giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 1 | /* |
Dana Zlotnik | d5c496d | 2021-11-28 14:46:12 +0200 | [diff] [blame] | 2 | * Copyright (c) 2018-2022 Arm Limited. |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +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 | */ |
Georgios Pinitas | 7891a73 | 2021-08-20 21:39:25 +0100 | [diff] [blame] | 24 | #include "src/cpu/kernels/CpuElementwiseKernel.h" |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 25 | |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 26 | #include "arm_compute/core/Helpers.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 27 | #include "src/core/CPP/Validate.h" |
Sang-Hoon Park | d2447bb | 2021-01-18 09:41:37 +0000 | [diff] [blame] | 28 | #include "src/core/common/Registrars.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 29 | #include "src/core/helpers/AutoConfiguration.h" |
| 30 | #include "src/core/helpers/WindowHelpers.h" |
Dana Zlotnik | d5c496d | 2021-11-28 14:46:12 +0200 | [diff] [blame] | 31 | #include "src/cpu/kernels/elementwise_binary/list.h" |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 32 | |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 33 | #include <arm_neon.h> |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 34 | |
Gunes Bayir | f16973b | 2022-11-29 13:12:08 +0000 | [diff] [blame] | 35 | #if defined(ENABLE_FP32_KERNELS) |
Fadi Arafeh | 73bb6b7 | 2022-10-06 16:20:14 +0000 | [diff] [blame] | 36 | namespace |
| 37 | { |
| 38 | static constexpr size_t default_min_max_mws_N1_fp32_neon = 25308; |
| 39 | static constexpr size_t default_min_max_mws_V1_fp32_neon = 34772; |
| 40 | static constexpr size_t default_div_mws_N1_fp32_neon = 19043; |
| 41 | static constexpr size_t default_div_mws_V1_fp32_neon = 25511; |
| 42 | } |
Gunes Bayir | f16973b | 2022-11-29 13:12:08 +0000 | [diff] [blame] | 43 | #endif /* ENABLE_FP32_KERNELS */ |
Fadi Arafeh | 73bb6b7 | 2022-10-06 16:20:14 +0000 | [diff] [blame] | 44 | |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 45 | namespace arm_compute |
| 46 | { |
Sang-Hoon Park | 63001ac | 2021-01-18 14:20:27 +0000 | [diff] [blame] | 47 | namespace cpu |
| 48 | { |
| 49 | namespace kernels |
| 50 | { |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 51 | namespace |
| 52 | { |
Dana Zlotnik | 6a2df88 | 2022-01-17 09:54:26 +0200 | [diff] [blame] | 53 | template <ArithmeticOperation op> |
| 54 | const std::vector<CpuElementwiseKernel<CpuArithmeticKernel>::ElementwiseKernel> available_kernels_arithmetic = |
Michalis Spyrou | 20fca52 | 2021-06-07 14:23:57 +0100 | [diff] [blame] | 55 | { |
Dana Zlotnik | 6a2df88 | 2022-01-17 09:54:26 +0200 | [diff] [blame] | 56 | { |
| 57 | "sve2_qu8_arithmetic", |
| 58 | [](const ElementwiseDataTypeISASelectorData & data) |
| 59 | { |
| 60 | return data.dt == DataType::QASYMM8 && data.isa.sve2 && static_cast<ArithmeticOperation>(data.op) == op; |
| 61 | }, |
| 62 | REGISTER_QASYMM8_SVE2(sve2_qasymm8_elementwise_binary<op>) |
| 63 | }, |
| 64 | { |
| 65 | "sve2_qs8_arithmetic", |
| 66 | [](const ElementwiseDataTypeISASelectorData & data) |
| 67 | { |
| 68 | return data.dt == DataType::QASYMM8_SIGNED && data.isa.sve2 && static_cast<ArithmeticOperation>(data.op) == op; |
| 69 | }, |
| 70 | REGISTER_QASYMM8_SIGNED_SVE2(sve2_qasymm8_signed_elementwise_binary<op>) |
| 71 | }, |
| 72 | { |
| 73 | "sve_fp32_arithmetic", |
| 74 | [](const ElementwiseDataTypeISASelectorData & data) |
| 75 | { |
| 76 | return data.dt == DataType::F32 && data.isa.sve && static_cast<ArithmeticOperation>(data.op) == op; |
| 77 | }, |
| 78 | REGISTER_FP32_SVE(sve_fp32_elementwise_binary<op>) |
| 79 | }, |
| 80 | { |
| 81 | "sve_s32_arithmetic", |
| 82 | [](const ElementwiseDataTypeISASelectorData & data) |
| 83 | { |
| 84 | return data.dt == DataType::S32 && data.isa.sve && static_cast<ArithmeticOperation>(data.op) == op; |
| 85 | }, |
| 86 | REGISTER_INTEGER_SVE(sve_s32_elementwise_binary<op>) |
| 87 | }, |
| 88 | { |
| 89 | "sve_s16_arithmetic", |
| 90 | [](const ElementwiseDataTypeISASelectorData & data) |
| 91 | { |
| 92 | return data.dt == DataType::S16 && data.isa.sve && static_cast<ArithmeticOperation>(data.op) == op; |
| 93 | }, |
| 94 | REGISTER_INTEGER_SVE(sve_s16_elementwise_binary<op>) |
