Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | d9eaf61 | 2020-07-08 11:12:57 +0100 | [diff] [blame] | 2 | * Copyright (c) 2020 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/CLGEMMDefaultTypeBifrost.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" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 28 | #include "src/core/CL/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 | CLGEMMDefaultTypeBifrost::CLGEMMDefaultTypeBifrost(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 CLGEMMDefaultTypeBifrost::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 (CLGEMMDefaultTypeBifrost::*)(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 | f6ffe99 | 2020-04-14 12:09:43 +0100 | [diff] [blame] | 49 | // Default configurations for Bifrost 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, &CLGEMMDefaultTypeBifrost::default_f32 }, |
| 53 | { DataType::F16, &CLGEMMDefaultTypeBifrost::default_f16 }, |
| 54 | { DataType::QASYMM8, &CLGEMMDefaultTypeBifrost::default_q8 }, |
| 55 | { DataType::QASYMM8_SIGNED, &CLGEMMDefaultTypeBifrost::default_q8 }, |
| 56 | { DataType::QSYMM8, &CLGEMMDefaultTypeBifrost::default_q8 }, |
| 57 | { DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeBifrost::default_q8 } |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 58 | }; |
| 59 | |
Gian Marco Iodice | f6ffe99 | 2020-04-14 12:09:43 +0100 | [diff] [blame] | 60 | // Mali-G71 configurations |
| 61 | static std::map<DataType, FunctionExecutorPtr> gemm_g71_configs = |
| 62 | { |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 63 | { DataType::F32, &CLGEMMDefaultTypeBifrost::default_f32 }, |
| 64 | { DataType::F16, &CLGEMMDefaultTypeBifrost::g71_f16 }, |
| 65 | { DataType::QASYMM8, &CLGEMMDefaultTypeBifrost::default_q8 }, |
| 66 | { DataType::QASYMM8_SIGNED, &CLGEMMDefaultTypeBifrost::default_q8 }, |
| 67 | { DataType::QSYMM8, &CLGEMMDefaultTypeBifrost::default_q8 }, |
| 68 | { DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeBifrost::default_q8 } |
Gian Marco Iodice | f6ffe99 | 2020-04-14 12:09:43 +0100 | [diff] [blame] | 69 | }; |
| 70 | |
Gian Marco Iodice | eaca67a | 2020-11-10 10:41:37 +0000 | [diff] [blame] | 71 | // Mali-G52 configurations |
| 72 | static std::map<DataType, FunctionExecutorPtr> gemm_g52_configs = |
| 73 | { |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 74 | { DataType::F32, &CLGEMMDefaultTypeBifrost::g52_f32 }, |
| 75 | { DataType::F16, &CLGEMMDefaultTypeBifrost::g52_f16 }, |
| 76 | { DataType::QASYMM8, &CLGEMMDefaultTypeBifrost::default_q8 }, |
| 77 | { DataType::QASYMM8_SIGNED, &CLGEMMDefaultTypeBifrost::default_q8 }, |
| 78 | { DataType::QSYMM8, &CLGEMMDefaultTypeBifrost::default_q8 }, |
| 79 | { DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeBifrost::default_q8 } |
Gian Marco Iodice | eaca67a | 2020-11-10 10:41:37 +0000 | [diff] [blame] | 80 | }; |
| 81 | |
Gian Marco Iodice | f6ffe99 | 2020-04-14 12:09:43 +0100 | [diff] [blame] | 82 | // Mali-G76 configurations |
| 83 | static std::map<DataType, FunctionExecutorPtr> gemm_g76_configs = |
| 84 | { |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 85 | { DataType::F32, &CLGEMMDefaultTypeBifrost::g76_f32 }, |
| 86 | { DataType::F16, &CLGEMMDefaultTypeBifrost::g76_f16 }, |
