Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 1 | /* |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 2 | * Copyright (c) 2020-2021 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 | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 82 | const DataType data_type = params.data_type; |
| 83 | |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 84 | switch(_target) |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 85 | { |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 86 | case GPUTarget::G78: |
| 87 | if(gemm_g78_configs.find(data_type) != gemm_g78_configs.end()) |
| 88 | { |
| 89 | return (this->*gemm_g78_configs[data_type])(params.m, params.n, params.k, params.b, params.is_rhs_constant); |
| 90 | } |
| 91 | ARM_COMPUTE_ERROR("Not supported data type"); |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 92 | case GPUTarget::G77: |
| 93 | if(gemm_g77_configs.find(data_type) != gemm_g77_configs.end()) |
| 94 | { |
| 95 | return (this->*gemm_g77_configs[data_type])(params.m, params.n, params.k, params.b, params.is_rhs_constant); |
| 96 | } |
| 97 | ARM_COMPUTE_ERROR("Not supported data type"); |
| 98 | default: |
| 99 | if(gemm_default_configs.find(data_type) != gemm_default_configs.end()) |
| 100 | { |
| 101 | return (this->*gemm_default_configs[data_type])(params.m, params.n, params.k, params.b, params.is_rhs_constant); |
| 102 | } |
| 103 | ARM_COMPUTE_ERROR("Not supported data type"); |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 104 | } |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 105 | } |
| 106 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 107 | 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] | 108 | { |
Gian Marco Iodice | 026d045 | 2020-08-28 13:52:12 +0100 | [diff] [blame] | 109 | ARM_COMPUTE_UNUSED(m, n, k, b); |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 110 | |
| 111 | return is_rhs_constant ? CLGEMMKernelType::RESHAPED_ONLY_RHS : CLGEMMKernelType::NATIVE_V1; |
| 112 | } |
| 113 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 114 | 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] | 115 | { |
Gian Marco Iodice | 026d045 | 2020-08-28 13:52:12 +0100 | [diff] [blame] | 116 | ARM_COMPUTE_UNUSED(m, n, k, b); |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 117 | |
| 118 | return is_rhs_constant ? CLGEMMKernelType::RESHAPED_ONLY_RHS : CLGEMMKernelType::NATIVE_V1; |
| 119 | } |
| 120 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 121 | 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] | 122 | { |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 123 | if(!is_rhs_constant) |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 124 | { |
| 125 | return CLGEMMKernelType::NATIVE_V1; |
| 126 | } |
| 127 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 128 | if(m == 1) |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 129 | { |
| 130 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 131 | } |
| 132 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 133 | const float r_mn = static_cast<float>(m) / static_cast<float>(n); |
| 134 | const float r_mk = static_cast<float>(m) / static_cast<float>(k); |
| 135 | const float r_nk = static_cast<float>(n) / static_cast<float>(k); |
Gian Marco Iodice | 491f30c | 2020-11-02 15:43:57 +0000 | [diff] [blame] | 136 | const float workload = (static_cast<float>(m) * static_cast<float>(n) * static_cast<float>(b)) / 20.0f; |
| 137 | |
| 138 | if(r_mk <= 0.6817956566810608) |
| 139 | { |
| 140 | if(workload <= 801.6000061035156) |
| 141 | { |
| 142 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 143 | } |
| 144 | else |
| 145 | { |
| 146 | if(r_mn <= 0.0839829258620739) |
| 147 | { |
| 148 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 149 | } |
| 150 | else |
| 151 | { |
| 152 | if(r_mk <= 0.24917218834161758) |
| 153 | { |
| 154 | return CLGEMMKernelType::RESHAPED; |
| 155 | } |
| 156 | else |
| 157 | { |
| 158 | if(workload <= 2551.75) |
| 159 | { |
