1*c217d954SCole Faust /* 2*c217d954SCole Faust * Copyright (c) 2017-2022 Arm Limited. 3*c217d954SCole Faust * 4*c217d954SCole Faust * SPDX-License-Identifier: MIT 5*c217d954SCole Faust * 6*c217d954SCole Faust * Permission is hereby granted, free of charge, to any person obtaining a copy 7*c217d954SCole Faust * of this software and associated documentation files (the "Software"), to 8*c217d954SCole Faust * deal in the Software without restriction, including without limitation the 9*c217d954SCole Faust * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or 10*c217d954SCole Faust * sell copies of the Software, and to permit persons to whom the Software is 11*c217d954SCole Faust * furnished to do so, subject to the following conditions: 12*c217d954SCole Faust * 13*c217d954SCole Faust * The above copyright notice and this permission notice shall be included in all 14*c217d954SCole Faust * copies or substantial portions of the Software. 15*c217d954SCole Faust * 16*c217d954SCole Faust * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 17*c217d954SCole Faust * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 18*c217d954SCole Faust * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 19*c217d954SCole Faust * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 20*c217d954SCole Faust * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 21*c217d954SCole Faust * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 22*c217d954SCole Faust * SOFTWARE. 23*c217d954SCole Faust */ 24*c217d954SCole Faust #ifndef ARM_COMPUTE_CPU_GEMM_MATRIX_MULTIPLY_KERNEL_H 25*c217d954SCole Faust #define ARM_COMPUTE_CPU_GEMM_MATRIX_MULTIPLY_KERNEL_H 26*c217d954SCole Faust 27*c217d954SCole Faust #include "src/core/common/Macros.h" 28*c217d954SCole Faust #include "src/cpu/ICpuKernel.h" 29*c217d954SCole Faust 30*c217d954SCole Faust namespace arm_compute 31*c217d954SCole Faust { 32*c217d954SCole Faust namespace cpu 33*c217d954SCole Faust { 34*c217d954SCole Faust namespace kernels 35*c217d954SCole Faust { 36*c217d954SCole Faust /** Kernel to multiply two input matrices "A" and "B". All elements of the output matrix/vector will be multiplied by alpha after the matrix multiplication 37*c217d954SCole Faust * 38*c217d954SCole Faust * @note If the output tensor is a matrix, the implementation assumes that the input tensors @p lhs and @p rhs are both matrices and reshaped respectively with @ref CpuGemmInterleave4x4Kernel" and @ref CpuGemmTranspose1xWKernel 39*c217d954SCole Faust * @note If the output tensor is a vector and the data type is F32, the implementation assumes that the first input tensor @p lhs is a vector and the second input tensor @p rhs a matrix. The implementation also assumes that both tensors have not been reshaped 40*c217d954SCole Faust * 41*c217d954SCole Faust */ 42*c217d954SCole Faust class CpuGemmMatrixMultiplyKernel : public ICpuKernel<CpuGemmMatrixMultiplyKernel> 43*c217d954SCole Faust { 44*c217d954SCole Faust private: 45*c217d954SCole Faust using GemmMatrixMulKernelPtr = std::add_pointer<void(const ITensor *, const ITensor *, ITensor *, const Window &, const ThreadInfo &, float, const bool)>::type; 46*c217d954SCole Faust 47*c217d954SCole Faust public: 48*c217d954SCole Faust struct GemmMatrixMulKernel 49*c217d954SCole Faust { 50*c217d954SCole Faust const char *name; 51*c217d954SCole Faust const DataTypeISASelectorPtr is_selected; 52*c217d954SCole Faust GemmMatrixMulKernelPtr ukernel; 53*c217d954SCole Faust }; 54*c217d954SCole Faust 55*c217d954SCole Faust CpuGemmMatrixMultiplyKernel() = default; 56*c217d954SCole Faust ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(CpuGemmMatrixMultiplyKernel); 57*c217d954SCole Faust /** Initialise the kernel's input and output. 