| 87 | { DataType::QASYMM8, &CLGEMMDefaultTypeBifrost::default_q8 }, |
| 88 | { DataType::QASYMM8_SIGNED, &CLGEMMDefaultTypeBifrost::default_q8 }, |
| 89 | { DataType::QSYMM8, &CLGEMMDefaultTypeBifrost::default_q8 }, |
| 90 | { DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeBifrost::default_q8 } |
Gian Marco Iodice | f6ffe99 | 2020-04-14 12:09:43 +0100 | [diff] [blame] | 91 | }; |
| 92 | |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 93 | const DataType data_type = params.data_type; |
| 94 | |
Gian Marco Iodice | f6ffe99 | 2020-04-14 12:09:43 +0100 | [diff] [blame] | 95 | switch(_target) |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 96 | { |
Gian Marco Iodice | f6ffe99 | 2020-04-14 12:09:43 +0100 | [diff] [blame] | 97 | case GPUTarget::G71: |
| 98 | if(gemm_g71_configs.find(data_type) != gemm_g71_configs.end()) |
| 99 | { |
Gian Marco Iodice | 026d045 | 2020-08-28 13:52:12 +0100 | [diff] [blame] | 100 | return (this->*gemm_g71_configs[data_type])(params.m, params.n, params.k, params.b, params.is_rhs_constant); |
Gian Marco Iodice | f6ffe99 | 2020-04-14 12:09:43 +0100 | [diff] [blame] | 101 | } |
| 102 | ARM_COMPUTE_ERROR("Not supported data type"); |
| 103 | case GPUTarget::G76: |
| 104 | if(gemm_g76_configs.find(data_type) != gemm_g76_configs.end()) |
| 105 | { |
Gian Marco Iodice | 026d045 | 2020-08-28 13:52:12 +0100 | [diff] [blame] | 106 | return (this->*gemm_g76_configs[data_type])(params.m, params.n, params.k, params.b, params.is_rhs_constant); |
Gian Marco Iodice | f6ffe99 | 2020-04-14 12:09:43 +0100 | [diff] [blame] | 107 | } |
| 108 | ARM_COMPUTE_ERROR("Not supported data type"); |
Gian Marco Iodice | eaca67a | 2020-11-10 10:41:37 +0000 | [diff] [blame] | 109 | case GPUTarget::G52: |
| 110 | if(gemm_g52_configs.find(data_type) != gemm_g52_configs.end()) |
| 111 | { |
| 112 | return (this->*gemm_g52_configs[data_type])(params.m, params.n, params.k, params.b, params.is_rhs_constant); |
| 113 | } |
| 114 | ARM_COMPUTE_ERROR("Not supported data type"); |
Gian Marco Iodice | f6ffe99 | 2020-04-14 12:09:43 +0100 | [diff] [blame] | 115 | default: |
| 116 | if(gemm_default_configs.find(data_type) != gemm_default_configs.end()) |
| 117 | { |
Gian Marco Iodice | 026d045 | 2020-08-28 13:52:12 +0100 | [diff] [blame] | 118 | return (this->*gemm_default_configs[data_type])(params.m, params.n, params.k, params.b, params.is_rhs_constant); |
Gian Marco Iodice | f6ffe99 | 2020-04-14 12:09:43 +0100 | [diff] [blame] | 119 | } |
| 120 | ARM_COMPUTE_ERROR("Not supported data type"); |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 121 | } |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 122 | } |
| 123 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 124 | CLGEMMKernelType CLGEMMDefaultTypeBifrost::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] | 125 | { |
Gian Marco Iodice | 026d045 | 2020-08-28 13:52:12 +0100 | [diff] [blame] | 126 | ARM_COMPUTE_UNUSED(b); |
| 127 | |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 128 | CLGEMMKernelType gemm_type = CLGEMMKernelType::NATIVE_V1; |
| 129 | |
| 130 | if(is_rhs_constant) |
| 131 | { |
| 132 | if((m > 1) && (n < 16)) |
| 133 | { |