| 95 | }, |
| 96 | { |
| 97 | "sve_fp16_arithmetic", |
| 98 | [](const ElementwiseDataTypeISASelectorData & data) |
| 99 | { |
| 100 | return data.dt == DataType::F16 && data.isa.sve && data.isa.fp16 && static_cast<ArithmeticOperation>(data.op) == op; |
| 101 | }, |
| 102 | REGISTER_FP16_SVE(sve_fp16_elementwise_binary<op>) |
| 103 | }, |
| 104 | { |
| 105 | "neon_fp32_arithmetic", |
| 106 | |
| 107 | [](const ElementwiseDataTypeISASelectorData & data) |
| 108 | { |
| 109 | return data.dt == DataType::F32 && static_cast<ArithmeticOperation>(data.op) == op; |
| 110 | }, |
| 111 | REGISTER_FP32_NEON(neon_fp32_elementwise_binary<op>) |
| 112 | }, |
| 113 | { |
| 114 | "neon_s32_arithmetic", |
| 115 | [](const ElementwiseDataTypeISASelectorData & data) |
| 116 | { |
| 117 | return data.dt == DataType::S32 && static_cast<ArithmeticOperation>(data.op) == op; |
| 118 | }, |
| 119 | REGISTER_INTEGER_NEON(neon_s32_elementwise_binary<op>) |
| 120 | }, |
| 121 | { |
| 122 | "neon_fp16_arithmetic", |
| 123 | [](const ElementwiseDataTypeISASelectorData & data) |
| 124 | { |
| 125 | return data.dt == DataType::F16 && data.isa.fp16 && static_cast<ArithmeticOperation>(data.op) == op; |
| 126 | }, |
| 127 | REGISTER_FP16_NEON(neon_fp16_elementwise_binary<op>) |
| 128 | }, |
| 129 | { |
| 130 | "neon_s16_arithmetic", |
| 131 | [](const ElementwiseDataTypeISASelectorData & data) |
| 132 | { |
| 133 | return data.dt == DataType::S16 && static_cast<ArithmeticOperation>(data.op) == op; |
| 134 | }, |
| 135 | REGISTER_INTEGER_NEON(neon_s16_elementwise_binary<op>) |
| 136 | }, |
| 137 | { |
| 138 | "neon_qu8_arithmetic", |
| 139 | [](const ElementwiseDataTypeISASelectorData & data) |
| 140 | { |
| 141 | return data.dt == DataType::QASYMM8 && static_cast<ArithmeticOperation>(data.op) == op; |
| 142 | }, |
| 143 | REGISTER_QASYMM8_NEON(neon_qasymm8_elementwise_binary<op>) |
| 144 | }, |
| 145 | { |
| 146 | "neon_qs8_arithmetic", |
| 147 | [](const ElementwiseDataTypeISASelectorData & data) |
| 148 | { |
| 149 | return data.dt == DataType::QASYMM8_SIGNED && static_cast<ArithmeticOperation>(data.op) == op; |
| 150 | }, |
| 151 | REGISTER_QASYMM8_SIGNED_NEON(neon_qasymm8_signed_elementwise_binary<op>) |
| 152 | }, |
Michalis Spyrou | 20fca52 | 2021-06-07 14:23:57 +0100 | [diff] [blame] | 153 | }; |
Dana Zlotnik | 6a2df88 | 2022-01-17 09:54:26 +0200 | [diff] [blame] | 154 | template <ComparisonOperation op> |
| 155 | const std::vector<CpuElementwiseKernel<CpuComparisonKernel>::ElementwiseKernel> available_kernels_comperison = |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 156 | { |
Dana Zlotnik | 6a2df88 | 2022-01-17 09:54:26 +0200 | [diff] [blame] | 157 | { |
| 158 | "sve2_qu8_comparison", |
| 159 | [](const ElementwiseDataTypeISASelectorData & data) |
| 160 | { |
| 161 | return data.dt == DataType::QASYMM8 && data.isa.sve2 && static_cast<ComparisonOperation>(data.op) == op; |
| 162 | }, |
| 163 | REGISTER_QASYMM8_SVE2(sve2_qasymm8_comparison_elementwise_binary<op>) |
| 164 | }, |
| 165 | { |
| 166 | "sve2_qs8_comparison", |
| 167 | [](const ElementwiseDataTypeISASelectorData & data) |
| 168 | { |
| 169 | return data.dt == DataType::QASYMM8_SIGNED && data.isa.sve2 && static_cast<ComparisonOperation>(data.op) == op; |
| 170 | }, |
| 171 | REGISTER_QASYMM8_SIGNED_SVE2(sve2_qasymm8_signed_comparison_elementwise_binary<op>) |
| 172 | }, |
| 173 | { |
| 174 | "sve_u8_comparison", |
| 175 | [](const ElementwiseDataTypeISASelectorData & data) |
| 176 | { |
| 177 | return data.dt == DataType::U8 && data.isa.sve && static_cast<ComparisonOperation>(data.op) == op; |
| 178 | }, |
| 179 | REGISTER_INTEGER_SVE(sve_u8_comparison_elementwise_binary<op>) |
| 180 | }, |
| 181 | { |
| 182 | "sve_fp32_comparison", |
| 183 | [](const ElementwiseDataTypeISASelectorData & data) |
| 184 | { |
| 185 | return data.dt == DataType::F32 && data.isa.sve && static_cast<ComparisonOperation>(data.op) == op; |
| 186 | }, |
| 187 | REGISTER_FP32_SVE(sve_fp32_comparison_elementwise_binary<op>) |
| 188 | }, |
| 189 | { |
| 190 | "sve_s16_comparison", |
| 191 | [](const ElementwiseDataTypeISASelectorData & data) |
| 192 | { |
| 193 | return data.dt == DataType::S16 && data.isa.sve && static_cast<ComparisonOperation>(data.op) == op; |
