xref: /aosp_15_r20/external/ComputeLibrary/src/cpu/kernels/CpuGemmMatrixMultiplyKernel.h (revision c217d954acce2dbc11938adb493fc0abd69584f3)
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 */
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