Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 1 | /* |
giuros01 | 1c9efeb | 2019-01-11 14:04:43 +0000 | [diff] [blame] | 2 | * Copyright (c) 2016-2019 ARM Limited. |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 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 | */ |
Michalis Spyrou | f464337 | 2019-11-29 16:17:13 +0000 | [diff] [blame] | 24 | #ifndef ARM_COMPUTE_CLGEMM_H |
| 25 | #define ARM_COMPUTE_CLGEMM_H |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 26 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 27 | #include "arm_compute/core/CL/kernels/CLGEMMMatrixMultiplyKernel.h" |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 28 | #include "arm_compute/core/CL/kernels/CLGEMMMatrixMultiplyReshapedKernel.h" |
Gian Marco Iodice | 926afe1 | 2019-03-19 11:44:13 +0000 | [diff] [blame] | 29 | #include "arm_compute/core/CL/kernels/CLGEMMMatrixMultiplyReshapedOnlyRHSKernel.h" |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 30 | #include "arm_compute/core/CL/kernels/CLGEMMReshapeLHSMatrixKernel.h" |
| 31 | #include "arm_compute/core/CL/kernels/CLGEMMReshapeRHSMatrixKernel.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 32 | #include "arm_compute/runtime/CL/CLTensor.h" |
| 33 | #include "arm_compute/runtime/IFunction.h" |
Georgios Pinitas | 8a94e7c | 2017-09-15 19:06:47 +0100 | [diff] [blame] | 34 | #include "arm_compute/runtime/IMemoryManager.h" |
Michalis Spyrou | b27e13a | 2019-09-27 11:04:27 +0100 | [diff] [blame] | 35 | #include "arm_compute/runtime/IWeightsManager.h" |
Georgios Pinitas | 26014cf | 2019-09-09 19:00:57 +0100 | [diff] [blame] | 36 | #include "arm_compute/runtime/MemoryGroup.h" |
Georgios Pinitas | 8a94e7c | 2017-09-15 19:06:47 +0100 | [diff] [blame] | 37 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 38 | namespace arm_compute |
| 39 | { |
| 40 | class ICLTensor; |
| 41 | |
Michalis Spyrou | b27e13a | 2019-09-27 11:04:27 +0100 | [diff] [blame] | 42 | namespace weights_transformations |
| 43 | { |
| 44 | /** Basic function to manage the reshape weights generated from @ref CLGEMMReshapeRHSMatrixKernel */ |
| 45 | class CLGEMMReshapeRHSMatrixKernelManaged : public ITransformWeights |
| 46 | { |
| 47 | public: |
| 48 | //Inherited method override |
| 49 | void run() override |
| 50 | { |
| 51 | _output.allocator()->allocate(); |
| 52 | CLScheduler::get().enqueue(_kernel, false); |
| 53 | _reshape_run = true; |
| 54 | } |
| 55 | |
| 56 | //Inherited method override |
| 57 | void release() override |
| 58 | { |
| 59 | _output.allocator()->free(); |
| 60 | } |
| 61 | |
| 62 | //Inherited method override |
| 63 | ICLTensor *get_weights() override |
| 64 | { |
| 65 | return &_output; |
| 66 | } |
| 67 | |
| 68 | //Inherited method override |
| 69 | uint32_t uid() override |
| 70 | { |
| 71 | return _uid; |
| 72 | } |
| 73 | |
| 74 | /** Configures the @ref CLGEMMReshapeRHSMatrixKernel kernel |
| 75 | * |
| 76 | * @param[in] input Input tensor. Data types supported: U8/S8/QASYMM8/U16/S16/F16/U32/S32/F32 |
| 77 | * @param[in] info RHS matrix information to be used for reshaping. |
| 78 | */ |
| 79 | void configure(const ICLTensor *input, GEMMRHSMatrixInfo info) |
| 80 | { |
| 81 | _kernel.configure(input, &_output, info); |
| 82 | } |
| 83 | |
| 84 | private: |
| 85 | static constexpr uint32_t _uid = 0x15; |
| 86 | CLTensor _output{}; |
| 87 | CLGEMMReshapeRHSMatrixKernel _kernel{}; |
| 88 | }; |
| 89 | } // namespace weights_transformations |
| 90 | |
Gian Marco Iodice | 3a3066b | 2017-06-23 13:38:14 +0100 | [diff] [blame] | 91 | /** Basic function to execute GEMM on OpenCL. This function calls the following OpenCL kernels: |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 92 | * |
Gian Marco Iodice | 926afe1 | 2019-03-19 11:44:13 +0000 | [diff] [blame] | 93 | * -# @ref CLGEMMReshapeLHSMatrixKernel (only if the RESHAPED_V1 is selected by the heuristic model) |
| 94 | * -# @ref CLGEMMReshapeRHSMatrixKernel (only if either the RESHAPED_V1 or RESHAPED_ONLY_RHS is selected by the select_gemm_type method()) |