| 194 | }, |
| 195 | REGISTER_INTEGER_SVE(sve_s16_comparison_elementwise_binary<op>) |
| 196 | }, |
| 197 | { |
| 198 | "sve_s32_comparison", |
| 199 | [](const ElementwiseDataTypeISASelectorData & data) |
| 200 | { |
| 201 | return data.dt == DataType::S32 && data.isa.sve && static_cast<ComparisonOperation>(data.op) == op; |
| 202 | }, |
| 203 | REGISTER_INTEGER_SVE(sve_s32_comparison_elementwise_binary<op>) |
| 204 | }, |
| 205 | { |
| 206 | "sve_fp16_comparison", |
| 207 | [](const ElementwiseDataTypeISASelectorData & data) |
| 208 | { |
| 209 | return data.dt == DataType::F16 && data.isa.sve && data.isa.fp16 && static_cast<ComparisonOperation>(data.op) == op; |
| 210 | }, |
| 211 | REGISTER_FP16_SVE(sve_fp16_comparison_elementwise_binary<op>) |
| 212 | }, |
| 213 | { |
| 214 | "neon_u8_comparison", |
| 215 | [](const ElementwiseDataTypeISASelectorData & data) |
| 216 | { |
| 217 | return data.dt == DataType::U8 && static_cast<ComparisonOperation>(data.op) == op; |
| 218 | }, |
| 219 | REGISTER_INTEGER_NEON(neon_u8_comparison_elementwise_binary<op>) |
| 220 | }, |
| 221 | { |
| 222 | "neon_fp32_comparison", |
| 223 | [](const ElementwiseDataTypeISASelectorData & data) |
| 224 | { |
| 225 | return data.dt == DataType::F32 && static_cast<ComparisonOperation>(data.op) == op; |
| 226 | }, |
| 227 | REGISTER_FP32_NEON(neon_fp32_comparison_elementwise_binary<op>) |
| 228 | }, |
| 229 | { |
| 230 | "neon_s16_comparison", |
| 231 | [](const ElementwiseDataTypeISASelectorData & data) |
| 232 | { |
| 233 | return data.dt == DataType::S16 && static_cast<ComparisonOperation>(data.op) == op; |
| 234 | }, |
| 235 | REGISTER_INTEGER_NEON(neon_s16_comparison_elementwise_binary<op>) |
| 236 | }, |
| 237 | { |
| 238 | "neon_s32_comparison", |
| 239 | [](const ElementwiseDataTypeISASelectorData & data) |
| 240 | { |
| 241 | return data.dt == DataType::S32 && static_cast<ComparisonOperation>(data.op) == op; |
| 242 | }, |
| 243 | REGISTER_INTEGER_NEON(neon_s32_comparison_elementwise_binary<op>) |
| 244 | }, |
| 245 | { |
| 246 | "neon_qu8_comparison", |
| 247 | [](const ElementwiseDataTypeISASelectorData & data) |
| 248 | { |
| 249 | return data.dt == DataType::QASYMM8 && static_cast<ComparisonOperation>(data.op) == op; |
| 250 | }, |
| 251 | REGISTER_QASYMM8_NEON(neon_qasymm8_comparison_elementwise_binary<op>) |
| 252 | }, |
| 253 | { |
| 254 | "neon_qs8_comparison", |
| 255 | [](const ElementwiseDataTypeISASelectorData & data) |
| 256 | { |
| 257 | return data.dt == DataType::QASYMM8_SIGNED && static_cast<ComparisonOperation>(data.op) == op; |
| 258 | }, |
| 259 | REGISTER_QASYMM8_SIGNED_NEON(neon_qasymm8_signed_comparison_elementwise_binary<op>) |
| 260 | }, |
| 261 | { |
| 262 | "neon_fp16_comparison", |
| 263 | [](const ElementwiseDataTypeISASelectorData & data) |
| 264 | { |
| 265 | return data.dt == DataType::F16 && data.isa.fp16 && static_cast<ComparisonOperation>(data.op) == op; |
| 266 | }, |
| 267 | REGISTER_FP16_NEON(neon_fp16_comparison_elementwise_binary<op>) |
| 268 | }, |
Sang-Hoon Park | d2447bb | 2021-01-18 09:41:37 +0000 | [diff] [blame] | 269 | }; |
George Wort | d88590f | 2018-12-12 17:39:58 +0000 | [diff] [blame] | 270 | } // namespace |
| 271 | |
Dana Zlotnik | 6a2df88 | 2022-01-17 09:54:26 +0200 | [diff] [blame] | 272 | const std::vector<CpuElementwiseKernel<CpuArithmeticKernel>::ElementwiseKernel> &CpuArithmeticKernel::get_available_kernels() |
| 273 | { |
| 274 | static std::vector<CpuElementwiseKernel<CpuArithmeticKernel>::ElementwiseKernel> available_kernels; |
| 275 | std::move(available_kernels_arithmetic<ArithmeticOperation::ADD>.begin(), available_kernels_arithmetic<ArithmeticOperation::ADD>.end(), std::back_inserter(available_kernels)); |
| 276 | std::move(available_kernels_arithmetic<ArithmeticOperation::SUB>.begin(), available_kernels_arithmetic<ArithmeticOperation::SUB>.end(), std::back_inserter(available_kernels)); |
| 277 | std::move(available_kernels_arithmetic<ArithmeticOperation::DIV>.begin(), available_kernels_arithmetic<ArithmeticOperation::DIV>.end(), std::back_inserter(available_kernels)); |
| 278 | std::move(available_kernels_arithmetic<ArithmeticOperation::MIN>.begin(), available_kernels_arithmetic<ArithmeticOperation::MIN>.end(), std::back_inserter(available_kernels)); |
