XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 1 | // Copyright (c) Facebook, Inc. and its affiliates. |
| 2 | // All rights reserved. |
| 3 | // |
| 4 | // Copyright 2019 Google LLC |
| 5 | // |
| 6 | // This source code is licensed under the BSD-style license found in the |
| 7 | // LICENSE file in the root directory of this source tree. |
| 8 | |
| 9 | #pragma once |
| 10 | |
| 11 | #include <benchmark/benchmark.h> |
| 12 | |
| 13 | #define BENCHMARK_GEMM(gemm_fn) \ |
| 14 | BENCHMARK_CAPTURE(gemm_fn, mobilenet_v1, "MobileNet v1")->Apply(MobileNetV1GemmArguments)->UseRealTime(); \ |
| 15 | BENCHMARK_CAPTURE(gemm_fn, mobilenet_v2, "MobileNet v2")->Apply(MobileNetV2GemmArguments)->UseRealTime(); \ |
| 16 | BENCHMARK_CAPTURE(gemm_fn, mobilenet_v3_small, "MobileNet v3 Small")->Apply(MobileNetV3SmallGemmArguments)->UseRealTime(); \ |
| 17 | BENCHMARK_CAPTURE(gemm_fn, mobilenet_v3_large, "MobileNet v3 Large")->Apply(MobileNetV3LargeGemmArguments)->UseRealTime(); \ |
| 18 | BENCHMARK_CAPTURE(gemm_fn, shufflenet_v1_g1, "ShuffleNet v1 (1 group)")->Apply(ShuffleNetV1G1GemmArguments)->UseRealTime(); \ |
| 19 | BENCHMARK_CAPTURE(gemm_fn, shufflenet_v1_g2, "ShuffleNet v1 (2 groups)")->Apply(ShuffleNetV1G2GemmArguments)->UseRealTime(); \ |
| 20 | BENCHMARK_CAPTURE(gemm_fn, shufflenet_v1_g3, "ShuffleNet v1 (3 groups)")->Apply(ShuffleNetV1G3GemmArguments)->UseRealTime(); \ |
| 21 | BENCHMARK_CAPTURE(gemm_fn, shufflenet_v1_g4, "ShuffleNet v1 (4 groups)")->Apply(ShuffleNetV1G4GemmArguments)->UseRealTime(); \ |
| 22 | BENCHMARK_CAPTURE(gemm_fn, shufflenet_v1_g8, "ShuffleNet v1 (8 groups)")->Apply(ShuffleNetV1G8GemmArguments)->UseRealTime(); \ |
| 23 | BENCHMARK_CAPTURE(gemm_fn, shufflenet_v2_x05, "ShuffleNet v2 0.5X")->Apply(ShuffleNetV2X05GemmArguments)->UseRealTime(); \ |
| 24 | BENCHMARK_CAPTURE(gemm_fn, shufflenet_v2_x10, "ShuffleNet v2 1.0X")->Apply(ShuffleNetV2X10GemmArguments)->UseRealTime(); \ |
| 25 | BENCHMARK_CAPTURE(gemm_fn, shufflenet_v2_x15, "ShuffleNet v2 1.5X")->Apply(ShuffleNetV2X15GemmArguments)->UseRealTime(); \ |
| 26 | BENCHMARK_CAPTURE(gemm_fn, shufflenet_v2_x20, "ShuffleNet v2 2.0X")->Apply(ShuffleNetV2X20GemmArguments)->UseRealTime(); \ |
| 27 | BENCHMARK_CAPTURE(gemm_fn, inception_v3, "Inception v3")->Apply(InceptionV3GemmArguments)->UseRealTime(); \ |
| 28 | BENCHMARK_CAPTURE(gemm_fn, resnet18, "ResNet-18")->Apply(ResNet18GemmArguments)->UseRealTime(); \ |
| 29 | BENCHMARK_CAPTURE(gemm_fn, resnet50, "ResNet-50")->Apply(ResNet50GemmArguments)->UseRealTime(); \ |
| 30 | BENCHMARK_CAPTURE(gemm_fn, squeezenet_v10, "SqueezeNet 1.0")->Apply(SqueezeNetV10GemmArguments)->UseRealTime(); \ |
| 31 | BENCHMARK_CAPTURE(gemm_fn, squeezenet_v11, "SqueezeNet 1.1")->Apply(SqueezeNetV11GemmArguments)->UseRealTime(); \ |
| 32 | BENCHMARK_CAPTURE(gemm_fn, vgg, "VGG")->Apply(VGGGemmArguments)->UseRealTime(); \ |
| 33 | BENCHMARK_CAPTURE(gemm_fn, srcnn915, "SRCNN (9-1-5)")->Apply(SRCNN915GemmArguments)->UseRealTime(); \ |
| 34 | BENCHMARK_CAPTURE(gemm_fn, srcnn935, "SRCNN (9-3-5)")->Apply(SRCNN935GemmArguments)->UseRealTime(); |
| 35 | |
| 36 | // Removed due to OOM SEGFAULT on 32 bit ARM. |
