/*************************************************************************************************** * Copyright (c) 2017 - 2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved. * SPDX-License-Identifier: BSD-3-Clause * * Redistribution and use in source and binary forms, with or without * modification, are permitted provided that the following conditions are met: * * 1. Redistributions of source code must retain the above copyright notice, this * list of conditions and the following disclaimer. * * 2. Redistributions in binary form must reproduce the above copyright notice, * this list of conditions and the following disclaimer in the documentation * and/or other materials provided with the distribution. * * 3. Neither the name of the copyright holder nor the names of its * contributors may be used to endorse or promote products derived from * this software without specific prior written permission. * * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE * DISCLAIMED. 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 Matrix multiply */ #pragma once #include "cutlass/layout/matrix.h" ///////////////////////////////////////////////////////////////////////////////////////////////// namespace cutlass { namespace arch { ///////////////////////////////////////////////////////////////////////////////////////////////// /// Matrix multiply-add operation template struct Mma< gemm::GemmShape<1,1,4>, 1, int8_t, LayoutA, int8_t, LayoutB, int, LayoutC, OpMultiplyAdd> { using Shape = gemm::GemmShape<1, 1, 4>; using Operator = OpMultiplyAdd; using ElementC = int; CUTLASS_HOST_DEVICE void operator()( Array &d, Array const &a, Array const &b, Array const &c ) { #if (defined(__CUDA_ARCH__) && (__CUDA_ARCH__ >= 610)) unsigned const &A = reinterpret_cast(a); unsigned const &B = reinterpret_cast(b); asm volatile("dp4a.s32.s32 %0, %1, %2, %3;" : "=r"(d[0]) : "r"(A), "r"(B), "r"(c[0])); #else d[0] = c[0]; CUTLASS_PRAGMA_UNROLL for (int k = 0; k < 4; ++k) { d[0] += a[k] * b[k]; } #endif } }; ///////////////////////////////////////////////////////////////////////////////////////////////// /// Matrix multiply-add operation template struct Mma< gemm::GemmShape<1, 1, 2>, 1, int16_t, layout::RowMajor, int16_t, layout::ColumnMajor, int, LayoutC, OpMultiplyAdd> { using Shape = gemm::GemmShape<1, 1, 2>; using Operator = OpMultiplyAdd; using ElementC = int; CUTLASS_HOST_DEVICE void operator()( Array &d, Array const &a, Array const &b, Array const &c ) { #if (defined(__CUDA_ARCH__) && (__CUDA_ARCH__ >= 610)) unsigned const &A = reinterpret_cast(a); unsigned const &B = reinterpret_cast(b); asm volatile("dp2a.s32.s32 %0, %1, %2, %3;" : "=r"(d[0]) : "r"(A), "r"(B), "r"(c[0])); #else d[0] = c[0]; CUTLASS_PRAGMA_UNROLL for (int k = 0; k < 2; ++k) { d[0] += a[k] * b[k]; } #endif } }; ///////////////////////////////////////////////////////////////////////////////////////////////// } }