| 279 | std::move(available_kernels_arithmetic<ArithmeticOperation::MAX>.begin(), available_kernels_arithmetic<ArithmeticOperation::MAX>.end(), std::back_inserter(available_kernels)); |
| 280 | std::move(available_kernels_arithmetic<ArithmeticOperation::SQUARED_DIFF>.begin(), available_kernels_arithmetic<ArithmeticOperation::SQUARED_DIFF>.end(), std::back_inserter(available_kernels)); |
| 281 | std::move(available_kernels_arithmetic<ArithmeticOperation::POWER>.begin(), available_kernels_arithmetic<ArithmeticOperation::POWER>.end(), std::back_inserter(available_kernels)); |
| 282 | std::move(available_kernels_arithmetic<ArithmeticOperation::PRELU>.begin(), available_kernels_arithmetic<ArithmeticOperation::PRELU>.end(), std::back_inserter(available_kernels)); |
| 283 | |
| 284 | return available_kernels; |
| 285 | } |
| 286 | |
| 287 | const std::vector<CpuElementwiseKernel<CpuComparisonKernel>::ElementwiseKernel> &CpuComparisonKernel::get_available_kernels() |
| 288 | { |
| 289 | static std::vector<CpuElementwiseKernel<CpuComparisonKernel>::ElementwiseKernel> available_kernels; |
| 290 | std::move(available_kernels_comperison<ComparisonOperation::Equal>.begin(), available_kernels_comperison<ComparisonOperation::Equal>.end(), std::back_inserter(available_kernels)); |
| 291 | std::move(available_kernels_comperison<ComparisonOperation::NotEqual>.begin(), available_kernels_comperison<ComparisonOperation::NotEqual>.end(), std::back_inserter(available_kernels)); |
| 292 | std::move(available_kernels_comperison<ComparisonOperation::Greater>.begin(), available_kernels_comperison<ComparisonOperation::Greater>.end(), std::back_inserter(available_kernels)); |
| 293 | std::move(available_kernels_comperison<ComparisonOperation::GreaterEqual>.begin(), available_kernels_comperison<ComparisonOperation::GreaterEqual>.end(), std::back_inserter(available_kernels)); |
| 294 | std::move(available_kernels_comperison<ComparisonOperation::Less>.begin(), available_kernels_comperison<ComparisonOperation::Less>.end(), std::back_inserter(available_kernels)); |
| 295 | std::move(available_kernels_comperison<ComparisonOperation::LessEqual>.begin(), available_kernels_comperison<ComparisonOperation::LessEqual>.end(), std::back_inserter(available_kernels)); |
| 296 | |
| 297 | return available_kernels; |
| 298 | } |
| 299 | |
| 300 | template <class Derived> |
| 301 | Status CpuElementwiseKernel<Derived>::validate_arguments_common(const ITensorInfo &src0, const ITensorInfo &src1, const ITensorInfo &dst) |
George Wort | d88590f | 2018-12-12 17:39:58 +0000 | [diff] [blame] | 302 | { |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 303 | ARM_COMPUTE_RETURN_ERROR_ON_CPU_F16_UNSUPPORTED(&src0); |
| 304 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(&src0, &src1); |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 305 | |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 306 | const TensorShape out_shape = TensorShape::broadcast_shape(src0.tensor_shape(), src1.tensor_shape()); |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 307 | |
| 308 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(out_shape.total_size() == 0, "Inputs are not broadcast compatible"); |
| 309 | |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 310 | // Validate in case of configured dst |
| 311 | if(dst.total_size() > 0) |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 312 | { |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 313 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(detail::have_different_dimensions(out_shape, dst.tensor_shape(), 0), |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 314 | "Wrong shape for output"); |
| 315 | } |
| 316 | |
| 317 | return Status{}; |
| 318 | } |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 319 | |
Dana Zlotnik | 6a2df88 | 2022-01-17 09:54:26 +0200 | [diff] [blame] | 320 | void CpuArithmeticKernel::configure_common(const ITensorInfo *src0, const ITensorInfo *src1, ITensorInfo *dst) |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 321 | { |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 322 | ARM_COMPUTE_ERROR_ON_NULLPTR(src0, src1, dst); |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 323 | |