| 37 | // BENCHMARK_CAPTURE(gemm_fn, srcnn955, "SRCNN (9-5-5)")->Apply(SRCNN955GemmArguments)->UseRealTime(); |
| 38 | |
| 39 | |
| 40 | // ShuffleNet v1 with 1 group. |
| 41 | static void ShuffleNetV1G1GemmArguments(benchmark::internal::Benchmark* b) { |
| 42 | b->ArgNames({"M", "N", "K"}); |
| 43 | |
| 44 | /* M N K */ |
| 45 | b->Args({112 * 112, 24, 3 * 3 * 3}); |
| 46 | b->Args({ 56 * 56, 36, 24 * 1 * 1}); |
| 47 | b->Args({ 28 * 28, 120, 36 * 1 * 1}); |
| 48 | b->Args({ 28 * 28, 36, 144 * 1 * 1}); |
| 49 | b->Args({ 28 * 28, 144, 36 * 1 * 1}); |
| 50 | b->Args({ 28 * 28, 72, 144 * 1 * 1}); |
| 51 | b->Args({ 14 * 14, 144, 72 * 1 * 1}); |
| 52 | b->Args({ 14 * 14, 72, 288 * 1 * 1}); |
| 53 | b->Args({ 14 * 14, 288, 72 * 1 * 1}); |
| 54 | b->Args({ 14 * 14, 144, 288 * 1 * 1}); |
| 55 | b->Args({ 7 * 7, 288, 144 * 1 * 1}); |
| 56 | b->Args({ 7 * 7, 144, 576 * 1 * 1}); |
| 57 | b->Args({ 7 * 7, 576, 144 * 1 * 1}); |
| 58 | } |
| 59 | |
| 60 | // ShuffleNet v1 with 2 groups. |
| 61 | static void ShuffleNetV1G2GemmArguments(benchmark::internal::Benchmark* b) { |
| 62 | b->ArgNames({"M", "N", "K"}); |
| 63 | |
| 64 | /* M N K */ |
| 65 | b->Args({112 * 112, 24, 3 * 3 * 3}); |
| 66 | b->Args({ 56 * 56, 50, 24 * 1 * 1}); |
| 67 | b->Args({ 28 * 28, 88, 25 * 1 * 1}); |
| 68 | b->Args({ 28 * 28, 25, 100 * 1 * 1}); |
| 69 | b->Args({ 28 * 28, 100, 25 * 1 * 1}); |
| 70 | b->Args({ 28 * 28, 50, 100 * 1 * 1}); |
| 71 | b->Args({ 14 * 14, 100, 50 * 1 * 1}); |
| 72 | b->Args({ 14 * 14, 50, 200 * 1 * 1}); |
| 73 | b->Args({ 14 * 14, 200, 50 * 1 * 1}); |
| 74 | b->Args({ 14 * 14, 100, 200 * 1 * 1}); |
| 75 | b->Args({ 7 * 7, 200, 100 * 1 * 1}); |
| 76 | b->Args({ 7 * 7, 100, 400 * 1 * 1}); |
| 77 | b->Args({ 7 * 7, 400, 100 * 1 * 1}); |
| 78 | } |
| 79 | |
| 80 | // ShuffleNet v1 with 3 groups. |
| 81 | static void ShuffleNetV1G3GemmArguments(benchmark::internal::Benchmark* b) { |
| 82 | b->ArgNames({"M", "N", "K"}); |
| 83 | |
| 84 | /* M N K */ |
| 85 | b->Args({112 * 112, 24, 3 * 3 * 3}); |
| 86 | b->Args({ 56 * 56, 60, 24 * 1 * 1}); |
| 87 | b->Args({ 28 * 28, 72, 20 * 1 * 1}); |
| 88 | b->Args({ 28 * 28, 20, 80 * 1 * 1}); |
| 89 | b->Args({ 28 * 28, 80, 20 * 1 * 1}); |
| 90 | b->Args({ 28 * 28, 40, 80 * 1 * 1}); |
| 91 | b->Args({ 14 * 14, 80, 40 * 1 * 1}); |
| 92 | b->Args({ 14 * 14, 40, 160 * 1 * 1}); |
| 93 | b->Args({ 14 * 14, 160, 40 * 1 * 1}); |
| 94 | b->Args({ 14 * 14, 80, 160 * 1 * 1}); |
| 95 | b->Args({ 7 * 7, 160, 80 * 1 * 1}); |
| 96 | b->Args({ 7 * 7, 80, 320 * 1 * 1}); |
| 97 | b->Args({ 7 * 7, 320, 80 * 1 * 1}); |
| 98 | } |
| 99 | |
| 100 | // ShuffleNet v1 with 4 groups. |
| 101 | static void ShuffleNetV1G4GemmArguments(benchmark::internal::Benchmark* b) { |
| 102 | b->ArgNames({"M", "N", "K"}); |
| 103 | |
| 104 | /* M N K */ |
| 105 | b->Args({112 * 112, 24, 3 * 3 * 3}); |
| 106 | b->Args({ 56 * 56, 68, 24 * 1 * 1}); |
| 107 | b->Args({ 28 * 28, 62, 17 * 1 * 1}); |
| 108 | b->Args({ 28 * 28, 17, 68 * 1 * 1}); |
| 109 | b->Args({ 28 * 28, 68, 17 * 1 * 1}); |
| 110 | b->Args({ 28 * 28, 34, 68 * 1 * 1}); |
| 111 | b->Args({ 14 * 14, 68, 34 * 1 * 1}); |
| 112 | b->Args({ 14 * 14, 34, 136 * 1 * 1}); |
| 113 | b->Args({ 14 * 14, 136, 34 * 1 * 1}); |