58*c217d954SCole Faust * 59*c217d954SCole Faust * @note If the output tensor is a matrix, the input matrices @p lhs and @p rhs should be the output of the kernels: @ref CpuGemmInterleave4x4Kernel and @ref CpuGemmTranspose1xWKernel 60*c217d954SCole Faust * These two kernels change the layout of the original matrices to be more cache-friendly. 61*c217d954SCole Faust * 62*c217d954SCole Faust * @param[in] lhs Left-handside tensor info containing the interleaved Matrix A or the vector A. Data types supported: F16/F32 63*c217d954SCole Faust * @param[in] rhs Right-handside tensor info containing the transposed Matrix B if the first input tensor A is not a vector. 64*c217d954SCole Faust * If the output tensor is a vector, rhs must contain the matrix B not reshaped. Data type supported: same as @p lhs 65*c217d954SCole Faust * @param[out] dst Output tensor to store the result of matrix multiplication. Data type supported: same as @p lhs. 66*c217d954SCole Faust * @param[in] alpha Weight of the matrix product 67*c217d954SCole Faust * @param[in] is_interleaved (Optional) True if lhs and rhs have been reshaped respectively using @ref CpuGemmInterleave4x4Kernel and @ref CpuGemmTranspose1xWKernel 68*c217d954SCole Faust * @param[in] reshape_info (Optional) GEMM reshape info. If is_interleaved_transposed = true, this object must contain the information to understand how @p lhs and @p rhs have been reshaped 69*c217d954SCole Faust */ 70*c217d954SCole Faust void configure(const ITensorInfo *lhs, const ITensorInfo *rhs, ITensorInfo *dst, float alpha, bool is_interleaved, const GEMMReshapeInfo &reshape_info = GEMMReshapeInfo()); 71*c217d954SCole Faust /** Static function to check if given info will lead to a valid configuration of @ref CpuGemmMatrixMultiplyKernel 72*c217d954SCole Faust * 73*c217d954SCole Faust * Similar to @ref CpuGemmMatrixMultiplyKernel::configure() 74*c217d954SCole Faust * 75*c217d954SCole Faust * @return a status 76*c217d954SCole Faust */ 77*c217d954SCole Faust static Status validate(const ITensorInfo *lhs, const ITensorInfo *rhs, const ITensorInfo *dst, float alpha, bool is_interleaved, const GEMMReshapeInfo &reshape_info); 78*c217d954SCole Faust 79*c217d954SCole Faust // Inherited methods overridden: 80*c217d954SCole Faust void run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info) override; 81*c217d954SCole Faust const char *name() const override; 82*c217d954SCole Faust 83*c217d954SCole Faust static const std::vector<GemmMatrixMulKernel> &get_available_kernels(); 84*c217d954SCole Faust 85*c217d954SCole Faust private: 86*c217d954SCole Faust /** Common signature for all the matrix multiply functions 87*c217d954SCole Faust * 88*c217d954SCole Faust * @param[in] lhs Left-handside input tensor. Data types supported: F16/F32 89*c217d954SCole Faust * @param[in] rhs Right-handside input tensor. Data types supported: same as @p lhs 90*c217d954SCole Faust * @param[out] dst The output tensor. Data type supported: same as @p rhs 91*c217d954SCole Faust * @param[in] window Region on which to execute the kernel. 92*c217d954SCole Faust * @param[in] info Thread info metadata. 93*c217d954SCole Faust * @param[in] alpha Weight of the matrix product. 94*c217d954SCole Faust */ 95*c217d954SCole Faust 96*c217d954SCole Faust /** Matrix multiply function to use for the particular tensor types passed to configure() */ 97*c217d954SCole Faust GemmMatrixMulKernelPtr _func{ nullptr }; 98*c217d954SCole Faust float _alpha{ 1.f }; 99*c217d954SCole Faust }; 100*c217d954SCole Faust } // namespace kernels 101*c217d954SCole Faust } // namespace cpu 102*c217d954SCole Faust } // namespace arm_compute 103*c217d954SCole Faust #endif /* ARM_COMPUTE_CPU_GEMM_MATRIX_MULTIPLY_KERNEL_H */ 104