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 * FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
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/*! \file
    \brief Tests for device-wide GEMM interface
*/

#include <iostream>

#include "hytlass/hytlass.h"
#include "hytlass/gemm/device/gemm.h"
#include "hytlass/numeric_types.h"

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

#include "hytlass/util/host_tensor.h"
#include "hytlass/util/tensor_view_io.h"
#include "hytlass/util/reference/host/tensor_fill.h"
#include "hytlass/util/reference/host/tensor_copy.h"
#include "hytlass/util/reference/host/tensor_compare.h"
#include "hytlass/util/reference/host/gemm.h"

#include "testbed.h"

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   4 x   2
//    Threads / Warp:   4 x   16
//     Warps / Block:   1 x   2
//       Threadblock:  16 x  64 x  8
HYTLASS_TEST_L1(GFX906_device_sgemm_nt, 16x64x8_16x32x1_4x2_4x16_1x2, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<16, 64, 8>;
    using WarpShape = hytlass::gemm::GemmShape<16, 32, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   4 x   4
//    Threads / Warp:   4 x   16
//     Warps / Block:   1 x   1
//       Threadblock:  16 x  64 x  8
HYTLASS_TEST_L1(GFX906_device_sgemm_nt, 16x64x8_16x64x1_4x4_4x16_1x1, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<16, 64, 8>;
    using WarpShape = hytlass::gemm::GemmShape<16, 64, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   8 x   2
//    Threads / Warp:   4 x   16
//     Warps / Block:   1 x   2
//       Threadblock:  32 x  64 x  8
HYTLASS_TEST_L1(GFX906_device_sgemm_nt, 32x64x8_32x32x1_8x2_4x16_1x2, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<32, 64, 8>;
    using WarpShape = hytlass::gemm::GemmShape<32, 32, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   8 x   4
//    Threads / Warp:   4 x   16
//     Warps / Block:   1 x   1
//       Threadblock:  32 x  64 x  8
HYTLASS_TEST_L1(GFX906_device_sgemm_nt, 32x64x8_32x64x1_8x4_4x16_1x1, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<32, 64, 8>;
    using WarpShape = hytlass::gemm::GemmShape<32, 64, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   8 x   4
//    Threads / Warp:   8 x   8
//     Warps / Block:   1 x   2
//       Threadblock:  64 x  64 x  8
HYTLASS_TEST_L1(GFX906_device_sgemm_nt, 64x64x8_64x32x1_8x4_8x8_1x2, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 8>;
    using WarpShape = hytlass::gemm::GemmShape<64, 32, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )
 
