlass::layout::RowMajorInterleaved<4>,
    int,
    hytlass::layout::ColumnMajor,
    Policy
  >;

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

TEST(GFX906_warp_gemm_int8_col_row, col_row_16x4x4_2x2x4) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<2, 2, 4>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<16, 8, 4>,
    int8_t,
    hytlass::layout::ColumnMajorInterleaved<4>,
    int8_t,
    hytlass::layout::RowMajorInterleaved<4>,
    int,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<16, 8, 4> >().run();
}

TEST(GFX906_warp_gemm_int8_col_row, col_row_32x16x4_4x4x4) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<4, 4, 4>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<32, 16, 16>,
    int8_t,
    hytlass::layout::ColumnMajorInterleaved<4>,
    int8_t,
    hytlass::layout::RowMajorInterleaved<4>,
    int,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 64, 16> >().run();
}


TEST(GFX906_warp_gemm_int8_col_row, col_row_128x64x4_16x16x4) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<16, 16, 4>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<128, 64, 4>,
    int8_t,
    hytlass::layout::ColumnMajorInterleaved<4>,
    int8_t,
    hytlass::layout::RowMajorInterleaved<4>,
    int,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 64, 4> >().run();
}

TEST(GFX906_warp_gemm_int8_col_row, col_row_64x64x4_4x4x4) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<4, 4, 4>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<64, 64, 8>,
    int8_t,
    hytlass::layout::ColumnMajorInterleaved<4>,
    int8_t,
    hytlass::layout::RowMajorInterleaved<4>,
    int,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<64, 64, 8> >().run();
}

/////////////////////////////////////////////////////////////////////////////////////////////////
TEST(GFX906_warp_gemm_half_col_row, col_row_8x4x8_1x1x2) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<1, 1, 2>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<8, 4, 2>,
    hytlass::half_t,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::half_t,
    hytlass::layout::RowMajorInterleaved<2>,
    float,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<8, 4, 8> >().run();
}

TEST(GFX906_warp_gemm_half_col_row, col_row_8x4x4_1x1x2) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<1, 1, 2>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<8, 4, 8>,
    hytlass::half_t,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::half_t,
    hytlass::layout::RowMajorInterleaved<2>,
    float,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 64, 8> >().run();
}

TEST(GFX906_warp_gemm_half_col_row, col_row_16x4x4_2x1x2) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<2, 1, 2>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<16, 4, 2>,
    hytlass::half_t,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::half_t,
    hytlass::layout::RowMajorInterleaved<2>,
    float,
    hytlass::layout::ColumnMajor,
    Policy
  >;

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

TEST(GFX906_warp_gemm_half_col_row, col_row_16x4x4_2x2x2) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<2, 2, 2>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<16, 8, 2>,
    hytlass::half_t,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::half_t,
    hytlass::layout::RowMajorInterleaved<2>,
    float,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<16, 8, 4> >().run();
}

TEST(GFX906_warp_gemm_half_col_row, col_row_32x16x4_4x4x2) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<4, 4, 2>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<32, 16, 16>,
    hytlass::half_t,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::half_t,
    hytlass::layout::RowMajorInterleaved<2>,
    float,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 64, 16> >().run();
}


TEST(GFX906_warp_gemm_half_col_row, col_row_128x64x4_16x16x2) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<16, 16, 2>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<128, 64, 4>,
    hytlass::half_t,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::half_t,
    hytlass::layout::RowMajorInterleaved<2>,
    float,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<128, 64, 4> >().run();
}

TEST(GFX906_warp_gemm_half_col_row, col_row_64x64x4_4x4x2) {

  using Policy = hytlass::gemm::warp::MmaSimtPolicy<
    hytlass::MatrixShape<8, 4>,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::gemm::GemmShape<4, 4, 2>
  >;

  using Mma = hytlass::gemm::warp::MmaSimt<
    hytlass::gemm::GemmShape<64, 64, 8>,
    hytlass::half_t,
    hytlass::layout::ColumnMajorInterleaved<2>,
    hytlass::half_t,
    hytlass::layout::RowMajorInterleaved<2>,
    float,
    hytlass::layout::ColumnMajor,
    Policy
  >;

  test::gemm::warp::Testbed<Mma, hytlass::gemm::GemmShape<64, 64, 8> >().run();
}

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