| 114 | b->Args({ 14 * 14, 68, 136 * 1 * 1}); |
| 115 | b->Args({ 7 * 7, 136, 68 * 1 * 1}); |
| 116 | b->Args({ 7 * 7, 68, 272 * 1 * 1}); |
| 117 | b->Args({ 7 * 7, 272, 68 * 1 * 1}); |
| 118 | } |
| 119 | |
| 120 | // ShuffleNet v1 with 8 groups. |
| 121 | static void ShuffleNetV1G8GemmArguments(benchmark::internal::Benchmark* b) { |
| 122 | b->ArgNames({"M", "N", "K"}); |
| 123 | |
| 124 | /* M N K */ |
| 125 | b->Args({112 * 112, 24, 3 * 3 * 3}); |
| 126 | b->Args({ 56 * 56, 96, 24 * 1 * 1}); |
| 127 | b->Args({ 28 * 28, 45, 12 * 1 * 1}); |
| 128 | b->Args({ 28 * 28, 12, 48 * 1 * 1}); |
| 129 | b->Args({ 28 * 28, 48, 12 * 1 * 1}); |
| 130 | b->Args({ 28 * 28, 24, 48 * 1 * 1}); |
| 131 | b->Args({ 14 * 14, 48, 24 * 1 * 1}); |
| 132 | b->Args({ 14 * 14, 24, 96 * 1 * 1}); |
| 133 | b->Args({ 14 * 14, 96, 24 * 1 * 1}); |
| 134 | b->Args({ 14 * 14, 48, 96 * 1 * 1}); |
| 135 | b->Args({ 7 * 7, 96, 48 * 1 * 1}); |
| 136 | b->Args({ 7 * 7, 48, 192 * 1 * 1}); |
| 137 | b->Args({ 7 * 7, 192, 48 * 1 * 1}); |
| 138 | } |
| 139 | |
| 140 | // ShuffleNet v2 (0.5X scale) |
| 141 | static void ShuffleNetV2X05GemmArguments(benchmark::internal::Benchmark* b) { |
| 142 | b->ArgNames({"M", "N", "K"}); |
| 143 | |
| 144 | /* M N K */ |
| 145 | b->Args({112 * 112, 24, 3 * 3 * 3}); |
| 146 | b->Args({ 56 * 56, 24, 24 * 1 * 1}); |
| 147 | b->Args({ 28 * 28, 24, 24 * 1 * 1}); |
| 148 | b->Args({ 28 * 28, 48, 48 * 1 * 1}); |
| 149 | b->Args({ 14 * 14, 48, 48 * 1 * 1}); |
| 150 | b->Args({ 14 * 14, 96, 96 * 1 * 1}); |
| 151 | b->Args({ 7 * 7, 96, 96 * 1 * 1}); |
| 152 | b->Args({ 7 * 7, 1024, 192 * 1 * 1}); |
| 153 | } |
| 154 | |
| 155 | // ShuffleNet v2 (1.0X scale) |
| 156 | static void ShuffleNetV2X10GemmArguments(benchmark::internal::Benchmark* b) { |
| 157 | b->ArgNames({"M", "N", "K"}); |
| 158 | |
| 159 | /* M N K */ |
| 160 | b->Args({112 * 112, 24, 3 * 3 * 3}); |
| 161 | b->Args({ 56 * 56, 58, 24 * 1 * 1}); |
| 162 | b->Args({ 28 * 28, 58, 24 * 1 * 1}); |
| 163 | b->Args({ 28 * 28, 58, 58 * 1 * 1}); |
| 164 | b->Args({ 14 * 14, 116, 116 * 1 * 1}); |
| 165 | b->Args({ 14 * 14, 116, 116 * 1 * 1}); |
| 166 | b->Args({ 14 * 14, 232, 232 * 1 * 1}); |
| 167 | b->Args({ 7 * 7, 232, 232 * 1 * 1}); |
| 168 | b->Args({ 7 * 7, 1024, 464 * 1 * 1}); |
| 169 | } |
| 170 | |
| 171 | // ShuffleNet v2 (1.5X scale) |
| 172 | static void ShuffleNetV2X15GemmArguments(benchmark::internal::Benchmark* b) { |
| 173 | b->ArgNames({"M", "N", "K"}); |
| 174 | |
| 175 | /* M N K */ |
| 176 | b->Args({112 * 112, 24, 3 * 3 * 3}); |
| 177 | b->Args({ 56 * 56, 88, 24 * 1 * 1}); |
| 178 | b->Args({ 28 * 28, 88, 24 * 1 * 1}); |
| 179 | b->Args({ 28 * 28, 88, 88 * 1 * 1}); |
| 180 | b->Args({ 28 * 28, 176, 176 * 1 * 1}); |
| 181 | b->Args({ 14 * 14, 176, 176 * 1 * 1}); |
| 182 | b->Args({ 14 * 14, 352, 352 * 1 * 1}); |
| 183 | b->Args({ 7 * 7, 352, 352 * 1 * 1}); |
| 184 | b->Args({ 7 * 7, 1024, 704 * 1 * 1}); |
| 185 | } |
| 186 | |
| 187 | // ShuffleNet v2 (2.0X scale) |
| 188 | static void ShuffleNetV2X20GemmArguments(benchmark::internal::Benchmark* b) { |
| 189 | b->ArgNames({"M", "N", "K"}); |
| 190 | |
| 191 | /* M N K */ |
| 192 | b->Args({112 * 112, 24, 3 * 3 * 3}); |
| 193 | b->Args({ 56 * 56, 122, 24 * 1 * 1}); |
