xref: /aosp_15_r20/external/ComputeLibrary/src/gpu/cl/kernels/ClGemmMatrixMultiplyReshapedKernel.h (revision c217d954acce2dbc11938adb493fc0abd69584f3)
1*c217d954SCole Faust /*
2*c217d954SCole Faust  * Copyright (c) 2018-2021 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_CL_GEMM_MATRIXMULTIPLY_RESHAPED_KERNEL_H
25*c217d954SCole Faust #define ARM_COMPUTE_CL_GEMM_MATRIXMULTIPLY_RESHAPED_KERNEL_H
26*c217d954SCole Faust 
27*c217d954SCole Faust #include "src/core/common/Macros.h"
28*c217d954SCole Faust #include "src/gpu/cl/ClCompileContext.h"
29*c217d954SCole Faust #include "src/gpu/cl/IClKernel.h"
30*c217d954SCole Faust 
31*c217d954SCole Faust #include "arm_compute/core/KernelDescriptors.h"
32*c217d954SCole Faust 
33*c217d954SCole Faust namespace arm_compute
34*c217d954SCole Faust {
35*c217d954SCole Faust namespace opencl
36*c217d954SCole Faust {
37*c217d954SCole Faust namespace kernels
38*c217d954SCole Faust {
39*c217d954SCole Faust /** OpenCL kernel to multiply matrices when both the input matrices LHS (src0) and RHS (src1) have been reshaped
40*c217d954SCole Faust  *
41*c217d954SCole Faust  * @note The input matrices @p src0 and @p src1 must be reshaped through:
42*c217d954SCole Faust  *  - @ref ClGemmReshapeLhsMatrixKernel
43*c217d954SCole Faust  *  - @ref ClGemmReshapeRhsMatrixKernel
44*c217d954SCole Faust  */
45*c217d954SCole Faust class ClGemmMatrixMultiplyReshapedKernel : public IClKernel
46*c217d954SCole Faust {
47*c217d954SCole Faust public:
48*c217d954SCole Faust     ClGemmMatrixMultiplyReshapedKernel();
49*c217d954SCole Faust     ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(ClGemmMatrixMultiplyReshapedKernel);
50*c217d954SCole Faust     /** Initialise the kernel's input and output.
51*c217d954SCole Faust      *
52*c217d954SCole Faust      * @note The F16 computation also supports mixed precision through the gemm_info.fp_mixed_precision flag.
53*c217d954SCole Faust      *       Mixed precision combines different floating precisions during the computation, in particular, F32 for the accumulations and F16 for the
54*c217d954SCole Faust      *       multiplications. i.e. float c = (half)a * (half)b
55*c217d954SCole Faust      *
56*c217d954SCole Faust      * @note If rhs_info.export_to_cl_image = true, this OpenCL kernel will fetch the RHS data using the OpenCL read_image built-in function.
57*c217d954SCole Faust      *       Reading from the OpenCL image object can increase the performance. However, since the OpenCL image object is created importing the OpenCL buffer,
58*c217d954SCole Faust      *       the following conditions are required:
59*c217d954SCole Faust      *       -# rhs_info.n0 can only be 4, 8 and 16
60*c217d954SCole Faust      *       -# rhs_info.k0 can only be 4, 8 and 16
61*c217d954SCole Faust      *       -# Data type can only be F32
62*c217d954SCole Faust      *       -# The platform should support the OpenCL cl_khr_image2d_from_buffer extension
63*c217d954SCole Faust      *       -# The stride Y for the src1 should satisfy the OpenCL pitch alignment requirement
64*c217d954SCole Faust      *       -# src1 width should be less or equal to (CL_DEVICE_IMAGE2D_MAX_WIDTH * 4)
65*c217d954SCole Faust      *       -# src1 (height * depth) should be less or equal to CL_DEVICE_IMAGE2D_MAX_HEIGHT
66*c217d954SCole Faust      *
67*c217d954SCole Faust      * @param[in]  compile_context The compile context to be used.
68*c217d954SCole Faust      * @param[in]  src0            Input tensor containing the LHS reshaped matrix. Data type supported: F16/F32  (only F32 if rhs_info.export_to_cl_image = true). The number of dimensions for the LHS matrix must be less or equal than 4
69*c217d954SCole Faust      * @param[in]  src1            Input tensor containing the RHS reshaped matrix. Data type supported: same as @p src0. The number of dimensions for the RHS matrix must be less or equal than 3
70*c217d954SCole Faust      * @param[in]  src2            Input tensor containing the bias matrix. Data type supported: same as @p src0.