Gian Marco Iodice | f6ffe99 | 2020-04-14 12:09:43 +0100 | [diff] [blame] | 134 | gemm_type = CLGEMMKernelType::RESHAPED_V1; |
| 135 | } |
| 136 | else if(m == 1) |
| 137 | { |
| 138 | gemm_type = CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 139 | } |
| 140 | else |
| 141 | { |
| 142 | if((k > 256) && (m > 4)) |
| 143 | { |
| 144 | constexpr float alpha = 3.2f; |
| 145 | constexpr float fact0 = 1.51f; |
| 146 | constexpr float fact1 = 1.66f; |
| 147 | constexpr float ops = 12.0f; |
| 148 | const float scale = k > 1024 ? 1.07f : 1.0f; |
| 149 | gemm_type = (alpha + ((n * fact0) / ops) < ((fact1 * n * scale) / ops)) ? CLGEMMKernelType::RESHAPED_V1 : CLGEMMKernelType::NATIVE_V1; |
| 150 | } |
| 151 | else |
| 152 | { |
| 153 | gemm_type = CLGEMMKernelType::NATIVE_V1; |
| 154 | } |
| 155 | } |
| 156 | |
| 157 | const auto workload = static_cast<float>((m * n) / 20.0f); |
| 158 | |
| 159 | gemm_type = ((workload > 1600.0f) && (gemm_type == CLGEMMKernelType::RESHAPED_V1)) ? CLGEMMKernelType::RESHAPED : gemm_type; |
| 160 | } |
| 161 | |
| 162 | return gemm_type; |
| 163 | } |
| 164 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 165 | CLGEMMKernelType CLGEMMDefaultTypeBifrost::default_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) |
Gian Marco Iodice | f6ffe99 | 2020-04-14 12:09:43 +0100 | [diff] [blame] | 166 | { |
Gian Marco Iodice | 026d045 | 2020-08-28 13:52:12 +0100 | [diff] [blame] | 167 | ARM_COMPUTE_UNUSED(n, k, b); |
| 168 | |
Gian Marco Iodice | f6ffe99 | 2020-04-14 12:09:43 +0100 | [diff] [blame] | 169 | if(is_rhs_constant) |
| 170 | { |
| 171 | if(m == 1) |
| 172 | { |
| 173 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 174 | } |
| 175 | else |
| 176 | { |
| 177 | return CLGEMMKernelType::RESHAPED; |
| 178 | } |
| 179 | } |
| 180 | else |
| 181 | { |
| 182 | return CLGEMMKernelType::NATIVE_V1; |
| 183 | } |
| 184 | } |
| 185 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 186 | CLGEMMKernelType CLGEMMDefaultTypeBifrost::default_q8(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) |
Gian Marco Iodice | f6ffe99 | 2020-04-14 12:09:43 +0100 | [diff] [blame] | 187 | { |
Gian Marco Iodice | 026d045 | 2020-08-28 13:52:12 +0100 | [diff] [blame] | 188 | ARM_COMPUTE_UNUSED(m, n, k, b); |
Gian Marco Iodice | eb65f6d | 2020-04-15 11:42:15 +0100 | [diff] [blame] | 189 | |
Gian Marco Iodice | f6ffe99 | 2020-04-14 12:09:43 +0100 | [diff] [blame] | 190 | if(is_rhs_constant) |
| 191 | { |
Gian Marco Iodice | eb65f6d | 2020-04-15 11:42:15 +0100 | [diff] [blame] | 192 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
Gian Marco Iodice | f6ffe99 | 2020-04-14 12:09:43 +0100 | [diff] [blame] | 193 | } |
| 194 | else |
| 195 | { |
Gian Marco Iodice | eb65f6d | 2020-04-15 11:42:15 +0100 | [diff] [blame] | 196 | return CLGEMMKernelType::NATIVE; |
Gian Marco Iodice | f6ffe99 | 2020-04-14 12:09:43 +0100 | [diff] [blame] | 197 | } |
| 198 | } |
| 199 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 200 | CLGEMMKernelType CLGEMMDefaultTypeBifrost::g76_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) |
Gian Marco Iodice | f6ffe99 | 2020-04-14 12:09:43 +0100 | [diff] [blame] | 201 | { |
Gian Marco Iodice | 026d045 | 2020-08-28 13:52:12 +0100 | [diff] [blame] | 202 | ARM_COMPUTE_UNUSED(b); |