| 194 | b->Args({ 28 * 28, 122, 24 * 1 * 1}); |
| 195 | b->Args({ 28 * 28, 122, 122 * 1 * 1}); |
| 196 | b->Args({ 28 * 28, 244, 244 * 1 * 1}); |
| 197 | b->Args({ 14 * 14, 244, 244 * 1 * 1}); |
| 198 | b->Args({ 14 * 14, 488, 488 * 1 * 1}); |
| 199 | b->Args({ 7 * 7, 488, 488 * 1 * 1}); |
| 200 | b->Args({ 7 * 7, 2048, 976 * 1 * 1}); |
| 201 | } |
| 202 | |
| 203 | static void MobileNetV1GemmArguments(benchmark::internal::Benchmark* b) { |
| 204 | b->ArgNames({"M", "N", "K"}); |
| 205 | |
| 206 | /* M N K */ |
| 207 | b->Args({112 * 112, 32, 3 * 3 * 3}); |
| 208 | b->Args({112 * 112, 64, 32 * 1 * 1}); |
| 209 | b->Args({ 56 * 56, 128, 64 * 1 * 1}); |
| 210 | b->Args({ 56 * 56, 128, 128 * 1 * 1}); |
| 211 | b->Args({ 28 * 28, 256, 128 * 1 * 1}); |
| 212 | b->Args({ 28 * 28, 256, 256 * 1 * 1}); |
| 213 | b->Args({ 14 * 14, 512, 256 * 1 * 1}); |
| 214 | b->Args({ 14 * 14, 512, 512 * 1 * 1}); |
| 215 | b->Args({ 7 * 7, 1024, 512 * 1 * 1}); |
| 216 | b->Args({ 7 * 7, 1024, 1024 * 1 * 1}); |
| 217 | } |
| 218 | |
| 219 | static void MobileNetV2GemmArguments(benchmark::internal::Benchmark* b) { |
| 220 | b->ArgNames({"M", "N", "K"}); |
| 221 | |
| 222 | /*********** Initial Stage ************/ |
| 223 | /* M N K */ |
| 224 | b->Args({112 * 112, 32, 3 * 3 * 3}); |
| 225 | /************ Bottleneck 1 ************/ |
| 226 | /* M N K */ |
| 227 | b->Args({112 * 112, 16, 32 * 1 * 1}); |
| 228 | /************ Bottleneck 2 ************/ |
| 229 | /* M N K */ |
| 230 | b->Args({112 * 112, 96, 16 * 1 * 1}); |
| 231 | b->Args({ 56 * 56, 24, 96 * 1 * 1}); |
| 232 | b->Args({ 56 * 56, 144, 24 * 1 * 1}); |
| 233 | b->Args({ 56 * 56, 24, 144 * 1 * 1}); |
| 234 | /************ Bottleneck 3 ************/ |
| 235 | /* M N K */ |
| 236 | b->Args({ 28 * 28, 32, 144 * 1 * 1}); |
| 237 | b->Args({ 28 * 28, 192, 32 * 1 * 1}); |
| 238 | b->Args({ 28 * 28, 32, 192 * 1 * 1}); |
| 239 | /************ Bottleneck 4 ************/ |
| 240 | /* M N K */ |
| 241 | b->Args({ 14 * 14, 64, 192 * 1 * 1}); |
| 242 | b->Args({ 14 * 14, 384, 64 * 1 * 1}); |
| 243 | b->Args({ 14 * 14, 64, 384 * 1 * 1}); |
| 244 | /************ Bottleneck 5 ************/ |
| 245 | /* M N K */ |
| 246 | b->Args({ 14 * 14, 96, 384 * 1 * 1}); |
| 247 | b->Args({ 14 * 14, 576, 96 * 1 * 1}); |
| 248 | b->Args({ 14 * 14, 96, 576 * 1 * 1}); |
| 249 | /************ Bottleneck 6 ************/ |
| 250 | /* M N K */ |
| 251 | b->Args({ 7 * 7, 160, 576 * 1 * 1}); |
| 252 | b->Args({ 7 * 7, 960, 160 * 1 * 1}); |
| 253 | b->Args({ 7 * 7, 160, 960 * 1 * 1}); |
| 254 | /************ Bottleneck 7 ************/ |
| 255 | /* M N K */ |
| 256 | b->Args({ 7 * 7, 320, 960 * 1 * 1}); |
| 257 | /********* Pre-pooling Conv2D *********/ |
| 258 | /* M N K */ |
| 259 | b->Args({ 7 * 7, 1280, 320 * 1 * 1}); |
| 260 | /******** Post-pooling Conv2D *********/ |
| 261 | /* M N K */ |
| 262 | b->Args({ 1 * 1, 1000, 1280 * 1 * 1}); |
| 263 | } |
| 264 | |
| 265 | static void MobileNetV3SmallGemmArguments(benchmark::internal::Benchmark* b) { |
| 266 | b->ArgNames({"M", "N", "K"}); |
| 267 | |
| 268 | /************ Initial Stage ************/ |
| 269 | /* M N K */ |
| 270 | b->Args({112 * 112, 16, 3 * 3 * 3}); |