| 160 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 161 | } |
| 162 | else |
| 163 | { |
| 164 | if(workload <= 5061.574951171875) |
| 165 | { |
| 166 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 167 | } |
| 168 | else |
| 169 | { |
| 170 | return CLGEMMKernelType::RESHAPED; |
| 171 | } |
| 172 | } |
| 173 | } |
| 174 | } |
| 175 | } |
| 176 | } |
| 177 | else |
| 178 | { |
| 179 | if(r_mk <= 4.849947690963745) |
| 180 | { |
| 181 | if(workload <= 17618.4501953125) |
| 182 | { |
| 183 | if(workload <= 5224.699951171875) |
| 184 | { |
| 185 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 186 | } |
| 187 | else |
| 188 | { |
| 189 | if(r_nk <= 0.7933054566383362) |
| 190 | { |
| 191 | return CLGEMMKernelType::RESHAPED; |
| 192 | } |
| 193 | else |
| 194 | { |
| 195 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 196 | } |
| 197 | } |
| 198 | } |
| 199 | else |
| 200 | { |
| 201 | if(workload <= 20275.2001953125) |
| 202 | { |
| 203 | return CLGEMMKernelType::RESHAPED; |
| 204 | } |
| 205 | else |
| 206 | { |
| 207 | if(r_mk <= 3.07421875) |
| 208 | { |
| 209 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 210 | } |
| 211 | else |
| 212 | { |
| 213 | return CLGEMMKernelType::RESHAPED; |
| 214 | } |
| 215 | } |
| 216 | } |
| 217 | } |
| 218 | else |
| 219 | { |
| 220 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 221 | } |
| 222 | } |
| 223 | } |
| 224 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 225 | 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] | 226 | { |
Gian Marco Iodice | 026d045 | 2020-08-28 13:52:12 +0100 | [diff] [blame] | 227 | ARM_COMPUTE_UNUSED(m, n, k, b); |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 228 | |
| 229 | if(is_rhs_constant) |
| 230 | { |
Gian Marco Iodice | eb65f6d | 2020-04-15 11:42:15 +0100 | [diff] [blame] | 231 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 232 | } |
| 233 | else |
| 234 | { |
Gian Marco Iodice | eb65f6d | 2020-04-15 11:42:15 +0100 | [diff] [blame] | 235 | return CLGEMMKernelType::NATIVE; |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 236 | } |
| 237 | } |
Gian Marco Iodice | 3795491 | 2021-04-12 17:34:33 +0100 | [diff] [blame] | 238 | |
| 239 | CLGEMMKernelType CLGEMMDefaultTypeValhall::g78_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) |
| 240 | { |
| 241 | ARM_COMPUTE_UNUSED(b); |
| 242 | |
| 243 | if(!is_rhs_constant) |
| 244 | { |
| 245 | return CLGEMMKernelType::NATIVE_V1; |
| 246 | } |
| 247 | |
| 248 | if(m == 1) |
| 249 | { |
| 250 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 251 | } |
| 252 | |
| 253 | if(n <= 272.0000f) |
| 254 | { |
| 255 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 256 | } |
| 257 | else |
| 258 | { |
| 259 | if(k <= 471.0000f) |
| 260 | { |
| 261 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 262 | } |
| 263 | else |
| 264 | { |
| 265 | if(m <= 72.5000f) |
| 266 | { |
| 267 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 268 | } |
| 269 | else |
| 270 | { |
| 271 | if(m <= 90.5000f) |
| 272 | { |
| 273 | return CLGEMMKernelType::RESHAPED; |
| 274 | } |
| 275 | else |
| 276 | { |
| 277 | if(k <= 2448.0000f) |
| 278 | { |
| 279 | if(n <= 756.0000f) |
| 280 | { |
| 281 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 282 | } |
| 283 | else |
| 284 | { |
| 285 | return CLGEMMKernelType::RESHAPED; |
| 286 | } |
| 287 | } |
| 288 | else |
| 289 | { |
| 290 | return CLGEMMKernelType::RESHAPED; |
| 291 | } |
| 292 | } |
| 293 | } |
| 294 | } |
| 295 | } |
| 296 | } |
| 297 | |
| 298 | CLGEMMKernelType CLGEMMDefaultTypeValhall::g78_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) |
| 299 | { |
| 300 | ARM_COMPUTE_UNUSED(m, n, k, b); |
| 301 | |
| 302 | if(!is_rhs_constant) |
| 303 | { |
| 304 | return CLGEMMKernelType::NATIVE_V1; |
| 305 | } |
| 306 | |
| 307 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 308 | } |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 309 | } // namespace cl_gemm |
| 310 | } // namespace arm_compute |