Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 1 | /* |
Gian Marco Iodice | f16eed9 | 2023-04-19 16:29:26 +0100 | [diff] [blame] | 2 | * Copyright (c) 2020-2023 Arm Limited. |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [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 | */ |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 24 | #include "src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.h" |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 25 | |
| 26 | #include "arm_compute/core/CL/CLHelpers.h" |
| 27 | #include "arm_compute/core/CL/CLKernelLibrary.h" |
Georgios Pinitas | 7891a73 | 2021-08-20 21:39:25 +0100 | [diff] [blame] | 28 | #include "src/gpu/cl/kernels/gemm/ClGemmHelpers.h" |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 29 | |
| 30 | #include <map> |
| 31 | #include <utility> |
| 32 | |
| 33 | namespace arm_compute |
| 34 | { |
| 35 | namespace cl_gemm |
| 36 | { |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 37 | CLGEMMDefaultTypeValhall::CLGEMMDefaultTypeValhall(GPUTarget gpu) |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 38 | : ICLGEMMKernelSelection(gpu) |
| 39 | { |
| 40 | } |
| 41 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 42 | CLGEMMKernelType CLGEMMDefaultTypeValhall::select_kernel(const CLGEMMKernelSelectionParams ¶ms) |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 43 | { |
| 44 | // _target could be used in the future to have a dedicated heuristic for each GPU IP |
| 45 | ARM_COMPUTE_UNUSED(_target); |
| 46 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 47 | using FunctionExecutorPtr = CLGEMMKernelType (CLGEMMDefaultTypeValhall::*)(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant); |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 48 | |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 49 | // Default configurations for Valhall architectures |
| 50 | static std::map<DataType, FunctionExecutorPtr> gemm_default_configs = |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 51 | { |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 52 | { DataType::F32, &CLGEMMDefaultTypeValhall::default_f32 }, |
| 53 | { DataType::F16, &CLGEMMDefaultTypeValhall::default_f16 }, |
| 54 | { DataType::QASYMM8, &CLGEMMDefaultTypeValhall::default_q8 }, |
| 55 | { DataType::QASYMM8_SIGNED, &CLGEMMDefaultTypeValhall::default_q8 }, |
| 56 | { DataType::QSYMM8, &CLGEMMDefaultTypeValhall::default_q8 }, |
| 57 | { DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeValhall::default_q8 } |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 58 | }; |
| 59 | |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 60 | // Mali-G77 configurations |
| 61 | static std::map<DataType, FunctionExecutorPtr> gemm_g77_configs = |
| 62 | { |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 63 | { DataType::F32, &CLGEMMDefaultTypeValhall::default_f32 }, |
| 64 | { DataType::F16, &CLGEMMDefaultTypeValhall::g77_f16 }, |
| 65 | { DataType::QASYMM8, &CLGEMMDefaultTypeValhall::default_q8 }, |
| 66 | { DataType::QASYMM8_SIGNED, &CLGEMMDefaultTypeValhall::default_q8 }, |
| 67 | { DataType::QSYMM8, &CLGEMMDefaultTypeValhall::default_q8 }, |
| 68 | { DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeValhall::default_q8 } |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 69 | }; |
| 70 | |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 71 | // Mali-G78 configurations |