| 271 | /************* Bottleneck 1 ************/ |
| 272 | /* M N K */ |
| 273 | b->Args({ 1 * 1, 8, 16 * 1 * 1}); |
| 274 | b->Args({ 1 * 1, 16, 8 * 1 * 1}); |
| 275 | b->Args({ 56 * 56, 16, 16 * 1 * 1}); |
| 276 | /************* Bottleneck 2 ************/ |
| 277 | /* M N K */ |
| 278 | b->Args({ 56 * 56, 72, 16 * 1 * 1}); |
| 279 | b->Args({ 28 * 28, 24, 72 * 1 * 1}); |
| 280 | /************* Bottleneck 3 ************/ |
| 281 | /* M N K */ |
| 282 | b->Args({ 28 * 28, 88, 24 * 1 * 1}); |
| 283 | b->Args({ 28 * 28, 24, 88 * 1 * 1}); |
| 284 | /************* Bottleneck 4 ************/ |
| 285 | /* M N K */ |
| 286 | b->Args({ 28 * 28, 96, 24 * 1 * 1}); |
| 287 | b->Args({ 1 * 1, 24, 96 * 1 * 1}); |
| 288 | b->Args({ 1 * 1, 96, 24 * 1 * 1}); |
| 289 | b->Args({ 14 * 14, 40, 96 * 1 * 1}); |
| 290 | /************* Bottleneck 5 ************/ |
| 291 | /* M N K */ |
| 292 | b->Args({ 14 * 14, 240, 40 * 1 * 1}); |
| 293 | b->Args({ 1 * 1, 64, 240 * 1 * 1}); |
| 294 | b->Args({ 1 * 1, 240, 64 * 1 * 1}); |
| 295 | b->Args({ 14 * 14, 40, 240 * 1 * 1}); |
| 296 | /************* Bottleneck 6 ************/ |
| 297 | /* M N K */ |
| 298 | //b->Args({ 14 * 14, 240, 40 * 1 * 1}); |
| 299 | //b->Args({ 1 * 1, 64, 240 * 1 * 1}); |
| 300 | //b->Args({ 1 * 1, 240, 64 * 1 * 1}); |
| 301 | //b->Args({ 14 * 14, 40, 240 * 1 * 1}); |
| 302 | /************* Bottleneck 7 ************/ |
| 303 | /* M N K */ |
| 304 | b->Args({ 14 * 14, 120, 40 * 1 * 1}); |
| 305 | b->Args({ 1 * 1, 32, 120 * 1 * 1}); |
| 306 | b->Args({ 1 * 1, 120, 32 * 1 * 1}); |
| 307 | b->Args({ 14 * 14, 48, 120 * 1 * 1}); |
| 308 | /************* Bottleneck 8 ************/ |
| 309 | /* M N K */ |
| 310 | b->Args({ 14 * 14, 144, 48 * 1 * 1}); |
| 311 | b->Args({ 1 * 1, 40, 144 * 1 * 1}); |
| 312 | b->Args({ 1 * 1, 144, 40 * 1 * 1}); |
| 313 | b->Args({ 14 * 14, 48, 144 * 1 * 1}); |
| 314 | /************* Bottleneck 9 ************/ |
| 315 | /* M N K */ |
| 316 | b->Args({ 14 * 14, 288, 48 * 1 * 1}); |
| 317 | b->Args({ 1 * 1, 72, 288 * 1 * 1}); |
| 318 | b->Args({ 1 * 1, 288, 72 * 1 * 1}); |
| 319 | b->Args({ 7 * 7, 96, 288 * 1 * 1}); |
| 320 | /************ Bottleneck 10 ************/ |
| 321 | /* M N K */ |
| 322 | b->Args({ 7 * 7, 576, 96 * 1 * 1}); |
| 323 | b->Args({ 1 * 1, 144, 576 * 1 * 1}); |
| 324 | b->Args({ 1 * 1, 576, 144 * 1 * 1}); |
| 325 | b->Args({ 7 * 7, 96, 576 * 1 * 1}); |
| 326 | /************ Bottleneck 11 ************/ |
| 327 | /* M N K */ |
| 328 | //b->Args({ 7 * 7, 576, 96 * 1 * 1}); |
| 329 | //b->Args({ 1 * 1, 144, 576 * 1 * 1}); |
| 330 | //b->Args({ 1 * 1, 576, 144 * 1 * 1}); |
| 331 | //b->Args({ 7 * 7, 96, 576 * 1 * 1}); |
| 332 | /************* Last Stage *************/ |
| 333 | /* M N K */ |
| 334 | //b->Args({ 7 * 7, 576, 96 * 1 * 1}); |
| 335 | b->Args({ 1 * 1, 1024, 576 * 1 * 1}); |
| 336 | b->Args({ 1 * 1, 1001, 1024 * 1 * 1}); |
| 337 | } |
| 338 | |
| 339 | static void MobileNetV3LargeGemmArguments(benchmark::internal::Benchmark* b) { |
| 340 | b->ArgNames({"M", "N", "K"}); |
| 341 | |
| 342 | /************ Initial Stage ************/ |
| 343 | /* M N K */ |
| 344 | b->Args({112 * 112, 16, 3 * 3 * 3}); |
| 345 | /************* Bottleneck 1 ************/ |
