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IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE * FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL * DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR * SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER * CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, * OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. * **************************************************************************************************/ /*! \file \brief Unit tests for thread-level GEMM */ #include "../../common/cutlass_unit_test.h" #include "cutlass/complex.h" #include "cutlass/quaternion.h" #include "cutlass/gemm/gemm.h" #include "cutlass/gemm/warp/mma_simt.h" #include "testbed.h" ///////////////////////////////////////////////////////////////////////////////////////////////// // NT SMEM layout TEST(SM50_warp_gemm_f32_col_row_col, 32x16x1_4x4x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<8, 4>, cutlass::layout::ColumnMajorInterleaved<2>, cutlass::gemm::GemmShape<4, 4, 1> >; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<32, 16, 8>, float, cutlass::layout::ColumnMajor, float, cutlass::layout::RowMajor, float, cutlass::layout::ColumnMajor, Policy >; test::gemm::warp::Testbed >().run(); } // TN SMEM layout TEST(SM50_warp_gemm_f32_row_col_col, 32x16x1_4x4x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<8, 4>, cutlass::layout::ColumnMajorInterleaved<2>, cutlass::gemm::GemmShape<4, 4, 1> >; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<32, 16, 8>, float, cutlass::layout::RowMajor, float, cutlass::layout::ColumnMajor, float, cutlass::layout::ColumnMajor, Policy >; test::gemm::warp::Testbed >().run(); } // TT SMEM layout TEST(SM50_warp_gemm_f32_row_row_col, 32x16x1_4x4x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<8, 4>, cutlass::layout::ColumnMajorInterleaved<2>, cutlass::gemm::GemmShape<4, 4, 1> >; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<32, 16, 8>, float, cutlass::layout::RowMajor, float, cutlass::layout::RowMajor, float, cutlass::layout::ColumnMajor, Policy >; test::gemm::warp::Testbed >().run(); } // NN SMEM layout TEST(SM50_warp_gemm_f32_col_col_col, 32x16x1_4x4x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<8, 4>, cutlass::layout::ColumnMajorInterleaved<2>, cutlass::gemm::GemmShape<4, 4, 1> >; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<32, 16, 8>, float, cutlass::layout::ColumnMajor, float, cutlass::layout::ColumnMajor, float, cutlass::layout::ColumnMajor, Policy >; test::gemm::warp::Testbed >().run(); } ///////////////////////////////////////////////////////////////////////////////////////////////// // NT SMEM layout TEST(SM50_warp_gemm_f32_col_row_row, 16x32x1_4x4x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<4, 8>, cutlass::layout::RowMajorInterleaved<2>, cutlass::gemm::GemmShape<4, 4, 1> >; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<16, 32, 8>, float, cutlass::layout::ColumnMajor, float, cutlass::layout::RowMajor, float, cutlass::layout::RowMajor, Policy >; test::gemm::warp::Testbed >().run(); } // TN SMEM layout TEST(SM50_warp_gemm_f32_row_col_row, 16x32x1_4x4x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<4, 8>, cutlass::layout::RowMajorInterleaved<2>, cutlass::gemm::GemmShape<4, 4, 1> >; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<16, 32, 8>, float, cutlass::layout::RowMajor, float, cutlass::layout::ColumnMajor, float, cutlass::layout::RowMajor, Policy >; test::gemm::warp::Testbed >().run(); } ///////////////////////////////////////////////////////////////////////////////////////////////// // NT SMEM layout TEST(SM50_warp_gemm_f32_col_row_col, 32x16x1_2x2x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<8, 4>, cutlass::layout::ColumnMajorInterleaved<2>, cutlass::gemm::GemmShape<2, 2, 1> >; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<32, 16, 8>, float, cutlass::layout::ColumnMajor, float, cutlass::layout::RowMajor, float, cutlass::layout::ColumnMajor, Policy >; test::gemm::warp::Testbed>().run(); } TEST(SM50_warp_gemm_f32_col_row_row, 32x16x1_2x2x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<8, 4>, cutlass::layout::RowMajorInterleaved<2>, cutlass::gemm::GemmShape<2, 2, 1> >; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<32, 16, 8>, float, cutlass::layout::ColumnMajor, float, cutlass::layout::RowMajor, float, cutlass::layout::RowMajor, Policy >; test::gemm::warp::Testbed>().run(); } // TN SMEM layout TEST(SM50_warp_gemm_f32_row_col_col, 32x16x1_2x2x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<8, 4>, cutlass::layout::ColumnMajorInterleaved<2>, cutlass::gemm::GemmShape<2, 2, 1> >; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<32, 16, 8>, float, cutlass::layout::RowMajor, float, cutlass::layout::ColumnMajor, float, cutlass::layout::ColumnMajor, Policy >; test::gemm::warp::Testbed>().run(); } TEST(SM50_warp_gemm_f32_row_col_row, 32x16x1_2x2x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<8, 4>, cutlass::layout::RowMajorInterleaved<2>, cutlass::gemm::GemmShape<2, 2, 1> >; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<32, 16, 8>, float, cutlass::layout::RowMajor, float, cutlass::layout::ColumnMajor, float, cutlass::layout::RowMajor, Policy >; test::gemm::warp::Testbed>().run(); } ///////////////////////////////////////////////////////////////////////////////////////////////// // NT SMEM layout TEST(SM50_warp_gemm_f32_col_row_col, 32x64x1_4x4x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<8, 4>, cutlass::layout::ColumnMajorInterleaved<2>, cutlass::gemm::GemmShape<4, 4, 1> >; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<64, 32, 8>, float, cutlass::layout::ColumnMajor, float, cutlass::layout::RowMajor, float, cutlass::layout::ColumnMajor, Policy >; test::gemm::warp::Testbed>().run(); } TEST(SM50_warp_gemm_f32_col_row_row, 32x64x1_4x4x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<4, 8>, cutlass::layout::RowMajorInterleaved<2>, cutlass::gemm::GemmShape<4, 4, 1> >; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<32, 64, 8>, float, cutlass::layout::ColumnMajor, float, cutlass::layout::RowMajor, float, cutlass::layout::RowMajor, Policy >; test::gemm::warp::Testbed>().run(); } // TN SMEM layout TEST(SM50_warp_gemm_f32_row_col_col, 32x64x1_4x4x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<8, 4>, cutlass::layout::ColumnMajorInterleaved<2>, cutlass::gemm::GemmShape<4, 4, 1> >; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<64, 32, 8>, float, cutlass::layout::RowMajor, float, cutlass::layout::ColumnMajor, float, cutlass::layout::ColumnMajor, Policy >; test::gemm::warp::Testbed>().run(); } TEST(SM50_warp_gemm_f32_row_col_row, 32x64x1_4x4x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<4, 8>, cutlass::layout::RowMajorInterleaved<2>, cutlass::gemm::GemmShape<4, 4, 1> >; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<32, 64, 8>, float, cutlass::layout::RowMajor, float, cutlass::layout::ColumnMajor, float, cutlass::layout::RowMajor, Policy >; test::gemm::warp::Testbed>().run(); } ///////////////////////////////////////////////////////////////////////////////////////////////// TEST(SM50_warp_gemm_complex_f32_col_row_col, 64x32x1_2x2x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<8, 4>, cutlass::layout::ColumnMajorInterleaved<2>, cutlass::gemm::GemmShape<2, 2, 1> >; using complex_f32_t = cutlass::complex; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<64, 32, 8>, complex_f32_t, cutlass::layout::ColumnMajor, complex_f32_t, cutlass::layout::RowMajor, complex_f32_t, cutlass::layout::ColumnMajor, Policy >; test::gemm::warp::Testbed>().run(); } TEST(SM50_warp_gemm_complex_f32_col_row_row, 64x32x1_2x2x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<8, 4>, cutlass::layout::RowMajorInterleaved<2>, cutlass::gemm::GemmShape<2, 2, 1> >; using complex_f32_t = cutlass::complex; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<64, 32, 8>, complex_f32_t, cutlass::layout::ColumnMajor, complex_f32_t, cutlass::layout::RowMajor, complex_f32_t, cutlass::layout::RowMajor, Policy >; test::gemm::warp::Testbed>().run(); } ///////////////////////////////////////////////////////////////////////////////////////////////// TEST(SM50_warp_gemm_f64_col_row_col, 8x4x1_1x1x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<8, 4>, cutlass::layout::ColumnMajorInterleaved<2>, cutlass::gemm::GemmShape<1, 1, 1> >; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<8, 4, 8>, double, cutlass::layout::ColumnMajor, double, cutlass::layout::RowMajor, double, cutlass::layout::ColumnMajor, Policy >; test::gemm::warp::Testbed>().run(); } TEST(SM50_warp_gemm_f64_col_row_row, 8x4x1_1x1x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<8, 4>, cutlass::layout::RowMajorInterleaved<2>, cutlass::gemm::GemmShape<1, 1, 1> >; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<8, 