| 72 | static std::map<DataType, FunctionExecutorPtr> gemm_g78_configs = |
| 73 | { |
| 74 | { DataType::F32, &CLGEMMDefaultTypeValhall::g78_f32 }, |
| 75 | { DataType::F16, &CLGEMMDefaultTypeValhall::g78_f16 }, |
| 76 | { DataType::QASYMM8, &CLGEMMDefaultTypeValhall::default_q8 }, |
| 77 | { DataType::QASYMM8_SIGNED, &CLGEMMDefaultTypeValhall::default_q8 }, |
| 78 | { DataType::QSYMM8, &CLGEMMDefaultTypeValhall::default_q8 }, |
| 79 | { DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeValhall::default_q8 } |
| 80 | }; |
| 81 | |
Gian Marco Iodice | 7a0f1bd | 2023-04-26 14:55:02 +0100 | [diff] [blame] | 82 | // Mali-G710 and Mali-G610 configurations |
| 83 | static std::map<DataType, FunctionExecutorPtr> gemm_g710_configs = |
| 84 | { |
| 85 | { DataType::F32, &CLGEMMDefaultTypeValhall::default_f32 }, |
| 86 | { DataType::F16, &CLGEMMDefaultTypeValhall::g710_f16 }, |
| 87 | { DataType::QASYMM8, &CLGEMMDefaultTypeValhall::default_q8 }, |
| 88 | { DataType::QASYMM8_SIGNED, &CLGEMMDefaultTypeValhall::default_q8 }, |
| 89 | { DataType::QSYMM8, &CLGEMMDefaultTypeValhall::default_q8 }, |
| 90 | { DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeValhall::default_q8 } |
| 91 | }; |
| 92 | |
Gunes Bayir | 4bfc70e | 2021-12-10 16:17:56 +0000 | [diff] [blame] | 93 | // Mali-G715 and Mali-G615 configurations |
| 94 | static std::map<DataType, FunctionExecutorPtr> gemm_g715_configs = |
| 95 | { |
| 96 | { DataType::F32, &CLGEMMDefaultTypeValhall::g715_f32 }, |
| 97 | { DataType::F16, &CLGEMMDefaultTypeValhall::g715_f16 }, |
| 98 | { DataType::QASYMM8, &CLGEMMDefaultTypeValhall::default_q8 }, |
| 99 | { DataType::QASYMM8_SIGNED, &CLGEMMDefaultTypeValhall::default_q8 }, |
| 100 | { DataType::QSYMM8, &CLGEMMDefaultTypeValhall::default_q8 }, |
| 101 | { DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeValhall::default_q8 } |
| 102 | }; |
| 103 | |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 104 | const DataType data_type = params.data_type; |
| 105 | |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 106 | switch(_target) |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 107 | { |
Gian Marco Iodice | 7a0f1bd | 2023-04-26 14:55:02 +0100 | [diff] [blame] | 108 | case GPUTarget::G710: |
| 109 | case GPUTarget::G610: |
| 110 | if(gemm_g710_configs.find(data_type) != gemm_g710_configs.end()) |
| 111 | { |
| 112 | return (this->*gemm_g710_configs[data_type])(params.m, params.n, params.k, params.b, params.is_rhs_constant); |
| 113 | } |
| 114 | ARM_COMPUTE_ERROR("Not supported data type"); |
Gunes Bayir | 4bfc70e | 2021-12-10 16:17:56 +0000 | [diff] [blame] | 115 | case GPUTarget::G715: |
| 116 | case GPUTarget::G615: |
| 117 | if(gemm_g715_configs.find(data_type) != gemm_g715_configs.end()) |
| 118 | { |
| 119 | return (this->*gemm_g715_configs[data_type])(params.m, params.n, params.k, params.b, params.is_rhs_constant); |
| 120 | } |
| 121 | ARM_COMPUTE_ERROR("Not supported data type"); |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 122 | case GPUTarget::G78: |
| 123 | if(gemm_g78_configs.find(data_type) != gemm_g78_configs.end()) |
| 124 | { |
| 125 | return (this->*gemm_g78_configs[data_type])(params.m, params.n, params.k, params.b, params.is_rhs_constant); |
| 126 | } |
| 127 | ARM_COMPUTE_ERROR("Not supported data type"); |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 128 | case GPUTarget::G77: |
| 129 | if(gemm_g77_configs.find(data_type) != gemm_g77_configs.end()) |