| 346 | /* M N K */ |
| 347 | b->Args({112 * 112, 16, 16 * 1 * 1}); |
| 348 | /************* Bottleneck 2 ************/ |
| 349 | /* M N K */ |
| 350 | b->Args({112 * 112, 64, 16 * 1 * 1}); |
| 351 | b->Args({ 56 * 56, 24, 64 * 1 * 1}); |
| 352 | /************* Bottleneck 3 ************/ |
| 353 | /* M N K */ |
| 354 | b->Args({ 56 * 56, 72, 24 * 1 * 1}); |
| 355 | b->Args({ 56 * 56, 24, 72 * 1 * 1}); |
| 356 | /************* Bottleneck 4 ************/ |
| 357 | /* M N K */ |
| 358 | //b->Args({ 56 * 56, 72, 24 * 1 * 1}); |
| 359 | b->Args({ 1 * 1, 24, 72 * 1 * 1}); |
| 360 | b->Args({ 1 * 1, 72, 24 * 1 * 1}); |
| 361 | b->Args({ 28 * 28, 40, 72 * 1 * 1}); |
| 362 | /************* Bottleneck 5 ************/ |
| 363 | /* M N K */ |
| 364 | b->Args({ 28 * 28, 120, 40 * 1 * 1}); |
| 365 | b->Args({ 1 * 1, 32, 120 * 1 * 1}); |
| 366 | b->Args({ 1 * 1, 120, 32 * 1 * 1}); |
| 367 | b->Args({ 28 * 28, 40, 120 * 1 * 1}); |
| 368 | /************* Bottleneck 6 ************/ |
| 369 | /* M N K */ |
| 370 | //b->Args({ 28 * 28, 120, 40 * 1 * 1}); |
| 371 | //b->Args({ 1 * 1, 32, 120 * 1 * 1}); |
| 372 | //b->Args({ 1 * 1, 120, 32 * 1 * 1}); |
| 373 | //b->Args({ 28 * 28, 40, 120 * 1 * 1}); |
| 374 | /************* Bottleneck 7 ************/ |
| 375 | /* M N K */ |
| 376 | b->Args({ 28 * 28, 240, 40 * 1 * 1}); |
| 377 | b->Args({ 14 * 14, 80, 240 * 1 * 1}); |
| 378 | /************* Bottleneck 8 ************/ |
| 379 | /* M N K */ |
| 380 | b->Args({ 14 * 14, 200, 80 * 1 * 1}); |
| 381 | b->Args({ 14 * 14, 80, 200 * 1 * 1}); |
| 382 | /************* Bottleneck 9 ************/ |
| 383 | /* M N K */ |
| 384 | b->Args({ 14 * 14, 184, 80 * 1 * 1}); |
| 385 | b->Args({ 14 * 14, 80, 184 * 1 * 1}); |
| 386 | /************ Bottleneck 10 ************/ |
| 387 | /* M N K */ |
| 388 | b->Args({ 14 * 14, 184, 80 * 1 * 1}); |
| 389 | b->Args({ 14 * 14, 80, 184 * 1 * 1}); |
| 390 | /************ Bottleneck 11 ************/ |
| 391 | /* M N K */ |
| 392 | b->Args({ 14 * 14, 480, 80 * 1 * 1}); |
| 393 | b->Args({ 1 * 1, 120, 480 * 1 * 1}); |
| 394 | b->Args({ 1 * 1, 480, 120 * 1 * 1}); |
| 395 | b->Args({ 14 * 14, 112, 480 * 1 * 1}); |
| 396 | /************ Bottleneck 12 ************/ |
| 397 | /* M N K */ |
| 398 | b->Args({ 14 * 14, 672, 112 * 1 * 1}); |
| 399 | b->Args({ 1 * 1, 168, 672 * 1 * 1}); |
| 400 | b->Args({ 1 * 1, 672, 168 * 1 * 1}); |
| 401 | b->Args({ 14 * 14, 112, 672 * 1 * 1}); |
| 402 | /************ Bottleneck 13 ************/ |
| 403 | /* M N K */ |
| 404 | //b->Args({ 14 * 14, 672, 112 * 1 * 1}); |
| 405 | //b->Args({ 1 * 1, 168, 672 * 1 * 1}); |
| 406 | //b->Args({ 1 * 1, 672, 168 * 1 * 1}); |
| 407 | b->Args({ 7 * 7, 160, 672 * 1 * 1}); |
| 408 | /************ Bottleneck 14 ************/ |
| 409 | /* M N K */ |
| 410 | b->Args({ 7 * 7, 960, 160 * 1 * 1}); |
| 411 | b->Args({ 1 * 1, 240, 960 * 1 * 1}); |
| 412 | b->Args({ 1 * 1, 960, 240 * 1 * 1}); |
| 413 | b->Args({ 7 * 7, 160, 960 * 1 * 1}); |
| 414 | /************ Bottleneck 15 ************/ |
| 415 | /* M N K */ |
| 416 | //b->Args({ 7 * 7, 960, 160 * 1 * 1}); |
| 417 | //b->Args({ 1 * 1, 240, 960 * 1 * 1}); |
| 418 | //b->Args({ 1 * 1, 960, 240 * 1 * 1}); |