| 203 | |
Gian Marco Iodice | 12e0209 | 2020-09-01 13:59:44 +0100 | [diff] [blame] | 204 | if(!is_rhs_constant) |
Gian Marco Iodice | f6ffe99 | 2020-04-14 12:09:43 +0100 | [diff] [blame] | 205 | { |
Michele Di Giorgio | 10df0b6 | 2020-09-21 17:10:20 +0100 | [diff] [blame] | 206 | return CLGEMMKernelType::NATIVE_V1; |
Gian Marco Iodice | 12e0209 | 2020-09-01 13:59:44 +0100 | [diff] [blame] | 207 | } |
Gian Marco Iodice | 12e0209 | 2020-09-01 13:59:44 +0100 | [diff] [blame] | 208 | if(m == 1) |
| 209 | { |
| 210 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 211 | } |
Gian Marco Iodice | 12e0209 | 2020-09-01 13:59:44 +0100 | [diff] [blame] | 212 | if(k <= 496) |
| 213 | { |
| 214 | if(n <= 544) |
Gian Marco Iodice | f6ffe99 | 2020-04-14 12:09:43 +0100 | [diff] [blame] | 215 | { |
Gian Marco Iodice | 12e0209 | 2020-09-01 13:59:44 +0100 | [diff] [blame] | 216 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 217 | } |
| 218 | else |
| 219 | { |
Gian Marco Iodice | 12e0209 | 2020-09-01 13:59:44 +0100 | [diff] [blame] | 220 | return CLGEMMKernelType::RESHAPED; |
| 221 | } |
| 222 | } |
| 223 | else |
| 224 | { |
| 225 | if(k <= 588) |
| 226 | { |
| 227 | if(k <= 552) |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 228 | { |
Gian Marco Iodice | 12e0209 | 2020-09-01 13:59:44 +0100 | [diff] [blame] | 229 | if(m <= 148) |
| 230 | { |
| 231 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 232 | } |
| 233 | else |
| 234 | { |
| 235 | if(m <= 278) |
| 236 | { |
| 237 | return CLGEMMKernelType::RESHAPED; |
| 238 | } |
| 239 | else |
| 240 | { |
| 241 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 242 | } |
| 243 | } |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 244 | } |
| 245 | else |
| 246 | { |
Gian Marco Iodice | 12e0209 | 2020-09-01 13:59:44 +0100 | [diff] [blame] | 247 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 248 | } |
| 249 | } |
Gian Marco Iodice | 12e0209 | 2020-09-01 13:59:44 +0100 | [diff] [blame] | 250 | else |
| 251 | { |
| 252 | return CLGEMMKernelType::RESHAPED; |
| 253 | } |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 254 | } |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 255 | } |
| 256 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 257 | CLGEMMKernelType CLGEMMDefaultTypeBifrost::g52_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) |
Gian Marco Iodice | eaca67a | 2020-11-10 10:41:37 +0000 | [diff] [blame] | 258 | { |
| 259 | ARM_COMPUTE_UNUSED(b); |
| 260 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 261 | if(!is_rhs_constant) |
Gian Marco Iodice | eaca67a | 2020-11-10 10:41:37 +0000 | [diff] [blame] | 262 | { |
| 263 | return CLGEMMKernelType::NATIVE_V1; |
| 264 | } |
| 265 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 266 | if(m == 1) |
Gian Marco Iodice | eaca67a | 2020-11-10 10:41:37 +0000 | [diff] [blame] | 267 | { |
| 268 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 269 | } |
| 270 | |
| 271 | const float r_mn = static_cast<float>(m) / static_cast<float>(n); |
| 272 | const float r_mk = static_cast<float>(m) / static_cast<float>(k); |
| 273 | const float r_nk = static_cast<float>(n) / static_cast<float>(k); |