71*c217d954SCole Faust      * @param[out] dst             dst tensor to store the result of matrix multiplication. Data type supported: same as @p src0
72*c217d954SCole Faust      * @param[in]  alpha           Weight of the matrix product
73*c217d954SCole Faust      * @param[in]  beta            Weight of the matrix bias
74*c217d954SCole Faust      * @param[in]  lhs_info        LHS matrix information used for reshaping the src0 tensor.  Only the following values are supported:
75*c217d954SCole Faust      *                             lhs_info.m0: 2,3,4,5,6,7,8
76*c217d954SCole Faust      *                             lhs_info.k0: 2,3,4,8,16
77*c217d954SCole Faust      *                             lhs_info.transpose: false
78*c217d954SCole Faust      * @param[in]  rhs_info        RHS matrix information used for reshaping the src1 tensor.  Only the following values are supported:
79*c217d954SCole Faust      *                             rhs_info.n0: 2,3,4,8,16 (only 4, 8 and 16 if rhs_info.export_to_cl_image = true)
80*c217d954SCole Faust      *                             rhs_info.k0: 2,3,4,8,16 (only 4, 8 and 16 if rhs_info.export_to_cl_image = true)
81*c217d954SCole Faust      *                             rhs_info.transpose: true
82*c217d954SCole Faust      * @param[in]  gemm_info       GEMM information used to retrieve the original dimensions of the input matrices
83*c217d954SCole Faust      *
84*c217d954SCole Faust      * @note lhs_info.k0 must be equal to rhs_info.k0
85*c217d954SCole Faust      */
86*c217d954SCole Faust     void configure(const ClCompileContext &compile_context,
87*c217d954SCole Faust                    const ITensorInfo *src0, const ITensorInfo *src1, const ITensorInfo *src2, ITensorInfo *dst, float alpha, float beta,
88*c217d954SCole Faust                    const GEMMLHSMatrixInfo &lhs_info, const GEMMRHSMatrixInfo &rhs_info, const GEMMKernelInfo &gemm_info);
89*c217d954SCole Faust     /** Static function to check if given info will lead to a valid configuration
90*c217d954SCole Faust      *
91*c217d954SCole Faust      * Similar to @ref ClGemmMatrixMultiplyReshapedKernel::configure()
92*c217d954SCole Faust      *
93*c217d954SCole Faust      * @return a status
94*c217d954SCole Faust      */
95*c217d954SCole Faust     static Status validate(const ITensorInfo *src0, const ITensorInfo *src1, const ITensorInfo *src2, const ITensorInfo *dst, float alpha, float beta, const GEMMLHSMatrixInfo &lhs_info,
96*c217d954SCole Faust                            const GEMMRHSMatrixInfo &rhs_info,
97*c217d954SCole Faust                            const GEMMKernelInfo    &gemm_info);
98*c217d954SCole Faust 
99*c217d954SCole Faust     // Inherited methods overridden:
100*c217d954SCole Faust     void run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue) override;
101*c217d954SCole Faust 
102*c217d954SCole Faust private:
103*c217d954SCole Faust     bool         _slide_matrix_b{ true };
104*c217d954SCole Faust     bool         _reinterpret_output_as_3d{ false };
105*c217d954SCole Faust     bool         _use_dummy_work_items{ false };
106*c217d954SCole Faust     bool         _add_bias{ false };
107*c217d954SCole Faust     bool         _export_to_cl_image{ false };
108*c217d954SCole Faust     signed int   _m{ 1 };
109*c217d954SCole Faust     signed int   _n{ 1 };
110*c217d954SCole Faust     signed int   _k{ 1 };
111*c217d954SCole Faust     unsigned int _num_post_op_args{ 0 }; // (EXPERIMENTAL_POST_OPS) total number of post op arguments
112*c217d954SCole Faust };
113*c217d954SCole Faust } // namespace kernels
114*c217d954SCole Faust } // namespace opencl
115*c217d954SCole Faust } // namespace arm_compute
116*c217d954SCole Faust #endif /* ARM_COMPUTE_CL_GEMM_MATRIXMULTIPLY_RESHAPED_KERNEL_H */