Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 1 | /* |
Matthew Bentham | f1aeab9 | 2023-05-30 13:35:34 +0000 | [diff] [blame] | 2 | * Copyright (c) 2021-2023 Arm Limited. |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +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 | */ |
| 24 | #include "src/core/utils/AssemblyUtils.h" |
| 25 | |
Matthew Bentham | f1aeab9 | 2023-05-30 13:35:34 +0000 | [diff] [blame] | 26 | #include "arm_compute/core/ActivationLayerInfo.h" |
| 27 | |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 28 | namespace arm_compute |
| 29 | { |
| 30 | namespace assembly_utils |
| 31 | { |
| 32 | arm_gemm::Activation map_to_arm_gemm_activation(const ActivationLayerInfo &act) |
| 33 | { |
| 34 | arm_gemm::Activation gemm_act; |
| 35 | |
| 36 | // Early exit in case lower bound is other than 0, as it's not yet supported |
| 37 | if(act.b() != 0.f) |
| 38 | { |
| 39 | return gemm_act; |
| 40 | } |
| 41 | |
| 42 | switch(act.activation()) |
| 43 | { |
| 44 | case ActivationLayerInfo::ActivationFunction::RELU: |
| 45 | gemm_act.type = arm_gemm::Activation::Type::ReLU; |
| 46 | break; |
| 47 | case ActivationLayerInfo::ActivationFunction::BOUNDED_RELU: |
| 48 | gemm_act.type = arm_gemm::Activation::Type::BoundedReLU; |
| 49 | gemm_act.param1 = act.a(); |
| 50 | gemm_act.param2 = 0.f; |
| 51 | break; |
| 52 | case ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU: |
| 53 | gemm_act.type = arm_gemm::Activation::Type::BoundedReLU; |
| 54 | gemm_act.param1 = act.a(); |
| 55 | gemm_act.param2 = act.b(); |
| 56 | break; |
| 57 | default: |
| 58 | gemm_act.type = arm_gemm::Activation::Type::None; |
| 59 | } |
| 60 | |
| 61 | return gemm_act; |
| 62 | } |
| 63 | |
| 64 | arm_conv::PaddingValues map_to_arm_conv_padding(const PadStrideInfo &pad_stride_info) |
| 65 | { |
| 66 | return arm_conv::PaddingValues{ pad_stride_info.pad_left(), |
| 67 | pad_stride_info.pad_top(), |
| 68 | pad_stride_info.pad_right(), |
| 69 | pad_stride_info.pad_bottom() }; |
| 70 | } |
Ramy Elgammal | 9178002 | 2022-07-20 14:57:37 +0100 | [diff] [blame] | 71 | |
| 72 | arm_gemm::WeightFormat map_to_arm_gemm_weight_format(const arm_compute::WeightFormat &weight_format) |
| 73 | { |
| 74 | arm_gemm::WeightFormat gemm_weight_fromat; |
| 75 | |
| 76 | switch(weight_format) |
| 77 | { |
| 78 | case arm_compute::WeightFormat::UNSPECIFIED: |
| 79 | gemm_weight_fromat = arm_gemm::WeightFormat::UNSPECIFIED; |
| 80 | break; |
| 81 | case arm_compute::WeightFormat::ANY: |
| 82 | gemm_weight_fromat = arm_gemm::WeightFormat::ANY; |
| 83 | break; |
| 84 | case arm_compute::WeightFormat::OHWI: |
| 85 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWI; |
| 86 | break; |
| 87 | case arm_compute::WeightFormat::OHWIo2: |
| 88 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo2; |
| 89 | break; |
| 90 | case arm_compute::WeightFormat::OHWIo4: |
| 91 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo4; |
| 92 | break; |
| 93 | case arm_compute::WeightFormat::OHWIo8: |
| 94 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo8; |
| 95 | break; |
| 96 | case arm_compute::WeightFormat::OHWIo16: |
| 97 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo16; |
| 98 | break; |
| 99 | case arm_compute::WeightFormat::OHWIo32: |
| 100 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo32; |
| 101 | break; |
| 102 | case arm_compute::WeightFormat::OHWIo64: |
| 103 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo64; |
| 104 | break; |
| 105 | case arm_compute::WeightFormat::OHWIo128: |
| 106 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo128; |
| 107 | break; |
| 108 | case arm_compute::WeightFormat::OHWIo4i2: |
| 109 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo4i2; |
| 110 | break; |
| 111 | case arm_compute::WeightFormat::OHWIo4i2_bf16: |
| 112 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo4i2_bf16; |
| 113 | break; |
| 114 | case arm_compute::WeightFormat::OHWIo8i2: |
| 115 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo8i2; |
| 116 | break; |
| 117 | case arm_compute::WeightFormat::OHWIo8i2_bf16: |
| 118 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo8i2_bf16; |
| 119 | break; |
| 120 | case arm_compute::WeightFormat::OHWIo16i2: |
| 121 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo16i2; |