| 95 | * -# @ref CLGEMMMatrixMultiplyKernel (only if either the NATIVE or RESHAPED_V1 is selected by the select_gemm_type method()) |
| 96 | * -# @ref CLGEMMMatrixMultiplyReshapedKernel (only if RESHAPED_V1 is selected by the select_gemm_type method()) |
| 97 | * -# @ref CLGEMMMatrixMultiplyReshapedOnlyRHSKernel (only if RESHAPED_ONLY_RHS is selected by the select_gemm_type method()) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 98 | * |
| 99 | */ |
| 100 | class CLGEMM : public IFunction |
| 101 | { |
| 102 | public: |
Alex Gilday | c357c47 | 2018-03-21 13:54:09 +0000 | [diff] [blame] | 103 | /** Default constructor. |
| 104 | * |
Michalis Spyrou | b27e13a | 2019-09-27 11:04:27 +0100 | [diff] [blame] | 105 | * @param[in] memory_manager (Optional) Memory manager. |
| 106 | * @param[in] weights_manager (Optional) Weights manager. |
Alex Gilday | c357c47 | 2018-03-21 13:54:09 +0000 | [diff] [blame] | 107 | */ |
Michalis Spyrou | b27e13a | 2019-09-27 11:04:27 +0100 | [diff] [blame] | 108 | CLGEMM(std::shared_ptr<IMemoryManager> memory_manager = nullptr, IWeightsManager *weights_manager = nullptr); |
Georgios Pinitas | 82b5148 | 2018-04-24 15:14:12 +0100 | [diff] [blame] | 109 | /** Prevent instances of this class from being copied (As this class contains pointers) */ |
| 110 | CLGEMM(const CLGEMM &) = delete; |
| 111 | /** Default move constructor */ |
| 112 | CLGEMM(CLGEMM &&) = default; |
| 113 | /** Prevent instances of this class from being copied (As this class contains pointers) */ |
| 114 | CLGEMM &operator=(const CLGEMM &) = delete; |
| 115 | /** Default move assignment operator */ |
| 116 | CLGEMM &operator=(CLGEMM &&) = default; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 117 | /** Initialise the kernel's inputs and output |
| 118 | * |
| 119 | * @note GEMM: General Matrix Multiply - [alpha * A * B + beta * C]. |
| 120 | * |
Gian Marco Iodice | 3a3066b | 2017-06-23 13:38:14 +0100 | [diff] [blame] | 121 | * @note All tensors must have the same data type. |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 122 | * |
| 123 | * @note Whilst the first input tensor can be a vector, the second input tensor must be at least a matrix |
| 124 | * |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 125 | * @param[in] a First input tensor (Matrix or Vector A). Data types supported: F16/F32 |
Gian Marco | 1d25ed5 | 2017-12-16 19:33:50 +0000 | [diff] [blame] | 126 | * @param[in] b Second input tensor (Matrix B). Data type supported: same as @p a. |
| 127 | * @param[in] c Third input tensor (Matrix C). It can be a nullptr if just the multiplication between @p a and @p b is needed. Data type supported: same as @p a. |
| 128 | * @param[out] output Output tensor. Data type supported: same as @p a |
| 129 | * @param[in] alpha Weight of the matrix product |
| 130 | * @param[in] beta Weight of matrix C |
| 131 | * @param[in] gemm_info (Optional) Specifies if the matrix A and/or matrix B have been reshaped and |
Gian Marco | 36a0a46 | 2018-01-12 10:21:40 +0000 | [diff] [blame] | 132 | * if the reshape of matrix B should happen only for the first run. GEMMInfo also contains information about the reshaping |
| 133 | * in case matrix A and matrix B have been already transformed. |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 134 | */ |
Gian Marco | 1d25ed5 | 2017-12-16 19:33:50 +0000 | [diff] [blame] | 135 | void configure(const ICLTensor *a, const ICLTensor *b, const ICLTensor *c, ICLTensor *output, float alpha, float beta, const GEMMInfo &gemm_info = GEMMInfo()); |
Georgios Pinitas | 78c0090 | 2018-01-09 17:33:11 +0000 | [diff] [blame] | 136 | /** Static function to check if given info will lead to a valid configuration of @ref CLGEMM. |
| 137 | * |
giuros01 | 1c9efeb | 2019-01-11 14:04:43 +0000 | [diff] [blame] | 138 | * @param[in] a First input tensor info (Matrix or Vector A). Data types supported: F16/F32 |
| 139 | * @param[in] b Second input tensor info (Matrix B). Data type supported: same as @p a. |
| 140 | * @param[in] c Third input tensor info (Matrix C). It can be a nullptr if just the multiplication between @p a and @p b is needed. Data type supported: same as @p a. |