| 274 | const float r_mnk = static_cast<float>(m) / (static_cast<float>(n) * static_cast<float>(k)); |
| 275 | |
| 276 | if(r_mn <= 1.5469f) |
| 277 | { |
| 278 | if(r_mk <= 0.8766f) |
| 279 | { |
| 280 | if(r_mk <= 0.0211f) |
| 281 | { |
| 282 | if(r_mnk <= 77.5833f) |
| 283 | { |
| 284 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 285 | } |
| 286 | else |
| 287 | { |
| 288 | return CLGEMMKernelType::RESHAPED; |
| 289 | } |
| 290 | } |
| 291 | else |
| 292 | { |
| 293 | if(r_nk <= 0.0832f) |
| 294 | { |
| 295 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 296 | } |
| 297 | else |
| 298 | { |
| 299 | return CLGEMMKernelType::RESHAPED; |
| 300 | } |
| 301 | } |
| 302 | } |
| 303 | else |
| 304 | { |
| 305 | if(r_mnk <= 193.0000f) |
| 306 | { |
| 307 | if(r_mn <= 0.9948f) |
| 308 | { |
| 309 | if(r_mk <= 2.5453f) |
| 310 | { |
| 311 | return CLGEMMKernelType::RESHAPED; |
| 312 | } |
| 313 | else |
| 314 | { |
| 315 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 316 | } |
| 317 | } |
| 318 | else |
| 319 | { |
| 320 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 321 | } |
| 322 | } |
| 323 | else |
| 324 | { |
| 325 | return CLGEMMKernelType::RESHAPED; |
| 326 | } |
| 327 | } |
| 328 | } |
| 329 | else |
| 330 | { |
| 331 | if(r_mn <= 17.7370f) |
| 332 | { |
| 333 | if(r_mnk <= 1391.2875f) |
| 334 | { |
| 335 | if(r_mk <= 2.9724f) |
| 336 | { |
| 337 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 338 | } |
| 339 | else |
| 340 | { |
| 341 | if(r_mnk <= 470.0000f) |
| 342 | { |
| 343 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 344 | } |
| 345 | else |
| 346 | { |
| 347 | return CLGEMMKernelType::RESHAPED; |
| 348 | } |
| 349 | } |
| 350 | } |
| 351 | else |
| 352 | { |
| 353 | if(r_nk <= 0.1381f) |
| 354 | { |
| 355 | if(r_mnk <= 9040.5000f) |
| 356 | { |
| 357 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 358 | } |
| 359 | else |
| 360 | { |
| 361 | return CLGEMMKernelType::RESHAPED; |
| 362 | } |
| 363 | } |
| 364 | else |
| 365 | { |
| 366 | if(r_mn <= 5.6790f) |
| 367 | { |
| 368 | return CLGEMMKernelType::RESHAPED; |
| 369 | } |
| 370 | else |
| 371 | { |
| 372 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 373 | } |
| 374 | } |
| 375 | } |
| 376 | } |
| 377 | else |
| 378 | { |
| 379 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 380 | } |
| 381 | } |
| 382 | } |
| 383 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 384 | CLGEMMKernelType CLGEMMDefaultTypeBifrost::g76_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) |
Gian Marco Iodice | 839e198 | 2020-10-29 13:36:50 +0000 | [diff] [blame] | 385 | { |
| 386 | ARM_COMPUTE_UNUSED(b); |
| 387 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 388 | if(!is_rhs_constant) |
Gian Marco Iodice | 839e198 | 2020-10-29 13:36:50 +0000 | [diff] [blame] | 389 | { |
| 390 | return CLGEMMKernelType::NATIVE_V1; |
| 391 | } |
| 392 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 393 | if(m == 1) |
Gian Marco Iodice | 839e198 | 2020-10-29 13:36:50 +0000 | [diff] [blame] | 394 | { |
| 395 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 396 | } |
| 397 | |
| 398 | const float r_mn = static_cast<float>(m) / static_cast<float>(n); |
| 399 | const float r_nk = static_cast<float>(n) / static_cast<float>(k); |