| 122 | break; |
| 123 | case arm_compute::WeightFormat::OHWIo16i2_bf16: |
| 124 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo16i2_bf16; |
| 125 | break; |
| 126 | case arm_compute::WeightFormat::OHWIo32i2: |
| 127 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo32i2; |
| 128 | break; |
| 129 | case arm_compute::WeightFormat::OHWIo32i2_bf16: |
| 130 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo32i2_bf16; |
| 131 | break; |
| 132 | case arm_compute::WeightFormat::OHWIo64i2: |
| 133 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo64i2; |
| 134 | break; |
| 135 | case arm_compute::WeightFormat::OHWIo64i2_bf16: |
| 136 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo64i2_bf16; |
| 137 | break; |
| 138 | case arm_compute::WeightFormat::OHWIo4i4: |
| 139 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo4i4; |
| 140 | break; |
| 141 | case arm_compute::WeightFormat::OHWIo4i4_bf16: |
| 142 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo4i4_bf16; |
| 143 | break; |
| 144 | case arm_compute::WeightFormat::OHWIo8i4: |
| 145 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo8i4; |
| 146 | break; |
| 147 | case arm_compute::WeightFormat::OHWIo8i4_bf16: |
| 148 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo8i4_bf16; |
| 149 | break; |
| 150 | case arm_compute::WeightFormat::OHWIo16i4: |
| 151 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo16i4; |
| 152 | break; |
| 153 | case arm_compute::WeightFormat::OHWIo16i4_bf16: |
| 154 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo16i4_bf16; |
| 155 | break; |
| 156 | case arm_compute::WeightFormat::OHWIo32i4: |
| 157 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo32i4; |
| 158 | break; |
| 159 | case arm_compute::WeightFormat::OHWIo32i4_bf16: |
| 160 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo32i4_bf16; |
| 161 | break; |
| 162 | case arm_compute::WeightFormat::OHWIo64i4: |
| 163 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo64i4; |
| 164 | break; |
| 165 | case arm_compute::WeightFormat::OHWIo64i4_bf16: |
| 166 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo64i4_bf16; |
| 167 | break; |
| 168 | case arm_compute::WeightFormat::OHWIo2i8: |
| 169 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo2i8; |
| 170 | break; |
| 171 | case arm_compute::WeightFormat::OHWIo4i8: |
| 172 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo4i8; |
| 173 | break; |
| 174 | case arm_compute::WeightFormat::OHWIo8i8: |
| 175 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo8i8; |
| 176 | break; |
| 177 | case arm_compute::WeightFormat::OHWIo16i8: |
| 178 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo16i8; |
| 179 | break; |
| 180 | case arm_compute::WeightFormat::OHWIo32i8: |
| 181 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo32i8; |
| 182 | break; |
| 183 | case arm_compute::WeightFormat::OHWIo64i8: |
| 184 | gemm_weight_fromat = arm_gemm::WeightFormat::OHWIo64i8; |
| 185 | break; |
| 186 | default: |
| 187 | gemm_weight_fromat = arm_gemm::WeightFormat::UNSPECIFIED; |
| 188 | } |
| 189 | return gemm_weight_fromat; |
| 190 | } |
| 191 | |
| 192 | arm_compute::WeightFormat map_to_arm_compute_weight_format(const arm_gemm::WeightFormat &weight_format) |
| 193 | { |
| 194 | arm_compute::WeightFormat acl_weight_fromat; |
| 195 | |
| 196 | switch(weight_format) |
| 197 | { |
| 198 | case arm_gemm::WeightFormat::UNSPECIFIED: |
| 199 | acl_weight_fromat = arm_compute::WeightFormat::UNSPECIFIED; |
| 200 | break; |
| 201 | case arm_gemm::WeightFormat::ANY: |
| 202 | acl_weight_fromat = arm_compute::WeightFormat::ANY; |
| 203 | break; |
| 204 | case arm_gemm::WeightFormat::OHWI: |
| 205 | acl_weight_fromat = arm_compute::WeightFormat::OHWI; |
| 206 | break; |
| 207 | case arm_gemm::WeightFormat::OHWIo2: |
| 208 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo2; |
| 209 | break; |
| 210 | case arm_gemm::WeightFormat::OHWIo4: |
| 211 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo4; |
| 212 | break; |
| 213 | case arm_gemm::WeightFormat::OHWIo8: |
| 214 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo8; |
| 215 | break; |
| 216 | case arm_gemm::WeightFormat::OHWIo16: |
| 217 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo16; |