| 141 | * @param[in] output Output tensor info. Data type supported: same as @p a |
| 142 | * @param[in] alpha Weight of the matrix product |
| 143 | * @param[in] beta Weight of matrix C |
| 144 | * @param[in] gemm_info (Optional) Specifies if the matrix A and/or matrix B have been reshaped and |
Georgios Pinitas | 78c0090 | 2018-01-09 17:33:11 +0000 | [diff] [blame] | 145 | * if the reshape of matrix B should happen only for the first run |
| 146 | * |
| 147 | * @return a status |
| 148 | */ |
Gian Marco Iodice | 750641d | 2018-05-08 12:01:57 +0100 | [diff] [blame] | 149 | static Status validate(const ITensorInfo *a, const ITensorInfo *b, const ITensorInfo *c, const ITensorInfo *output, float alpha, float beta, const GEMMInfo &gemm_info = GEMMInfo()); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 150 | |
| 151 | // Inherited methods overridden: |
| 152 | void run() override; |
Georgios Pinitas | e043767 | 2018-05-02 14:07:55 +0100 | [diff] [blame] | 153 | void prepare() override; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 154 | |
| 155 | private: |
Gian Marco Iodice | 926afe1 | 2019-03-19 11:44:13 +0000 | [diff] [blame] | 156 | enum class GEMMType |
| 157 | { |
| 158 | NATIVE, |
| 159 | RESHAPED_V1, |
| 160 | RESHAPED_V2, |
| 161 | RESHAPED_ONLY_RHS |
| 162 | }; |
| 163 | |
| 164 | // TODO (COMPMID-2095) |
| 165 | static GEMMType select_gemm_type(unsigned int m, unsigned int n, unsigned int k, DataType data_type, bool reshape_b_only_on_first_run, GPUTarget gpu_target); |
| 166 | |
| 167 | void configure_native(const ICLTensor *a, const ICLTensor *b, const ICLTensor *c, ICLTensor *output, float alpha, float beta, const GEMMInfo &gemm_info); |
| 168 | void configure_reshaped_v1(const ICLTensor *a, const ICLTensor *b, const ICLTensor *c, ICLTensor *output, float alpha, float beta, const GEMMInfo &gemm_info); |
| 169 | void configure_reshaped_v2(const ICLTensor *a, const ICLTensor *b, const ICLTensor *c, ICLTensor *output, float alpha, float beta, const GEMMInfo &gemm_info); |
| 170 | void configure_reshaped_only_rhs(const ICLTensor *a, const ICLTensor *b, const ICLTensor *c, ICLTensor *output, float alpha, float beta, const GEMMInfo &gemm_info); |
| 171 | |
| 172 | static Status validate_native(const ITensorInfo *a, const ITensorInfo *b, const ITensorInfo *c, const ITensorInfo *output, float alpha, float beta, const GEMMInfo &gemm_info); |
| 173 | static Status validate_reshaped_v1(const ITensorInfo *a, const ITensorInfo *b, const ITensorInfo *c, const ITensorInfo *output, float alpha, float beta, const GEMMInfo &gemm_info); |
| 174 | static Status validate_reshaped_v2(const ITensorInfo *a, const ITensorInfo *b, const ITensorInfo *c, const ITensorInfo *output, float alpha, float beta, const GEMMInfo &gemm_info); |
| 175 | static Status validate_reshaped_only_rhs(const ITensorInfo *a, const ITensorInfo *b, const ITensorInfo *c, const ITensorInfo *output, float alpha, float beta, const GEMMInfo &gemm_info); |
| 176 | |
Michalis Spyrou | b27e13a | 2019-09-27 11:04:27 +0100 | [diff] [blame] | 177 | MemoryGroup _memory_group; |
| 178 | IWeightsManager *_weights_manager; |
| 179 | CLGEMMMatrixMultiplyKernel _mm_kernel; |
| 180 | CLGEMMReshapeLHSMatrixKernel _reshape_lhs_kernel; |
| 181 | CLGEMMReshapeRHSMatrixKernel _reshape_rhs_kernel; |
| 182 | weights_transformations::CLGEMMReshapeRHSMatrixKernelManaged _reshape_rhs_kernel_managed; |
| 183 | CLGEMMMatrixMultiplyReshapedKernel _mm_reshaped_kernel; |
| 184 | CLGEMMMatrixMultiplyReshapedOnlyRHSKernel _mm_reshaped_only_rhs_kernel; |
| 185 | CLTensor _tmp_a; |
| 186 | CLTensor _tmp_b; |
| 187 | const ICLTensor *_original_b; |
| 188 | bool _reshape_b_only_on_first_run; |
| 189 | bool _is_prepared; |
| 190 | GEMMType _gemm_type; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 191 | }; |
giuros01 | 1c9efeb | 2019-01-11 14:04:43 +0000 | [diff] [blame] | 192 | } // namespace arm_compute |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 193 | |
Michalis Spyrou | f464337 | 2019-11-29 16:17:13 +0000 | [diff] [blame] | 194 | #endif /* ARM_COMPUTE_CLGEMM_H */ |