| 130 | { |
| 131 | return (this->*gemm_g77_configs[data_type])(params.m, params.n, params.k, params.b, params.is_rhs_constant); |
| 132 | } |
| 133 | ARM_COMPUTE_ERROR("Not supported data type"); |
| 134 | default: |
| 135 | if(gemm_default_configs.find(data_type) != gemm_default_configs.end()) |
| 136 | { |
| 137 | return (this->*gemm_default_configs[data_type])(params.m, params.n, params.k, params.b, params.is_rhs_constant); |
| 138 | } |
| 139 | ARM_COMPUTE_ERROR("Not supported data type"); |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 140 | } |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 141 | } |
| 142 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 143 | CLGEMMKernelType CLGEMMDefaultTypeValhall::default_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 144 | { |
Gian Marco Iodice | 026d045 | 2020-08-28 13:52:12 +0100 | [diff] [blame] | 145 | ARM_COMPUTE_UNUSED(m, n, k, b); |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 146 | |
Gian Marco Iodice | c9cecc0 | 2021-10-15 10:23:24 +0100 | [diff] [blame] | 147 | return is_rhs_constant ? CLGEMMKernelType::RESHAPED_ONLY_RHS : CLGEMMKernelType::NATIVE; |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 148 | } |
| 149 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 150 | CLGEMMKernelType CLGEMMDefaultTypeValhall::default_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 151 | { |
Gian Marco Iodice | 026d045 | 2020-08-28 13:52:12 +0100 | [diff] [blame] | 152 | ARM_COMPUTE_UNUSED(m, n, k, b); |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 153 | |
Gian Marco Iodice | c9cecc0 | 2021-10-15 10:23:24 +0100 | [diff] [blame] | 154 | return is_rhs_constant ? CLGEMMKernelType::RESHAPED_ONLY_RHS : CLGEMMKernelType::NATIVE; |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 155 | } |
| 156 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 157 | CLGEMMKernelType CLGEMMDefaultTypeValhall::g77_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 158 | { |
Gian Marco Iodice | f16eed9 | 2023-04-19 16:29:26 +0100 | [diff] [blame] | 159 | ARM_COMPUTE_UNUSED(m, n, k, b); |
| 160 | |
Gian Marco Iodice | 7a0f1bd | 2023-04-26 14:55:02 +0100 | [diff] [blame] | 161 | return is_rhs_constant ? CLGEMMKernelType::RESHAPED_ONLY_RHS : CLGEMMKernelType::NATIVE; |
| 162 | } |
| 163 | |
| 164 | CLGEMMKernelType CLGEMMDefaultTypeValhall::g710_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) |
| 165 | { |
| 166 | ARM_COMPUTE_UNUSED(m, n, k, b); |
| 167 | |
| 168 | return is_rhs_constant ? CLGEMMKernelType::RESHAPED_ONLY_RHS : CLGEMMKernelType::NATIVE; |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 169 | } |
| 170 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 171 | CLGEMMKernelType CLGEMMDefaultTypeValhall::default_q8(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 172 | { |
Gian Marco Iodice | 026d045 | 2020-08-28 13:52:12 +0100 | [diff] [blame] | 173 | ARM_COMPUTE_UNUSED(m, n, k, b); |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 174 | |
| 175 | if(is_rhs_constant) |
| 176 | { |
Gian Marco Iodice | eb65f6d | 2020-04-15 11:42:15 +0100 | [diff] [blame] | 177 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 178 | } |
| 179 | else |
| 180 | { |
Gian Marco Iodice | eb65f6d | 2020-04-15 11:42:15 +0100 | [diff] [blame] | 181 | return CLGEMMKernelType::NATIVE; |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 182 | } |