Dana Zlotnik | 6a2df88 | 2022-01-17 09:54:26 +0200 | [diff] [blame] | 324 | const auto *uk = CpuArithmeticKernel::get_implementation(ElementwiseDataTypeISASelectorData{ src0->data_type(), CPUInfo::get().get_isa(), static_cast<int>(_op) }); |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 325 | |
Dana Zlotnik | 6a2df88 | 2022-01-17 09:54:26 +0200 | [diff] [blame] | 326 | ARM_COMPUTE_ERROR_ON(uk == nullptr || uk->ukernel == nullptr); |
| 327 | |
| 328 | _run_method = uk->ukernel; |
| 329 | _name = std::string("CpuArithmeticKernel").append("/").append(uk->name); |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 330 | |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 331 | // If any of shapes is dynamic, expect a configured window and dst at run-time. |
| 332 | if(src0->is_dynamic() || src1->is_dynamic()) |
| 333 | { |
| 334 | return; |
| 335 | } |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 336 | |
Sang-Hoon Park | d0b7b4b | 2021-03-09 10:47:30 +0000 | [diff] [blame] | 337 | auto shape_and_window = compute_output_shape_and_window(src0->tensor_shape(), src1->tensor_shape()); |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 338 | auto_init_if_empty(*dst, shape_and_window.first, 1, src0->data_type()); |
| 339 | ICpuKernel::configure(shape_and_window.second); |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 340 | } |
| 341 | |
Dana Zlotnik | 6a2df88 | 2022-01-17 09:54:26 +0200 | [diff] [blame] | 342 | void CpuComparisonKernel::configure_common(const ITensorInfo *src0, const ITensorInfo *src1, ITensorInfo *dst) |
| 343 | { |
| 344 | ARM_COMPUTE_ERROR_ON_NULLPTR(src0, src1, dst); |
| 345 | |
| 346 | const auto *uk = CpuComparisonKernel::get_implementation(ElementwiseDataTypeISASelectorData{ src0->data_type(), CPUInfo::get().get_isa(), static_cast<int>(_op) }); |
| 347 | |
| 348 | ARM_COMPUTE_ERROR_ON(uk == nullptr || uk->ukernel == nullptr); |
| 349 | |
| 350 | _run_method = uk->ukernel; |
| 351 | _name = std::string("CpuComparisonKernel").append("/").append(uk->name); |
| 352 | |
| 353 | // If any of shapes is dynamic, expect a configured window and dst at run-time. |
| 354 | if(src0->is_dynamic() || src1->is_dynamic()) |
| 355 | { |
| 356 | return; |
| 357 | } |
| 358 | |
| 359 | auto shape_and_window = compute_output_shape_and_window(src0->tensor_shape(), src1->tensor_shape()); |
| 360 | auto_init_if_empty(*dst, shape_and_window.first, 1, src0->data_type()); |
| 361 | ICpuKernel::configure(shape_and_window.second); |
| 362 | } |
| 363 | |
| 364 | template <class Derived> |
| 365 | void CpuElementwiseKernel<Derived>::run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info) |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 366 | { |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 367 | ARM_COMPUTE_UNUSED(info); |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 368 | ARM_COMPUTE_ERROR_ON(_run_method == nullptr); |
Sang-Hoon Park | 63001ac | 2021-01-18 14:20:27 +0000 | [diff] [blame] | 369 | |
| 370 | auto src0 = tensors.get_const_tensor(TensorType::ACL_SRC_0); |
| 371 | auto src1 = tensors.get_const_tensor(TensorType::ACL_SRC_1); |
| 372 | auto dst = tensors.get_tensor(TensorType::ACL_DST); |
| 373 | |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 374 | _run_method(src0, src1, dst, window); |
| 375 | } |
Dana Zlotnik | 6a2df88 | 2022-01-17 09:54:26 +0200 | [diff] [blame] | 376 | template void CpuElementwiseKernel<CpuArithmeticKernel>::run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info); |
| 377 | template void CpuElementwiseKernel<CpuComparisonKernel>::run_op(ITensorPack &tensors, const Window &window, const ThreadInfo &info); |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 378 | |
Dana Zlotnik | 6a2df88 | 2022-01-17 09:54:26 +0200 | [diff] [blame] | 379 | template <class Derived> |
| 380 | const char *CpuElementwiseKernel<Derived>::name() const |
Georgios Pinitas | 5fdde99 | 2021-06-25 05:42:57 +0100 | [diff] [blame] | 381 | { |
| 382 | return _name.c_str(); |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 383 | } |
Dana Zlotnik | 6a2df88 | 2022-01-17 09:54:26 +0200 | [diff] [blame] | 384 | template const char *CpuElementwiseKernel<CpuArithmeticKernel>::name() const; |
