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using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 64, 128); using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 1, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, tensor_op_128x128x32_64x64x32_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(128, 128, 128); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, tensor_op_64x64x32_32x32x32_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 64, 128); using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 32>; using WarpShape = hytlass::gemm::GemmShape<32, 32, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } ///////////////////////////////////////////////////////////////////////////////////////////////// TEST(GFX928_gemm_threadblock_congruous, tensor_op_128x64x32_64x32x32_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(128, 64, 128); using ThreadblockShape = hytlass::gemm::GemmShape<128, 64, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 32, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } ///////////////////////////////////////////////////////////////////////////////////////////////// TEST(GFX928_gemm_threadblock_congruous, tensor_op_128x64x64_64x32x64_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(128, 64, 128); using ThreadblockShape = hytlass::gemm::GemmShape<128, 64, 64>; using WarpShape = hytlass::gemm::GemmShape<64, 32, 64>; using OperatorShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, OperatorShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } ///////////////////////////////////////////////////////////////////////////////////////////////// TEST(GFX928_gemm_threadblock_congruous, tensor_op_64x128x32_32x64x32_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 128, 128); using ThreadblockShape = hytlass::gemm::GemmShape<64, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<32, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, tensor_op_256x128x32_32x64x32_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(256, 128, 128); using ThreadblockShape = hytlass::gemm::GemmShape<256, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 8, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_64x64x32_64x64x32_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 64, 128); using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 1, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_128x128x32_64x64x32_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(128, 128, 128); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_256x128x32_64x64x32_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(256, 128, 128); using ThreadblockShape = hytlass::gemm::GemmShape<256, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 8, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_64x64x32_32x32x32_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 64, 128); using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 32>; using WarpShape = hytlass::gemm::GemmShape<32, 32, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_128x64x32_64x32x32_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(128, 64, 128); using ThreadblockShape = hytlass::gemm::GemmShape<128, 64, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 32, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_128x64x64_64x32x64_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(128, 64, 128); using ThreadblockShape = hytlass::gemm::GemmShape<128, 64, 64>; using WarpShape = hytlass::gemm::GemmShape<64, 32, 64>; using OperatorShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, OperatorShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_64x128x32_32x64x32_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 128, 128); using ThreadblockShape = hytlass::gemm::GemmShape<64, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<32, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, tensor_op_32x128x64_32x32x64_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(32, 256, 128); using ThreadblockShape = hytlass::gemm::GemmShape<32, 128, 64>; using WarpShape = hytlass::gemm::GemmShape<32, 32, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 2); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, tensor_op_128x32x64_32x32x64_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(256, 32, 128); using ThreadblockShape = hytlass::gemm::GemmShape<128, 32, 64>; using WarpShape = hytlass::gemm::GemmShape<32, 32, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, tensor_op_32x128x32_32x64x32_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 256, 128); using ThreadblockShape = hytlass::gemm::GemmShape<32, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<32, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 2, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, tensor_op_128x32x32_32x32x32_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(256, 64, 128); using ThreadblockShape = hytlass::gemm::GemmShape<128, 32, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 32, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 2, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, tensor_op_64x64x64_64x64x64_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 64, 256); using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 64>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 1, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, tensor_op_64x128x64_32x64x64_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 128, 256); using ThreadblockShape = hytlass::gemm::GemmShape<64, 128, 64>; using WarpShape = hytlass::gemm::GemmShape<32, 64, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, tensor_op_128x128x64_64x64x64_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(128, 128, 256); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 64>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_64x64x64_64x64x64_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 64, 256); using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 64>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 1, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_64x64x64_32x32x64_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 64, 256); using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 64>; using WarpShape = hytlass::gemm::GemmShape<32, 32, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_64x128x64_32x64x64_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 128, 256); using ThreadblockShape = hytlass::gemm::GemmShape<64, 128, 64>; using WarpShape = hytlass::gemm::GemmShape<32, 64, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_128x128x64_64x64x64_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(128, 128, 384); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 64>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, multicta_256x256x384_128x128x64_64x64x64_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(256, 256, 384); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 64>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, multicta_512x256x384_256x128x64_64x64x32_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(512, 256, 384); using ThreadblockShape = hytlass::gemm::GemmShape<256, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 8, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, multicta_256x256x384_128x128x32_64x64x32_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(256, 256, 384); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, multicta_512x256x768_256x128x32_64x64x32_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(512, 