| 419 | //b->Args({ 7 * 7, 160, 960 * 1 * 1}); |
| 420 | /************* Last Stage *************/ |
| 421 | /* M N K */ |
| 422 | //b->Args({ 7 * 7, 960, 160 * 1 * 1}); |
| 423 | b->Args({ 1 * 1, 1280, 960 * 1 * 1}); |
| 424 | b->Args({ 1 * 1, 1001, 1280 * 1 * 1}); |
| 425 | } |
| 426 | |
| 427 | // SqueezeNet 1.0 |
| 428 | static void SqueezeNetV10GemmArguments(benchmark::internal::Benchmark* b) { |
| 429 | b->ArgNames({"M", "N", "K"}); |
| 430 | |
| 431 | /************** Conv 1 ***************/ |
| 432 | /* M N K */ |
| 433 | b->Args({111 * 111, 96, 3 * 7 * 7}); |
| 434 | /************** Fire 2 ***************/ |
| 435 | /* M N K */ |
| 436 | b->Args({ 55 * 55, 16, 96 * 1 * 1}); |
| 437 | b->Args({ 55 * 55, 64, 16 * 1 * 1}); |
| 438 | b->Args({ 55 * 55, 64, 16 * 3 * 3}); |
| 439 | /************** Fire 3 ***************/ |
| 440 | /* M N K */ |
| 441 | b->Args({ 55 * 55, 16, 128 * 1 * 1}); |
| 442 | /************** Fire 4 ***************/ |
| 443 | /* M N K */ |
| 444 | b->Args({ 55 * 55, 32, 128 * 1 * 1}); |
| 445 | b->Args({ 55 * 55, 128, 32 * 1 * 1}); |
| 446 | b->Args({ 55 * 55, 128, 32 * 3 * 3}); |
| 447 | /************** Fire 5 ***************/ |
| 448 | /* M N K */ |
| 449 | b->Args({ 27 * 27, 32, 256 * 1 * 1}); |
| 450 | b->Args({ 27 * 27, 128, 32 * 1 * 1}); |
| 451 | b->Args({ 27 * 27, 128, 32 * 3 * 3}); |
| 452 | /************** Fire 6 ***************/ |
| 453 | /* M N K */ |
| 454 | b->Args({ 27 * 27, 48, 256 * 1 * 1}); |
| 455 | b->Args({ 27 * 27, 192, 48 * 1 * 1}); |
| 456 | b->Args({ 27 * 27, 192, 48 * 3 * 3}); |
| 457 | /************** Fire 7 ***************/ |
| 458 | /* M N K */ |
| 459 | b->Args({ 27 * 27, 48, 384 * 1 * 1}); |
| 460 | /************** Fire 8 ***************/ |
| 461 | /* M N K */ |
| 462 | b->Args({ 27 * 27, 64, 384 * 1 * 1}); |
| 463 | b->Args({ 27 * 27, 256, 64 * 1 * 1}); |
| 464 | b->Args({ 27 * 27, 256, 64 * 3 * 3}); |
| 465 | /************** Fire 9 ***************/ |
| 466 | /* M N K */ |
| 467 | b->Args({ 13 * 13, 64, 512 * 1 * 1}); |
| 468 | b->Args({ 13 * 13, 256, 64 * 1 * 1}); |
| 469 | b->Args({ 13 * 13, 256, 64 * 3 * 3}); |
| 470 | /************** Conv 10 **************/ |
| 471 | /* M N K */ |
| 472 | b->Args({ 13 * 13, 1000, 512 * 1 * 1}); |
| 473 | } |
| 474 | |
| 475 | // SqueezeNet 1.1 |
| 476 | static void SqueezeNetV11GemmArguments(benchmark::internal::Benchmark* b) { |
| 477 | b->ArgNames({"M", "N", "K"}); |
| 478 | |
| 479 | /************** Conv 1 ***************/ |
| 480 | /* M N K */ |
| 481 | b->Args({111 * 111, 64, 3 * 3 * 3}); |
| 482 | /************** Fire 2 ***************/ |
| 483 | /* M N K */ |
| 484 | b->Args({ 55 * 55, 16, 64 * 1 * 1}); |
| 485 | b->Args({ 55 * 55, 64, 16 * 1 * 1}); |
| 486 | b->Args({ 55 * 55, 64, 16 * 3 * 3}); |
| 487 | /************** Fire 3 ***************/ |
| 488 | /* M N K */ |
| 489 | b->Args({ 55 * 55, 16, 128 * 1 * 1}); |
| 490 | /************** Fire 4 ***************/ |
| 491 | /* M N K */ |
| 492 | b->Args({ 27 * 27, 32, 128 * 1 * 1}); |
| 493 | b->Args({ 27 * 27, 128, 32 * 1 * 1}); |
| 494 | b->Args({ 27 * 27, 128, 32 * 3 * 3}); |
| 495 | /************** Fire 5 ***************/ |
| 496 | /* M N K */ |
| 497 | b->Args({ 27 * 27, 32, 256 * 1 * 1}); |