| 218 | break; |
| 219 | case arm_gemm::WeightFormat::OHWIo32: |
| 220 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo32; |
| 221 | break; |
| 222 | case arm_gemm::WeightFormat::OHWIo64: |
| 223 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo64; |
| 224 | break; |
| 225 | case arm_gemm::WeightFormat::OHWIo128: |
| 226 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo128; |
| 227 | break; |
| 228 | case arm_gemm::WeightFormat::OHWIo4i2: |
| 229 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo4i2; |
| 230 | break; |
| 231 | case arm_gemm::WeightFormat::OHWIo4i2_bf16: |
| 232 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo4i2_bf16; |
| 233 | break; |
| 234 | case arm_gemm::WeightFormat::OHWIo8i2: |
| 235 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo8i2; |
| 236 | break; |
| 237 | case arm_gemm::WeightFormat::OHWIo8i2_bf16: |
| 238 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo8i2_bf16; |
| 239 | break; |
| 240 | case arm_gemm::WeightFormat::OHWIo16i2: |
| 241 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo16i2; |
| 242 | break; |
| 243 | case arm_gemm::WeightFormat::OHWIo16i2_bf16: |
| 244 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo16i2_bf16; |
| 245 | break; |
| 246 | case arm_gemm::WeightFormat::OHWIo32i2: |
| 247 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo32i2; |
| 248 | break; |
| 249 | case arm_gemm::WeightFormat::OHWIo32i2_bf16: |
| 250 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo32i2_bf16; |
| 251 | break; |
| 252 | case arm_gemm::WeightFormat::OHWIo64i2: |
| 253 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo64i2; |
| 254 | break; |
| 255 | case arm_gemm::WeightFormat::OHWIo64i2_bf16: |
| 256 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo64i2_bf16; |
| 257 | break; |
| 258 | case arm_gemm::WeightFormat::OHWIo4i4: |
| 259 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo4i4; |
| 260 | break; |
| 261 | case arm_gemm::WeightFormat::OHWIo4i4_bf16: |
| 262 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo4i4_bf16; |
| 263 | break; |
| 264 | case arm_gemm::WeightFormat::OHWIo8i4: |
| 265 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo8i4; |
| 266 | break; |
| 267 | case arm_gemm::WeightFormat::OHWIo8i4_bf16: |
| 268 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo8i4_bf16; |
| 269 | break; |
| 270 | case arm_gemm::WeightFormat::OHWIo16i4: |
| 271 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo16i4; |
| 272 | break; |
| 273 | case arm_gemm::WeightFormat::OHWIo16i4_bf16: |
| 274 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo16i4_bf16; |
| 275 | break; |
| 276 | case arm_gemm::WeightFormat::OHWIo32i4: |
| 277 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo32i4; |
| 278 | break; |
| 279 | case arm_gemm::WeightFormat::OHWIo32i4_bf16: |
| 280 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo32i4_bf16; |
| 281 | break; |
| 282 | case arm_gemm::WeightFormat::OHWIo64i4: |
| 283 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo64i4; |
| 284 | break; |
| 285 | case arm_gemm::WeightFormat::OHWIo64i4_bf16: |
| 286 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo64i4_bf16; |
| 287 | break; |
| 288 | case arm_gemm::WeightFormat::OHWIo2i8: |
| 289 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo2i8; |
| 290 | break; |
| 291 | case arm_gemm::WeightFormat::OHWIo4i8: |
| 292 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo4i8; |
| 293 | break; |
| 294 | case arm_gemm::WeightFormat::OHWIo8i8: |
| 295 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo8i8; |
| 296 | break; |
| 297 | case arm_gemm::WeightFormat::OHWIo16i8: |
| 298 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo16i8; |
| 299 | break; |
| 300 | case arm_gemm::WeightFormat::OHWIo32i8: |
| 301 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo32i8; |
| 302 | break; |
| 303 | case arm_gemm::WeightFormat::OHWIo64i8: |
| 304 | acl_weight_fromat = arm_compute::WeightFormat::OHWIo64i8; |
| 305 | break; |
| 306 | default: |
| 307 | acl_weight_fromat = arm_compute::WeightFormat::UNSPECIFIED; |
| 308 | } |
| 309 | return acl_weight_fromat; |
| 310 | } |
Michele Di Giorgio | d02d5ed | 2021-01-22 09:47:04 +0000 | [diff] [blame] | 311 | } // namespace assembly_utils |
| 312 | } // namespace arm_compute |