256, 768); using ThreadblockShape = hytlass::gemm::GemmShape<256, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 8, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, multicta_256x256x384_128x128x64_64x64x64_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(256, 256, 384); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 64>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, multicta_512x256x768_256x128x32_64x64x64_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(512, 256, 768); using ThreadblockShape = hytlass::gemm::GemmShape<256, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 8, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, multicta_256x256x384_128x128x32_64x64x32_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(256, 256, 384); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, multicta_512x256x768_256x128x32_64x64x32_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(512, 256, 768); using ThreadblockShape = hytlass::gemm::GemmShape<256, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 8, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, multicta_256x256x96_128x128x32_64x64x32_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(256, 256, 96); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, multicta_512x256x384_256x128x32_64x64x32_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(512, 256, 384); using ThreadblockShape = hytlass::gemm::GemmShape<256, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 8, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, multicta_256x256x96_128x128x32_64x64x32_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(256, 256, 96); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, multicta_512x256x384_256x128x32_64x64x32_16x16x16) { using ElementA = hytlass::half_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::half_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(512, 256, 384); using ThreadblockShape = hytlass::gemm::GemmShape<256, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 16>; float alpha = 1.f; float beta = 0.0f; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 8, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } //////////////////////////////////////////////////////////////////////////////// // tf32 TEST(GFX928_gemm_threadblock_congruous, tensor_op_64x64x32_64x64x32_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 64, 128); using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 1, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, tensor_op_128x64x32_64x32x32_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(128, 64, 128); using ThreadblockShape = hytlass::gemm::GemmShape<128, 64, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 32, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, tensor_op_64x128x32_32x64x32_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 128, 128); using ThreadblockShape = hytlass::gemm::GemmShape<64, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<32, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, tensor_op_128x128x32_64x64x32_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(128, 128, 128); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, multicta_256x256x192_128x128x32_64x64x32_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(256, 256, 192); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, multicta_512x256x384_128x128x32_64x64x32_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(512, 256, 192); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(4, 2); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, tensor_op_64x64x16_64x64x16_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 64, 128); using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 16>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 16>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 1, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, tensor_op_128x64x16_64x32x16_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(128, 64, 128); using ThreadblockShape = hytlass::gemm::GemmShape<128, 64, 16>; using WarpShape = hytlass::gemm::GemmShape<64, 32, 16>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, tensor_op_64x128x16_32x64x16_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 128, 128); using ThreadblockShape = hytlass::gemm::GemmShape<64, 128, 16>; using WarpShape = hytlass::gemm::GemmShape<32, 64, 16>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, tensor_op_128x128x16_64x64x16_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(128, 128, 128); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 16>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 16>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, multicta_256x256x192_128x128x16_64x64x16_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(256, 256, 192); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 16>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 16>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_congruous, multicta_512x256x384_256x128x16_64x64x16_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::ColumnMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::RowMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(512, 256, 384); using ThreadblockShape = hytlass::gemm::GemmShape<256, 128, 16>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 16>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 8, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_64x64x32_64x64x32_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 64, 128); using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 1, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_64x64x32_32x32x32_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 64, 128); using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 32>; using WarpShape = hytlass::gemm::GemmShape<32, 32, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_128x64x32_64x32x32_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(128, 64, 128); using ThreadblockShape = hytlass::gemm::GemmShape<128, 64, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 32, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_64x128x32_32x64x32_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 128, 128); using ThreadblockShape = hytlass::gemm::GemmShape<64, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<32, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_128x128x32_64x64x32_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(128, 128, 128); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, multicta_256x256x192_128x128x32_64x64x32_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(256, 256, 192); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, multicta_512x256x192_128x128x32_64x64x32_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(512, 256, 192); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 32>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 32>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(4, 2); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_64x64x16_64x64x16_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 64, 128); using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 16>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 16>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 1, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_64x64x16_32x32x16_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 64, 