| 385 | template const char *CpuElementwiseKernel<CpuComparisonKernel>::name() const; |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 386 | |
| 387 | /** Arithmetic operators (min, max, squared_diff) */ |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 388 | void CpuArithmeticKernel::configure(ArithmeticOperation op, const ITensorInfo *src0, const ITensorInfo *src1, ITensorInfo *dst) |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 389 | { |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 390 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(*src0, *src1, *dst)); |
Sang-Hoon Park | 63001ac | 2021-01-18 14:20:27 +0000 | [diff] [blame] | 391 | _op = op; |
Dana Zlotnik | 6a2df88 | 2022-01-17 09:54:26 +0200 | [diff] [blame] | 392 | CpuArithmeticKernel::configure_common(src0, src1, dst); |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 393 | } |
| 394 | |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 395 | Status CpuArithmeticKernel::validate_arguments(const ITensorInfo &src0, const ITensorInfo &src1, const ITensorInfo &dst) |
George Wort | d88590f | 2018-12-12 17:39:58 +0000 | [diff] [blame] | 396 | { |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 397 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(&src0, 1, DataType::QASYMM8, DataType::QASYMM8_SIGNED, DataType::S16, DataType::F16, DataType::S32, DataType::F32); |
| 398 | // Validate in case of configured dst |
| 399 | if(dst.total_size() > 0) |
George Wort | d88590f | 2018-12-12 17:39:58 +0000 | [diff] [blame] | 400 | { |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 401 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(&src0, &dst); |
George Wort | d88590f | 2018-12-12 17:39:58 +0000 | [diff] [blame] | 402 | } |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 403 | return validate_arguments_common(src0, src1, dst); |
George Wort | d88590f | 2018-12-12 17:39:58 +0000 | [diff] [blame] | 404 | } |
| 405 | |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 406 | Status CpuArithmeticKernel::validate(ArithmeticOperation op, const ITensorInfo *src0, const ITensorInfo *src1, const ITensorInfo *dst) |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 407 | { |
| 408 | ARM_COMPUTE_UNUSED(op); |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 409 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src0, src1, dst); |
| 410 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(*src0, *src1, *dst)); |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 411 | return Status{}; |
| 412 | } |
| 413 | |
Fadi Arafeh | 73bb6b7 | 2022-10-06 16:20:14 +0000 | [diff] [blame] | 414 | size_t CpuArithmeticKernel::get_mws(const CPUInfo &platform, size_t thread_count) const |
| 415 | { |
| 416 | ARM_COMPUTE_UNUSED(thread_count); |
| 417 | |
| 418 | #if defined(ENABLE_FP32_KERNELS) |
| 419 | if(this->_run_method == &neon_fp32_elementwise_binary<ArithmeticOperation::MIN> |
| 420 | || this->_run_method == &neon_fp32_elementwise_binary<ArithmeticOperation::MAX>) |
| 421 | { |
| 422 | size_t mws = ICPPKernel::default_mws; |
| 423 | if(platform.get_cpu_model() == CPUModel::N1) |
| 424 | { |
| 425 | mws = default_min_max_mws_N1_fp32_neon; |
| 426 | } |
| 427 | else if(platform.get_cpu_model() == CPUModel::V1) |
| 428 | { |
| 429 | mws = default_min_max_mws_V1_fp32_neon; |
| 430 | } |
| 431 | else |
| 432 | { |
| 433 | return ICPPKernel::default_mws; |
| 434 | } |
| 435 | |
| 436 | // tensor is 1D or was re-interpreted as 1D |
| 437 | if(this->window().shape().num_dimensions() == 1) |
| 438 | { |
| 439 | return mws; |
| 440 | } |
| 441 | else |
| 442 | { |
| 443 | // scale mws down by the number of elements along all the dimensions (x, z, w, etc) except the one |
| 444 | // that we parallelize along (the y dimension). This allows for parallelization when the Y_SIZE is small |
| 445 | // but the other sizes are large, which boosts performance. |
| 446 | mws = static_cast<size_t>(mws / (this->window().num_iterations_total() / this->window().num_iterations(1))); |
| 447 | return std::max(static_cast<size_t>(1), mws); |
| 448 | } |
| 449 | } |
| 450 | #else /* ENABLE_FP32_KERNELS */ |
| 451 | ARM_COMPUTE_UNUSED(platform); |
| 452 | #endif /* ENABLE_FP32_KERNELS */ |
| 453 | return ICPPKernel::default_mws; |