| 400 | |
| 401 | if(k <= 212) |
| 402 | { |
| 403 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 404 | } |
| 405 | else |
| 406 | { |
| 407 | if(r_nk <= 0.4990234375f) |
| 408 | { |
| 409 | if(k <= 1392) |
| 410 | { |
| 411 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 412 | } |
| 413 | else |
| 414 | { |
| 415 | if(m <= 325) |
| 416 | { |
| 417 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 418 | } |
| 419 | else |
| 420 | { |
| 421 | return CLGEMMKernelType::RESHAPED; |
| 422 | } |
| 423 | } |
| 424 | } |
| 425 | else |
| 426 | { |
| 427 | if(k <= 471) |
| 428 | { |
| 429 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 430 | } |
| 431 | else |
| 432 | { |
| 433 | if(r_mn <= 0.04475911520421505f) |
| 434 | { |
| 435 | return CLGEMMKernelType::RESHAPED; |
| 436 | } |
| 437 | else |
| 438 | { |
| 439 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 440 | } |
| 441 | } |
| 442 | } |
| 443 | } |
| 444 | } |
| 445 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 446 | CLGEMMKernelType CLGEMMDefaultTypeBifrost::g52_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) |
Gian Marco Iodice | 229757b | 2020-11-15 16:06:10 +0000 | [diff] [blame] | 447 | { |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 448 | if(!is_rhs_constant) |
Gian Marco Iodice | 229757b | 2020-11-15 16:06:10 +0000 | [diff] [blame] | 449 | { |
| 450 | return CLGEMMKernelType::NATIVE_V1; |
| 451 | } |
| 452 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 453 | if(m == 1) |
Gian Marco Iodice | 229757b | 2020-11-15 16:06:10 +0000 | [diff] [blame] | 454 | { |
| 455 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 456 | } |
| 457 | |
Gian Marco Iodice | 8919a1a | 2020-11-23 16:10:27 +0000 | [diff] [blame] | 458 | if(n <= 127.0000f) |
Gian Marco Iodice | 229757b | 2020-11-15 16:06:10 +0000 | [diff] [blame] | 459 | { |
Gian Marco Iodice | 8919a1a | 2020-11-23 16:10:27 +0000 | [diff] [blame] | 460 | if(n <= 63.5000f) |
Gian Marco Iodice | 229757b | 2020-11-15 16:06:10 +0000 | [diff] [blame] | 461 | { |
| 462 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 463 | } |
| 464 | else |
| 465 | { |
Gian Marco Iodice | 8919a1a | 2020-11-23 16:10:27 +0000 | [diff] [blame] | 466 | if(m <= 3616.0000f) |
Gian Marco Iodice | 229757b | 2020-11-15 16:06:10 +0000 | [diff] [blame] | 467 | { |
Gian Marco Iodice | 8919a1a | 2020-11-23 16:10:27 +0000 | [diff] [blame] | 468 | if(b <= 18.5000f) |
Gian Marco Iodice | 229757b | 2020-11-15 16:06:10 +0000 | [diff] [blame] | 469 | { |
Gian Marco Iodice | 8919a1a | 2020-11-23 16:10:27 +0000 | [diff] [blame] | 470 | if(m <= 2970.5000f) |
Gian Marco Iodice | 229757b | 2020-11-15 16:06:10 +0000 | [diff] [blame] | 471 | { |
Gian Marco Iodice | 8919a1a | 2020-11-23 16:10:27 +0000 | [diff] [blame] | 472 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 473 | } |
| 474 | else |
| 475 | { |
| 476 | if(k <= 104.0000f) |
| 477 | { |
| 478 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 479 | } |
| 480 | else |
| 481 | { |
| 482 | return CLGEMMKernelType::RESHAPED; |
| 483 | } |
| 484 | } |
| 485 | } |
| 486 | else |
| 487 | { |
| 488 | return CLGEMMKernelType::RESHAPED; |
| 489 | } |
| 490 | } |
| 491 | else |
| 492 | { |