128); using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 16>; using WarpShape = hytlass::gemm::GemmShape<32, 32, 16>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_128x64x16_64x32x16_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(128, 64, 128); using ThreadblockShape = hytlass::gemm::GemmShape<128, 64, 16>; using WarpShape = hytlass::gemm::GemmShape<64, 32, 16>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_64x128x16_32x64x16_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 128, 128); using ThreadblockShape = hytlass::gemm::GemmShape<64, 128, 16>; using WarpShape = hytlass::gemm::GemmShape<32, 64, 16>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_128x128x16_64x64x16_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(128, 128, 128); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 16>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 16>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, multicta_256x256x192_128x128x16_64x64x16_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(256, 256, 192); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 16>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 16>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, multicta_512x256x192_256x128x16_64x64x16_16x16x8) { using ElementA = hytlass::tfloat32_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = hytlass::tfloat32_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = float; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(512, 256, 192); using ThreadblockShape = hytlass::gemm::GemmShape<256, 128, 16>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 16>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 8>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 8, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } //////////////////////////////////////////////////////////////////////////////// // int8 TEST(GFX928_gemm_threadblock_crosswise, tensor_op_64x64x128_64x64x128_16x16x32) { using ElementA = int8_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = int8_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = int; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 64, 512); using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 128>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 128>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 32>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 1, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_64x64x128_32x32x128_16x16x32) { using ElementA = int8_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = int8_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = int; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 64, 512); using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 128>; using WarpShape = hytlass::gemm::GemmShape<32, 32, 128>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 32>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_128x64x128_64x32x128_16x16x32) { using ElementA = int8_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = int8_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = int; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(128, 64, 512); using ThreadblockShape = hytlass::gemm::GemmShape<128, 64, 128>; using WarpShape = hytlass::gemm::GemmShape<64, 32, 128>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 32>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_64x128x128_32x64x128_16x16x32) { using ElementA = int8_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = int8_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = int; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 128, 512); using ThreadblockShape = hytlass::gemm::GemmShape<64, 128, 128>; using WarpShape = hytlass::gemm::GemmShape<32, 64, 128>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 32>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_128x128x128_64x64x128_16x16x32) { using ElementA = int8_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = int8_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = int; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(128, 128, 512); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 128>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 128>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 32>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, multicta_256x256x768_128x128x128_64x64x128_16x16x32) { using ElementA = int8_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = int8_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = int; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(256, 256, 768); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 128>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 128>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 32>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, multicta_512x256x768_256x128x128_64x64x64_16x16x32) { using ElementA = int8_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = int8_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = int; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(512, 256, 768); using ThreadblockShape = hytlass::gemm::GemmShape<256, 128, 64>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 32>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 8, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_64x64x64_64x64x64_16x16x32) { using ElementA = int8_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = int8_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = int; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 64, 512); using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 64>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 32>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 1, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_64x64x64_32x32x64_16x16x32) { using ElementA = int8_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = int8_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = int; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 64, 512); using ThreadblockShape = hytlass::gemm::GemmShape<64, 64, 64>; using WarpShape = hytlass::gemm::GemmShape<32, 32, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 32>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_uint8_threadblock_crosswise, tensor_op_128x64x64_64x32x64_16x16x32) { using ElementA = int8_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = int8_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = int; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(128, 64, 512); using ThreadblockShape = hytlass::gemm::GemmShape<128, 64, 64>; using WarpShape = hytlass::gemm::GemmShape<64, 32, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 32>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_64x128x64_32x64x64_16x16x32) { using ElementA = int8_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = int8_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = int; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 128, 512); using ThreadblockShape = hytlass::gemm::GemmShape<64, 128, 64>; using WarpShape = hytlass::gemm::GemmShape<32, 64, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 32>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, tensor_op_128x128x64_64x64x64_16x16x32) { using ElementA = int8_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = int8_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = int; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(128, 128, 512); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 