////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   4 x   4
//    Threads / Warp:   4 x   16
//     Warps / Block:   1 x   2
//       Threadblock:  16 x 128 x  8
HYTLASS_TEST_L1(GFX906_device_sgemm_nt, 16x128x8_16x64x1_4x4_4x16_1x2, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<16, 128, 8>;
    using WarpShape = hytlass::gemm::GemmShape<16, 64, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   4 x   2
//    Threads / Warp:   8 x   8
//     Warps / Block:   1 x   2
//       Threadblock:  32 x  32 x  8
HYTLASS_TEST_L2(GFX906_device_sgemm_nt, 32x32x8_32x16x1_4x2_8x8_1x2, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<32, 64, 8>;
    using WarpShape = hytlass::gemm::GemmShape<32, 16, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   8 x   2
//    Threads / Warp:   4 x   16
//     Warps / Block:   1 x   2
//       Threadblock:  32 x  64 x  8
HYTLASS_TEST_L2(GFX906_device_sgemm_nt, 32x64x8_32x32x1_8x2_4x16_1x2, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<32, 64, 8>;
    using WarpShape = hytlass::gemm::GemmShape<32, 32, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   8 x   4
//    Threads / Warp:   4 x   16
//     Warps / Block:   1 x   2
//       Threadblock:  32 x 128 x  8
HYTLASS_TEST_L1(GFX906_device_sgemm_nt, 32x128x8_32x64x1_8x4_4x16_1x2, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<32, 128, 8>;
    using WarpShape = hytlass::gemm::GemmShape<32, 64, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   8 x   4
//    Threads / Warp:   8 x   8
//     Warps / Block:   1 x   2
//       Threadblock:  64 x  64 x  8
HYTLASS_TEST_L0(GFX906_device_sgemm_nt, 64x64x8_64x32x1_8x4_8x8_1x2, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 8>;
    using WarpShape = hytlass::gemm::GemmShape<64, 32, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   4 x   2
//    Threads / Warp:   4 x   16
//     Warps / Block:   2 x   2
//       Threadblock:  32 x  64 x  8
HYTLASS_TEST_L2(GFX906_device_sgemm_nt, 32x64x8_16x32x1_4x2_4x16_2x2, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<32, 64, 8>;
    using WarpShape = hytlass::gemm::GemmShape<16, 32, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   8 x   2
//    Threads / Warp:   4 x   16
//     Warps / Block:   2 x   2
//       Threadblock:  64 x  64 x  8
HYTLASS_TEST_L2(GFX906_device_sgemm_nt, 64x32x8_32x32x1_8x2_4x16_2x2, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 8>;
    using WarpShape = hytlass::gemm::GemmShape<32, 32, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   8 x   4
//    Threads / Warp:   4 x   16
//     Warps / Block:   2 x   1
//       Threadblock:  64 x  64 x  8
HYTLASS_TEST_L1(GFX906_device_sgemm_nt, 64x64x8_32x64x1_8x4_4x16_2x1, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 8>;
    using WarpShape = hytlass::gemm::GemmShape<32, 64, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   4 x   4
//    Threads / Warp:   4 x   16
//     Warps / Block:   2 x   2
//       Threadblock:  32 x 128 x  8
HYTLASS_TEST_L2(GFX906_device_sgemm_nt, 32x128x8_16x64x1_4x4_4x16_2x2, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<32, 128, 8>;
    using WarpShape = hytlass::gemm::GemmShape<16, 64, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   4 x   2
//    Threads / Warp:   8 x   8
//     Warps / Block:   2 x   2
//       Threadblock:  64 x  32 x  8
HYTLASS_TEST_L2(GFX906_device_sgemm_nt, 64x32x8_32x16x1_4x2_8x8_2x2, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 8>;
    using WarpShape = hytlass::gemm::GemmShape<32, 16, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   8 x   2
//    Threads / Warp:   4 x   16
//     Warps / Block:   2 x   2
//       Threadblock:  64 x  64 x  8
HYTLASS_TEST_L2(GFX906_device_sgemm_nt, 64x64x8_32x32x1_8x2_4x16_2x2, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 8>;
    using WarpShape = hytlass::gemm::GemmShape<32, 32, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   8 x   4
//    Threads / Warp:   4 x   16
//     Warps / Block:   2 x   2
//       Threadblock:  64 x 128 x  8
HYTLASS_TEST_L1(GFX906_device_sgemm_nt, 64x128x8_32x64x1_8x4_4x16_2x2, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<64, 128, 8>;
    using WarpShape = hytlass::gemm::GemmShape<32, 64, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   8 x   4
//    Threads / Warp:   8 x   8