4, 8>, double, cutlass::layout::ColumnMajor, double, cutlass::layout::RowMajor, double, cutlass::layout::RowMajor, Policy >; test::gemm::warp::Testbed>().run(); } ///////////////////////////////////////////////////////////////////////////////////////////////// TEST(SM50_warp_gemm_f64_col_row_col, 32x16x1_2x2x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<8, 4>, cutlass::layout::ColumnMajorInterleaved<2>, cutlass::gemm::GemmShape<2, 2, 1> >; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<32, 16, 8>, double, cutlass::layout::ColumnMajor, double, cutlass::layout::RowMajor, double, cutlass::layout::ColumnMajor, Policy >; test::gemm::warp::Testbed>().run(); } TEST(SM50_warp_gemm_f64_col_row_row, 32x16x1_2x2x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<8, 4>, cutlass::layout::RowMajorInterleaved<2>, cutlass::gemm::GemmShape<2, 2, 1> >; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<32, 16, 8>, double, cutlass::layout::ColumnMajor, double, cutlass::layout::RowMajor, double, cutlass::layout::RowMajor, Policy >; test::gemm::warp::Testbed>().run(); } ///////////////////////////////////////////////////////////////////////////////////////////////// TEST(SM50_warp_gemm_f64_col_row_col, 64x32x1_2x2x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<8, 4>, cutlass::layout::ColumnMajorInterleaved<2>, cutlass::gemm::GemmShape<2, 2, 1> >; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<64, 32, 8>, double, cutlass::layout::ColumnMajor, double, cutlass::layout::RowMajor, double, cutlass::layout::ColumnMajor, Policy >; test::gemm::warp::Testbed>().run(); } TEST(SM50_warp_gemm_f64_col_row_row, 64x32x1_2x2x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<8, 4>, cutlass::layout::RowMajorInterleaved<2>, cutlass::gemm::GemmShape<2, 2, 1> >; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<64, 32, 8>, double, cutlass::layout::ColumnMajor, double, cutlass::layout::RowMajor, double, cutlass::layout::RowMajor, Policy >; test::gemm::warp::Testbed>().run(); } ///////////////////////////////////////////////////////////////////////////////////////////////// TEST(SM50_warp_gemm_complex_f64_col_row_col, 32x16x1_1x1x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<8, 4>, cutlass::layout::ColumnMajorInterleaved<2>, cutlass::gemm::GemmShape<1, 1, 1> >; using complex_f64_t = cutlass::complex; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<64, 16, 8>, complex_f64_t, cutlass::layout::ColumnMajor, complex_f64_t, cutlass::layout::RowMajor, complex_f64_t, cutlass::layout::ColumnMajor, Policy >; test::gemm::warp::Testbed>().run(); } TEST(SM50_warp_gemm_complex_f64_col_row_row, 32x16x1_1x1x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<8, 4>, cutlass::layout::RowMajorInterleaved<2>, cutlass::gemm::GemmShape<1, 1, 1> >; using complex_f64_t = cutlass::complex; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<64, 16, 8>, complex_f64_t, cutlass::layout::ColumnMajor, complex_f64_t, cutlass::layout::RowMajor, complex_f64_t, cutlass::layout::RowMajor, Policy >; test::gemm::warp::Testbed>().run(); } ///////////////////////////////////////////////////////////////////////////////////////////////// TEST(SM50_warp_gemm_quaternion_f32_col_row_col, 16x8x8_1x1x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<8, 4>, cutlass::layout::ColumnMajorInterleaved<2>, cutlass::gemm::GemmShape<1, 1, 1> >; using quaternion_f32_t = cutlass::Quaternion; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<16, 8, 8>, quaternion_f32_t, cutlass::layout::ColumnMajor, quaternion_f32_t, cutlass::layout::RowMajor, quaternion_f32_t, cutlass::layout::ColumnMajor, Policy >; test::gemm::warp::Testbed>().run(); } ///////////////////////////////////////////////////////////////////////////////////////////////// TEST(SM50_warp_gemm_quaternion_f32_col_row_row, 16x8x8_1x1x1) { using Policy = cutlass::gemm::warp::MmaSimtPolicy< cutlass::MatrixShape<8, 4>, cutlass::layout::ColumnMajorInterleaved<2>, cutlass::gemm::GemmShape<1, 1, 1> >; using quaternion_f32_t = cutlass::Quaternion; using Mma = cutlass::gemm::warp::MmaSimt< cutlass::gemm::GemmShape<16, 8, 8>, quaternion_f32_t, cutlass::layout::ColumnMajor, quaternion_f32_t, cutlass::layout::RowMajor, quaternion_f32_t, cutlass::layout::RowMajor, Policy >; test::gemm::warp::Testbed>().run(); } /////////////////////////////////////////////////////////////////////////////////////////////////