| 454 | } |
| 455 | |
George Wort | a1e7e28 | 2019-01-15 11:00:29 +0000 | [diff] [blame] | 456 | /** The division operator */ |
| 457 | |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 458 | void CpuDivisionKernel::configure(const ITensorInfo *src0, const ITensorInfo *src1, ITensorInfo *dst) |
George Wort | a1e7e28 | 2019-01-15 11:00:29 +0000 | [diff] [blame] | 459 | { |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 460 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(*src0, *src1, *dst)); |
Sang-Hoon Park | 63001ac | 2021-01-18 14:20:27 +0000 | [diff] [blame] | 461 | _op = ArithmeticOperation::DIV; |
Dana Zlotnik | 6a2df88 | 2022-01-17 09:54:26 +0200 | [diff] [blame] | 462 | CpuArithmeticKernel::configure_common(src0, src1, dst); |
George Wort | a1e7e28 | 2019-01-15 11:00:29 +0000 | [diff] [blame] | 463 | } |
| 464 | |
Fadi Arafeh | 73bb6b7 | 2022-10-06 16:20:14 +0000 | [diff] [blame] | 465 | size_t CpuDivisionKernel::get_mws(const CPUInfo &platform, size_t thread_count) const |
| 466 | { |
| 467 | ARM_COMPUTE_UNUSED(thread_count); |
| 468 | |
| 469 | #if defined(ENABLE_FP32_KERNELS) |
| 470 | if(this->_run_method == &neon_fp32_elementwise_binary<ArithmeticOperation::DIV>) |
| 471 | { |
| 472 | size_t mws = ICPPKernel::default_mws; |
| 473 | if(platform.get_cpu_model() == CPUModel::N1) |
| 474 | { |
| 475 | mws = default_div_mws_N1_fp32_neon; |
| 476 | } |
| 477 | else if(platform.get_cpu_model() == CPUModel::V1) |
| 478 | { |
| 479 | mws = default_div_mws_V1_fp32_neon; |
| 480 | } |
| 481 | else |
| 482 | { |
| 483 | return ICPPKernel::default_mws; |
| 484 | } |
| 485 | |
| 486 | // tensor is 1D or was re-interpreted as 1D |
| 487 | if(this->window().shape().num_dimensions() == 1) |
| 488 | { |
| 489 | return mws; |
| 490 | } |
| 491 | else |
| 492 | { |
| 493 | // scale mws down by the number of elements along all the dimensions (x, z, w, etc) except the one |
| 494 | // that we parallelize along (the y dimension). This allows for parallelization when the Y_SIZE is small |
| 495 | // but the other sizes are large, which boosts performance. |
| 496 | mws = static_cast<size_t>(mws / (this->window().num_iterations_total() / this->window().num_iterations(1))); |
| 497 | return std::max(static_cast<size_t>(1), mws); |
| 498 | } |
| 499 | } |
| 500 | #else /* ENABLE_FP32_KERNELS */ |
| 501 | ARM_COMPUTE_UNUSED(platform); |
| 502 | #endif /* ENABLE_FP32_KERNELS */ |
| 503 | return ICPPKernel::default_mws; |
| 504 | } |
| 505 | |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 506 | Status CpuDivisionKernel::validate_arguments(const ITensorInfo &src0, const ITensorInfo &src1, const ITensorInfo &dst) |
George Wort | a1e7e28 | 2019-01-15 11:00:29 +0000 | [diff] [blame] | 507 | { |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 508 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(&src0, 1, DataType::S32, DataType::F16, DataType::F32); |
| 509 | return CpuArithmeticKernel::validate_arguments(src0, src1, dst); |
George Wort | a1e7e28 | 2019-01-15 11:00:29 +0000 | [diff] [blame] | 510 | } |
| 511 | |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 512 | Status CpuDivisionKernel::validate(const ITensorInfo *src0, const ITensorInfo *src1, const ITensorInfo *dst) |
George Wort | a1e7e28 | 2019-01-15 11:00:29 +0000 | [diff] [blame] | 513 | { |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 514 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src0, src1, dst); |
| 515 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(*src0, *src1, *dst)); |
George Wort | a1e7e28 | 2019-01-15 11:00:29 +0000 | [diff] [blame] | 516 | return Status{}; |
| 517 | } |
| 518 | |
Usama Arif | 81e671e | 2019-05-13 13:33:14 +0100 | [diff] [blame] | 519 | /** The power operator */ |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 520 | void CpuPowerKernel::configure(const ITensorInfo *src0, const ITensorInfo *src1, ITensorInfo *dst) |
Usama Arif | 81e671e | 2019-05-13 13:33:14 +0100 | [diff] [blame] | 521 | { |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 522 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(*src0, *src1, *dst)); |
Sang-Hoon Park | 63001ac | 2021-01-18 14:20:27 +0000 | [diff] [blame] | 523 | _op = ArithmeticOperation::POWER; |