//     Warps / Block:   2 x   2
//       Threadblock: 128 x  64 x  8
HYTLASS_TEST_L1(GFX906_device_sgemm_nt, 128x64x8_64x32x1_8x4_8x16_2x2, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<128, 64, 8>;
    using WarpShape = hytlass::gemm::GemmShape<64, 32, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   4 x   2
//    Threads / Warp:   8 x   8
//     Warps / Block:   2 x   4
//       Threadblock:  64 x  64 x  8
HYTLASS_TEST_L2(GFX906_device_sgemm_nt, 64x64x8_32x16x1_4x2_8x8_2x4, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 8>;
    using WarpShape = hytlass::gemm::GemmShape<32, 16, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   8 x   2
//    Threads / Warp:   4 x   16
//     Warps / Block:   2 x   4
//       Threadblock:  64 x 128 x  8
HYTLASS_TEST_L2(GFX906_device_sgemm_nt, 64x128x8_32x32x1_8x2_4x16_2x4, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<64, 128, 8>;
    using WarpShape = hytlass::gemm::GemmShape<32, 32, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   8 x   4
//    Threads / Warp:   4 x   16
//     Warps / Block:   2 x   4
//       Threadblock:  64 x 256 x  8
HYTLASS_TEST_L1(GFX906_device_sgemm_nt, 64x256x8_32x64x1_8x4_4x16_2x4, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<64, 256, 8>;
    using WarpShape = hytlass::gemm::GemmShape<32, 64, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   8 x   4
//    Threads / Warp:   8 x   8
//     Warps / Block:   2 x   4
//       Threadblock: 128 x 128 x  8
HYTLASS_TEST_L0(GFX906_device_sgemm_nt, 128x128x8_64x32x1_8x4_8x8_2x4, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 8>;
    using WarpShape = hytlass::gemm::GemmShape<64, 32, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   4 x   2
//    Threads / Warp:   4 x   16
//     Warps / Block:   4 x   2
//       Threadblock:  64 x  64 x  8
HYTLASS_TEST_L2(GFX906_device_sgemm_nt, 64x64x8_16x32x1_4x2_4x16_4x2, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 8>;
    using WarpShape = hytlass::gemm::GemmShape<16, 32, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   8 x   2
//    Threads / Warp:   4 x   16
//     Warps / Block:   4 x   2
//       Threadblock: 128 x  64 x  8
HYTLASS_TEST_L2(GFX906_device_sgemm_nt, 128x64x8_32x32x1_8x2_4x16_4x2, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<128, 64, 8>;
    using WarpShape = hytlass::gemm::GemmShape<32, 32, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   8 x   4
//    Threads / Warp:   4 x   16
//     Warps / Block:   4 x   2
//       Threadblock: 128 x 128 x  8
HYTLASS_TEST_L1(GFX906_device_sgemm_nt, 128x128x8_32x64x1_8x4_4x16_4x2, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 8>;
    using WarpShape = hytlass::gemm::GemmShape<32, 64, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   8 x   4
//    Threads / Warp:   8 x   8
//     Warps / Block:   4 x   2
//       Threadblock: 256 x  64 x  8
HYTLASS_TEST_L1(GFX906_device_sgemm_nt, 256x64x8_64x32x1_8x4_8x8_4x2, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<256, 64, 8>;
    using WarpShape = hytlass::gemm::GemmShape<64, 32, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )

////////////////////////////////////////////////////////////////////////////////
// Elements / Thread:   8 x   2
//    Threads / Warp:   4 x   16
//     Warps / Block:   4 x   4
//       Threadblock: 128 x 128 x  8
HYTLASS_TEST_L2(GFX906_device_sgemm_nt, 128x128x8_32x32x1_8x2_4x16_4x4, {
    using precision = float;
    using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 8>;
    using WarpShape = hytlass::gemm::GemmShape<32, 32, 8>;

    static int const kEpilogueElementsPerAccess = 1;
    using InstructionShape = hytlass::gemm::GemmShape<1, 1, 1>;
    using EpilogueOutputOp = hytlass::epilogue::thread::LinearCombination<
        precision, kEpilogueElementsPerAccess, precision, precision>;

    using Gemm = hytlass::gemm::device::Gemm<
        precision, hytlass::layout::ColumnMajor,
        precision, hytlass::layout::RowMajor,
        precision, hytlass::layout::RowMajor,
        precision,
        hytlass::arch::OpClassSimt,
        hytlass::arch::Gfx906,
        ThreadblockShape, WarpShape, InstructionShape,
        EpilogueOutputOp,
        hytlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,
        2 // Stages
    >;
    EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>());
} )