| 183 | } |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 184 | |
| 185 | CLGEMMKernelType CLGEMMDefaultTypeValhall::g78_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) |
| 186 | { |
| 187 | ARM_COMPUTE_UNUSED(b); |
| 188 | |
| 189 | if(!is_rhs_constant) |
| 190 | { |
Gian Marco Iodice | c9cecc0 | 2021-10-15 10:23:24 +0100 | [diff] [blame] | 191 | return CLGEMMKernelType::NATIVE; |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 192 | } |
| 193 | |
| 194 | if(m == 1) |
| 195 | { |
| 196 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 197 | } |
| 198 | |
| 199 | if(n <= 272.0000f) |
| 200 | { |
| 201 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 202 | } |
| 203 | else |
| 204 | { |
| 205 | if(k <= 471.0000f) |
| 206 | { |
| 207 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 208 | } |
| 209 | else |
| 210 | { |
| 211 | if(m <= 72.5000f) |
| 212 | { |
| 213 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 214 | } |
| 215 | else |
| 216 | { |
| 217 | if(m <= 90.5000f) |
| 218 | { |
| 219 | return CLGEMMKernelType::RESHAPED; |
| 220 | } |
| 221 | else |
| 222 | { |
| 223 | if(k <= 2448.0000f) |
| 224 | { |
| 225 | if(n <= 756.0000f) |
| 226 | { |
| 227 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 228 | } |
| 229 | else |
| 230 | { |
| 231 | return CLGEMMKernelType::RESHAPED; |
| 232 | } |
| 233 | } |
| 234 | else |
| 235 | { |
| 236 | return CLGEMMKernelType::RESHAPED; |
| 237 | } |
| 238 | } |
| 239 | } |
| 240 | } |
| 241 | } |
| 242 | } |
| 243 | |
| 244 | CLGEMMKernelType CLGEMMDefaultTypeValhall::g78_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) |
| 245 | { |
| 246 | ARM_COMPUTE_UNUSED(m, n, k, b); |
| 247 | |
| 248 | if(!is_rhs_constant) |
| 249 | { |
Gian Marco Iodice | c9cecc0 | 2021-10-15 10:23:24 +0100 | [diff] [blame] | 250 | return CLGEMMKernelType::NATIVE; |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 251 | } |
| 252 | |
| 253 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 254 | } |
Gunes Bayir | 4bfc70e | 2021-12-10 16:17:56 +0000 | [diff] [blame] | 255 | |
| 256 | CLGEMMKernelType CLGEMMDefaultTypeValhall::g715_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) |
| 257 | { |
| 258 | if(!is_rhs_constant) |
| 259 | { |
| 260 | return default_f32(m, n, k, b, is_rhs_constant); |
| 261 | } |
| 262 | |
| 263 | unsigned int best_m0; |
| 264 | unsigned int best_n0; |
| 265 | |
| 266 | if(opencl::kernels::gemm::is_mmul_kernel_preferred(m, n, k, b, DataType::F32, best_m0, best_n0)) |
| 267 | { |
| 268 | return CLGEMMKernelType::RESHAPED_ONLY_RHS_MMUL; |
| 269 | } |
| 270 | else |
| 271 | { |
| 272 | return default_f32(m, n, k, b, is_rhs_constant); |
| 273 | } |
| 274 | } |
| 275 | |
| 276 | CLGEMMKernelType CLGEMMDefaultTypeValhall::g715_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) |
| 277 | { |
| 278 | if(!is_rhs_constant) |
| 279 | { |
| 280 | return g78_f16(m, n, k, b, is_rhs_constant); |
| 281 | } |
| 282 | |
| 283 | unsigned int best_m0; |
| 284 | unsigned int best_n0; |
| 285 | |
| 286 | if(opencl::kernels::gemm::is_mmul_kernel_preferred(m, n, k, b, DataType::F16, best_m0, best_n0)) |
| 287 | { |
| 288 | return CLGEMMKernelType::RESHAPED_ONLY_RHS_MMUL; |
| 289 | } |
| 290 | else |
| 291 | { |
| 292 | return g78_f16(m, n, k, b, is_rhs_constant); |
| 293 | } |
| 294 | } |
| 295 | |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 296 | } // namespace cl_gemm |
| 297 | } // namespace arm_compute |