Dana Zlotnik | 6a2df88 | 2022-01-17 09:54:26 +0200 | [diff] [blame] | 524 | CpuArithmeticKernel::configure_common(src0, src1, dst); |
Usama Arif | 81e671e | 2019-05-13 13:33:14 +0100 | [diff] [blame] | 525 | } |
| 526 | |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 527 | Status CpuPowerKernel::validate_arguments(const ITensorInfo &src0, const ITensorInfo &src1, const ITensorInfo &dst) |
Usama Arif | 81e671e | 2019-05-13 13:33:14 +0100 | [diff] [blame] | 528 | { |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 529 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(&src0, 1, DataType::F16, DataType::F32); |
| 530 | return CpuArithmeticKernel::validate_arguments(src0, src1, dst); |
Usama Arif | 81e671e | 2019-05-13 13:33:14 +0100 | [diff] [blame] | 531 | } |
| 532 | |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 533 | Status CpuPowerKernel::validate(const ITensorInfo *src0, const ITensorInfo *src1, const ITensorInfo *dst) |
Usama Arif | 81e671e | 2019-05-13 13:33:14 +0100 | [diff] [blame] | 534 | { |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 535 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src0, src1, dst); |
| 536 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(*src0, *src1, *dst)); |
Usama Arif | 81e671e | 2019-05-13 13:33:14 +0100 | [diff] [blame] | 537 | return Status{}; |
| 538 | } |
| 539 | |
George Wort | d88590f | 2018-12-12 17:39:58 +0000 | [diff] [blame] | 540 | /** Comparison operators (equal, not equal, less than, greater than, less than or equal, greater than or equal) */ |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 541 | void CpuComparisonKernel::configure(ComparisonOperation op, const ITensorInfo *src0, const ITensorInfo *src1, ITensorInfo *dst) |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 542 | { |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 543 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(*src0, *src1, *dst)); |
Sang-Hoon Park | 63001ac | 2021-01-18 14:20:27 +0000 | [diff] [blame] | 544 | _op = op; |
Dana Zlotnik | 6a2df88 | 2022-01-17 09:54:26 +0200 | [diff] [blame] | 545 | CpuComparisonKernel::configure_common(src0, src1, dst); |
George Wort | d88590f | 2018-12-12 17:39:58 +0000 | [diff] [blame] | 546 | } |
| 547 | |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 548 | Status CpuComparisonKernel::validate_arguments(const ITensorInfo &src0, const ITensorInfo &src1, const ITensorInfo &dst) |
George Wort | d88590f | 2018-12-12 17:39:58 +0000 | [diff] [blame] | 549 | { |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 550 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(&src0, 1, DataType::U8, DataType::QASYMM8, DataType::QASYMM8_SIGNED, DataType::S16, DataType::F16, DataType::S32, DataType::F32); |
| 551 | // Validate in case of configured dst |
| 552 | if(dst.total_size() > 0) |
George Wort | d88590f | 2018-12-12 17:39:58 +0000 | [diff] [blame] | 553 | { |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 554 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(&dst, 1, DataType::U8); |
George Wort | d88590f | 2018-12-12 17:39:58 +0000 | [diff] [blame] | 555 | } |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 556 | return validate_arguments_common(src0, src1, dst); |
George Wort | d88590f | 2018-12-12 17:39:58 +0000 | [diff] [blame] | 557 | } |
| 558 | |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 559 | Status CpuComparisonKernel::validate(ComparisonOperation op, const ITensorInfo *src0, const ITensorInfo *src1, const ITensorInfo *dst) |
George Wort | d88590f | 2018-12-12 17:39:58 +0000 | [diff] [blame] | 560 | { |
| 561 | ARM_COMPUTE_UNUSED(op); |
Sang-Hoon Park | 668ccdc | 2021-02-03 10:32:59 +0000 | [diff] [blame] | 562 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src0, src1, dst); |
| 563 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(*src0, *src1, *dst)); |
George Wort | d88590f | 2018-12-12 17:39:58 +0000 | [diff] [blame] | 564 | return Status{}; |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 565 | } |
Sang-Hoon Park | 63001ac | 2021-01-18 14:20:27 +0000 | [diff] [blame] | 566 | } // namespace kernels |
| 567 | } // namespace cpu |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 568 | } // namespace arm_compute |