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Georgios Pinitas856f66e2021-04-22 21:13:21 +01001/*
2 * Copyright (c) 2018-2021 Arm Limited.
3 *
4 * SPDX-License-Identifier: MIT
5 *
6 * Permission is hereby granted, free of charge, to any person obtaining a copy
7 * of this software and associated documentation files (the "Software"), to
8 * deal in the Software without restriction, including without limitation the
9 * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10 * sell copies of the Software, and to permit persons to whom the Software is
11 * furnished to do so, subject to the following conditions:
12 *
13 * The above copyright notice and this permission notice shall be included in all
14 * copies or substantial portions of the Software.
15 *
16 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22 * SOFTWARE.
23 */
24#ifndef ARM_COMPUTE_CL_GEMM_MATRIXMULTIPLY_RESHAPED_KERNEL_H
25#define ARM_COMPUTE_CL_GEMM_MATRIXMULTIPLY_RESHAPED_KERNEL_H
26
27#include "src/core/common/Macros.h"
Georgios Pinitas7891a732021-08-20 21:39:25 +010028#include "src/gpu/cl/ClCompileContext.h"
29#include "src/gpu/cl/IClKernel.h"
Georgios Pinitas856f66e2021-04-22 21:13:21 +010030
31#include "arm_compute/core/KernelDescriptors.h"
32
33namespace arm_compute
34{
35namespace opencl
36{
37namespace kernels
38{
39/** OpenCL kernel to multiply matrices when both the input matrices LHS (src0) and RHS (src1) have been reshaped
40 *
41 * @note The input matrices @p src0 and @p src1 must be reshaped through:
42 * - @ref ClGemmReshapeLhsMatrixKernel
43 * - @ref ClGemmReshapeRhsMatrixKernel
44 */
45class ClGemmMatrixMultiplyReshapedKernel : public IClKernel
46{
47public:
Giorgio Arena4a95bba2021-06-28 11:00:27 +010048 ClGemmMatrixMultiplyReshapedKernel();
Georgios Pinitas856f66e2021-04-22 21:13:21 +010049 ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(ClGemmMatrixMultiplyReshapedKernel);
50 /** Initialise the kernel's input and output.
51 *
52 * @note The F16 computation also supports mixed precision through the gemm_info.fp_mixed_precision flag.
53 * Mixed precision combines different floating precisions during the computation, in particular, F32 for the accumulations and F16 for the
54 * multiplications. i.e. float c = (half)a * (half)b
55 *
56 * @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 * Reading from the OpenCL image object can increase the performance. However, since the OpenCL image object is created importing the OpenCL buffer,
58 * the following conditions are required:
59 * -# rhs_info.n0 can only be 4, 8 and 16
60 * -# rhs_info.k0 can only be 4, 8 and 16
61 * -# Data type can only be F32
62 * -# The platform should support the OpenCL cl_khr_image2d_from_buffer extension
63 * -# The stride Y for the src1 should satisfy the OpenCL pitch alignment requirement
64 * -# src1 width should be less or equal to (CL_DEVICE_IMAGE2D_MAX_WIDTH * 4)
65 * -# src1 (height * depth) should be less or equal to CL_DEVICE_IMAGE2D_MAX_HEIGHT
66 *
67 * @param[in] compile_context The compile context to be used.
68 * @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 * @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 * @param[in] src2 Input tensor containing the bias matrix. Data type supported: same as @p src0.
71 * @param[out] dst dst tensor to store the result of matrix multiplication. Data type supported: same as @p src0
72 * @param[in] alpha Weight of the matrix product
73 * @param[in] beta Weight of the matrix bias
74 * @param[in] lhs_info LHS matrix information used for reshaping the src0 tensor. Only the following values are supported:
75 * lhs_info.m0: 2,3,4,5,6,7,8
76 * lhs_info.k0: 2,3,4,8,16
77 * lhs_info.transpose: false
78 * @param[in] rhs_info RHS matrix information used for reshaping the src1 tensor. Only the following values are supported:
79 * rhs_info.n0: 2,3,4,8,16 (only 4, 8 and 16 if rhs_info.export_to_cl_image = true)
80 * rhs_info.k0: 2,3,4,8,16 (only 4, 8 and 16 if rhs_info.export_to_cl_image = true)
81 * rhs_info.transpose: true
82 * @param[in] gemm_info GEMM information used to retrieve the original dimensions of the input matrices
83 *
84 * @note lhs_info.k0 must be equal to rhs_info.k0
85 */
86 void configure(const ClCompileContext &compile_context,
Giorgio Arenabde2f352021-09-07 14:15:28 +010087 const ITensorInfo *src0, const ITensorInfo *src1, const ITensorInfo *src2, ITensorInfo *dst, float alpha, float beta,
Georgios Pinitas856f66e2021-04-22 21:13:21 +010088 const GEMMLHSMatrixInfo &lhs_info, const GEMMRHSMatrixInfo &rhs_info, const GEMMKernelInfo &gemm_info);
89 /** Static function to check if given info will lead to a valid configuration
90 *
91 * Similar to @ref ClGemmMatrixMultiplyReshapedKernel::configure()
92 *
93 * @return a status
94 */
95 static Status validate(const ITensorInfo *src0, const ITensorInfo *src1, const ITensorInfo *src2, const ITensorInfo *dst, float alpha, float beta, const GEMMLHSMatrixInfo &lhs_info,
96 const GEMMRHSMatrixInfo &rhs_info,
97 const GEMMKernelInfo &gemm_info);
98
99 // Inherited methods overridden:
100 void run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue) override;
101
102private:
103 bool _slide_matrix_b{ true };
104 bool _reinterpret_output_as_3d{ false };
105 bool _use_dummy_work_items{ false };
106 bool _add_bias{ false };
107 bool _export_to_cl_image{ false };
108 unsigned int _k{ 1 };
SiCongLi1af54162021-10-06 15:25:57 +0100109 unsigned int _num_post_op_args{ 0 }; // (EXPERIMENTAL_POST_OPS) total number of post op arguments
Georgios Pinitas856f66e2021-04-22 21:13:21 +0100110};
111} // namespace kernels
112} // namespace opencl
113} // namespace arm_compute
114#endif /* ARM_COMPUTE_CL_GEMM_MATRIXMULTIPLY_RESHAPED_KERNEL_H */