| 493 | return CLGEMMKernelType::RESHAPED; |
| 494 | } |
| 495 | } |
| 496 | } |
| 497 | else |
| 498 | { |
| 499 | if(m <= 12.5000f) |
| 500 | { |
| 501 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 502 | } |
| 503 | else |
| 504 | { |
| 505 | if(k <= 104.0000f) |
| 506 | { |
| 507 | if(b <= 18.5000f) |
| 508 | { |
| 509 | if(m <= 490.0000f) |
| 510 | { |
| 511 | if(n <= 272.0000f) |
Gian Marco Iodice | 229757b | 2020-11-15 16:06:10 +0000 | [diff] [blame] | 512 | { |
| 513 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 514 | } |
| 515 | else |
| 516 | { |
| 517 | return CLGEMMKernelType::RESHAPED; |
| 518 | } |
| 519 | } |
| 520 | else |
| 521 | { |
Gian Marco Iodice | 8919a1a | 2020-11-23 16:10:27 +0000 | [diff] [blame] | 522 | return CLGEMMKernelType::RESHAPED; |
Gian Marco Iodice | 229757b | 2020-11-15 16:06:10 +0000 | [diff] [blame] | 523 | } |
| 524 | } |
| 525 | else |
| 526 | { |
Gian Marco Iodice | 8919a1a | 2020-11-23 16:10:27 +0000 | [diff] [blame] | 527 | return CLGEMMKernelType::RESHAPED; |
| 528 | } |
| 529 | } |
| 530 | else |
| 531 | { |
| 532 | if(m <= 226.0000f) |
| 533 | { |
| 534 | if(n <= 140.0000f) |
Gian Marco Iodice | 229757b | 2020-11-15 16:06:10 +0000 | [diff] [blame] | 535 | { |
Gian Marco Iodice | 8919a1a | 2020-11-23 16:10:27 +0000 | [diff] [blame] | 536 | if(m <= 179.5000f) |
Gian Marco Iodice | 229757b | 2020-11-15 16:06:10 +0000 | [diff] [blame] | 537 | { |
| 538 | return CLGEMMKernelType::RESHAPED; |
| 539 | } |
| 540 | else |
| 541 | { |
Gian Marco Iodice | 8919a1a | 2020-11-23 16:10:27 +0000 | [diff] [blame] | 542 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
Gian Marco Iodice | 229757b | 2020-11-15 16:06:10 +0000 | [diff] [blame] | 543 | } |
| 544 | } |
Gian Marco Iodice | 8919a1a | 2020-11-23 16:10:27 +0000 | [diff] [blame] | 545 | else |
| 546 | { |
| 547 | return CLGEMMKernelType::RESHAPED; |
| 548 | } |
| 549 | } |
| 550 | else |
| 551 | { |
| 552 | return CLGEMMKernelType::RESHAPED; |
Gian Marco Iodice | 229757b | 2020-11-15 16:06:10 +0000 | [diff] [blame] | 553 | } |
| 554 | } |
Gian Marco Iodice | 229757b | 2020-11-15 16:06:10 +0000 | [diff] [blame] | 555 | } |
| 556 | } |
| 557 | } |
| 558 | |
SiCong Li | a085a0c | 2020-12-02 14:54:34 +0000 | [diff] [blame] | 559 | CLGEMMKernelType CLGEMMDefaultTypeBifrost::g71_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] | 560 | { |
Gian Marco Iodice | 026d045 | 2020-08-28 13:52:12 +0100 | [diff] [blame] | 561 | ARM_COMPUTE_UNUSED(b); |
| 562 | |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 563 | if(is_rhs_constant) |
| 564 | { |
| 565 | if(m == 1) |
| 566 | { |
Gian Marco Iodice | f6ffe99 | 2020-04-14 12:09:43 +0100 | [diff] [blame] | 567 | if(n > k) |
Gian Marco Iodice | 5a4fe19 | 2020-03-16 12:22:37 +0000 | [diff] [blame] | 568 | { |
| 569 | return CLGEMMKernelType::NATIVE_V1; |
| 570 | } |
| 571 | else |
| 572 | { |
| 573 | return CLGEMMKernelType::RESHAPED_ONLY_RHS; |
| 574 | } |
| 575 | } |
| 576 | else |
| 577 | { |
| 578 | return CLGEMMKernelType::RESHAPED; |
| 579 | } |
| 580 | } |
| 581 | else |
| 582 | { |
| 583 | return CLGEMMKernelType::NATIVE_V1; |
| 584 | } |
| 585 | } |
| 586 | } // namespace cl_gemm |
| 587 | } // namespace arm_compute |