64>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 32>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, multicta_256x256x768_128x128x64_64x64x64_16x16x32) { using ElementA = int8_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = int8_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = int; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(256, 256, 768); using ThreadblockShape = hytlass::gemm::GemmShape<128, 128, 64>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 32>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } TEST(GFX928_gemm_threadblock_crosswise, multicta_512x256x768_256x128x64_64x64x64_16x16x32) { using ElementA = int8_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = int8_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = int; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(512, 256, 768); using ThreadblockShape = hytlass::gemm::GemmShape<256, 128, 64>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 32>; float alpha = 1.f; float beta = 0.0f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadblockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 8, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } //////////////////////////////////////////////////////////////////////////////// // uint8 TEST(GFX928_gemm_threadblock_crosswise, tensor_op_32x32x64_32x32x64_16x16x32) { using ElementA = uint8_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = uint8_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = int32_t; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(32, 32, 256); using ThreadBlockShape = hytlass::gemm::GemmShape<32, 32, 64>; using WarpShape = hytlass::gemm::GemmShape<32, 32, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 32>; float alpha = 1.f; float beta = 0.f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadBlockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 1, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } //////////////////////////////////////////////////////////////////////////////// TEST(GFX928_gemm_threadblock_crosswise, tensor_op_64x32x64_32x32x64_16x16x32) { using ElementA = uint8_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = uint8_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = int32_t; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 32, 256); using ThreadBlockShape = hytlass::gemm::GemmShape<64, 32, 64>; using WarpShape = hytlass::gemm::GemmShape<32, 32, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 32>; float alpha = 1.f; float beta = 0.f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadBlockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 2, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } //////////////////////////////////////////////////////////////////////////////// TEST(GFX928_gemm_threadblock_crosswise, tensor_op_32x64x64_32x32x64_16x16x32) { using ElementA = uint8_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = uint8_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = int32_t; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(32, 64, 256); using ThreadBlockShape = hytlass::gemm::GemmShape<32, 64, 64>; using WarpShape = hytlass::gemm::GemmShape<32, 32, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 32>; float alpha = 1.f; float beta = 0.f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadBlockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 2, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } //////////////////////////////////////////////////////////////////////////////// TEST(GFX928_gemm_uint8_threadblock_crosswise, tensor_op_64x64x64_32x32x64_16x16x32) { using ElementA = uint8_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = uint8_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = int32_t; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 64, 256); using ThreadBlockShape = hytlass::gemm::GemmShape<64, 64, 64>; using WarpShape = hytlass::gemm::GemmShape<32, 32, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 32>; float alpha = 1.f; float beta = 0.f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadBlockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } //////////////////////////////////////////////////////////////////////////////// TEST(GFX928_gemm_uint8_threadblock_crosswise, tensor_op_64x128x64_32x64x64_16x16x32) { using ElementA = uint8_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = uint8_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = int32_t; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(64, 128, 256); using ThreadBlockShape = hytlass::gemm::GemmShape<64, 128, 64>; using WarpShape = hytlass::gemm::GemmShape<32, 64, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 32>; float alpha = 1.f; float beta = 0.f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadBlockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } //////////////////////////////////////////////////////////////////////////////// TEST(GFX928_gemm_uint8_threadblock_crosswise, tensor_op_128x128x64_64x64x64_16x16x32) { using ElementA = uint8_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = uint8_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = int32_t; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(128, 128, 256); using ThreadBlockShape = hytlass::gemm::GemmShape<128, 128, 64>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 32>; float alpha = 1.f; float beta = 0.f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadBlockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(1, 1); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } //////////////////////////////////////////////////////////////////////////////// TEST(GFX928_gemm_threadblock_crosswise, multicta_256x256x192_128x128x64_64x64x64_16x16x32) { using ElementA = uint8_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = uint8_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = int32_t; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(256, 256, 192); using ThreadBlockShape = hytlass::gemm::GemmShape<128, 128, 64>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 32>; float alpha = 1.f; float beta = 0.f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadBlockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 4, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } //////////////////////////////////////////////////////////////////////////////// TEST(GFX928_gemm_uint8_threadblock_crosswise, multicta_512x256x768_256x128x64_64x64x64_16x16x32) { using ElementA = uint8_t; using LayoutA = hytlass::layout::RowMajor; using ElementB = uint8_t; using LayoutB = hytlass::layout::ColumnMajor; using ElementC = int32_t; using LayoutC = hytlass::layout::ColumnMajor; hytlass::gemm::GemmCoord problem_size(512, 256, 768); using ThreadBlockShape = hytlass::gemm::GemmShape<256, 128, 64>; using WarpShape = hytlass::gemm::GemmShape<64, 64, 64>; using InstructionShape = hytlass::gemm::GemmShape<16, 16, 32>; float alpha = 1.f; float beta = 0.f; int const Stages = 2; // Define the MmaCore components using MmaCore = typename hytlass::gemm::threadblock::DefaultMmaCore< ThreadBlockShape, WarpShape, InstructionShape, ElementA, LayoutA, ElementB, LayoutB, ElementC, LayoutC, hytlass::arch::OpClassTensorOp, Stages, hytlass::arch::OpMultiplyAdd>; dim3 grid(2, 2); dim3 block(WARP_SIZE_GPU, 8, 1); test::gemm::threadblock::Testbed(problem_size.m(), problem_size.n(), problem_size.k(), alpha, beta) .run(grid, block); } ////////////////////////////////////////////////////////////////////////////////