| 498 | /************** Fire 6 ***************/ |
| 499 | /* M N K */ |
| 500 | b->Args({ 13 * 13, 48, 256 * 1 * 1}); |
| 501 | b->Args({ 13 * 13, 192, 48 * 1 * 1}); |
| 502 | b->Args({ 13 * 13, 192, 48 * 3 * 3}); |
| 503 | /************** Fire 7 ***************/ |
| 504 | /* M N K */ |
| 505 | b->Args({ 13 * 13, 48, 384 * 1 * 1}); |
| 506 | /************** Fire 8 ***************/ |
| 507 | /* M N K */ |
| 508 | b->Args({ 13 * 13, 64, 384 * 1 * 1}); |
| 509 | b->Args({ 13 * 13, 256, 64 * 1 * 1}); |
| 510 | b->Args({ 13 * 13, 256, 64 * 3 * 3}); |
| 511 | /************** Fire 9 ***************/ |
| 512 | /* M N K */ |
| 513 | b->Args({ 13 * 13, 64, 512 * 1 * 1}); |
| 514 | /************** Conv 10 **************/ |
| 515 | /* M N K */ |
| 516 | b->Args({ 13 * 13, 1000, 512 * 1 * 1}); |
| 517 | } |
| 518 | |
| 519 | static void InceptionV3GemmArguments(benchmark::internal::Benchmark* b) { |
| 520 | /* M N K */ |
| 521 | b->Args({150 * 150, 32, 3 * 3 * 3}); |
| 522 | b->Args({149 * 149, 32, 32 * 3 * 3}); |
| 523 | b->Args({149 * 149, 64, 32 * 3 * 3}); |
| 524 | b->Args({ 75 * 75, 80, 64 * 1 * 1}); |
| 525 | b->Args({ 73 * 73, 192, 80 * 3 * 3}); |
| 526 | b->Args({ 37 * 37, 64, 192 * 1 * 1}); |
| 527 | b->Args({ 37 * 37, 48, 192 * 1 * 1}); |
| 528 | b->Args({ 37 * 37, 64, 48 * 5 * 5}); |
| 529 | b->Args({ 37 * 37, 96, 64 * 3 * 3}); |
| 530 | b->Args({ 37 * 37, 96, 96 * 3 * 3}); |
| 531 | b->Args({ 37 * 37, 32, 192 * 1 * 1}); |
| 532 | b->Args({ 37 * 37, 64, 256 * 1 * 1}); |
| 533 | b->Args({ 37 * 37, 48, 256 * 1 * 1}); |
| 534 | b->Args({ 37 * 37, 64, 288 * 1 * 1}); |
| 535 | b->Args({ 37 * 37, 48, 288 * 1 * 1}); |
| 536 | b->Args({ 18 * 18, 384, 288 * 3 * 3}); |
| 537 | b->Args({ 18 * 18, 96, 96 * 3 * 3}); |
| 538 | b->Args({ 19 * 19, 192, 768 * 1 * 1}); |
| 539 | b->Args({ 19 * 19, 128, 768 * 1 * 1}); |
| 540 | b->Args({ 19 * 19, 128, 128 * 1 * 7}); |
| 541 | b->Args({ 19 * 19, 192, 128 * 7 * 1}); |
| 542 | b->Args({ 19 * 19, 128, 128 * 7 * 1}); |
| 543 | b->Args({ 19 * 19, 192, 128 * 1 * 7}); |
| 544 | b->Args({ 19 * 19, 160, 768 * 1 * 1}); |
| 545 | b->Args({ 19 * 19, 160, 160 * 1 * 7}); |
| 546 | b->Args({ 19 * 19, 192, 160 * 7 * 1}); |
| 547 | b->Args({ 19 * 19, 160, 160 * 7 * 1}); |
| 548 | b->Args({ 19 * 19, 192, 160 * 1 * 7}); |
| 549 | b->Args({ 19 * 19, 192, 192 * 1 * 7}); |
| 550 | b->Args({ 19 * 19, 192, 192 * 7 * 1}); |
| 551 | b->Args({ 9 * 9, 320, 192 * 3 * 3}); |
| 552 | b->Args({ 9 * 9, 192, 192 * 3 * 3}); |
| 553 | b->Args({ 10 * 10, 320, 1280 * 1 * 1}); |
| 554 | b->Args({ 10 * 10, 384, 1280 * 1 * 1}); |
| 555 | b->Args({ 10 * 10, 384, 384 * 1 * 3}); |
| 556 | b->Args({ 10 * 10, 384, 384 * 3 * 1}); |
| 557 | b->Args({ 10 * 10, 448, 1280 * 1 * 1}); |
| 558 | b->Args({ 10 * 10, 384, 448 * 3 * 3}); |
| 559 | b->Args({ 10 * 10, 192, 1280 * 1 * 1}); |
| 560 | b->Args({ 10 * 10, 320, 2048 * 1 * 1}); |
| 561 | b->Args({ 10 * 10, 384, 2048 * 1 * 1}); |
| 562 | b->Args({ 10 * 10, 448, 2048 * 1 * 1}); |
| 563 | b->Args({ 10 * 10, 192, 2048 * 1 * 1}); |
| 564 | b->Args({ 3 * 3, 1001, 2048 * 1 * 1}); |
| 565 | } |
| 566 | |
| 567 | static void ResNet18GemmArguments(benchmark::internal::Benchmark* b) { |
| 568 | b->ArgNames({"M", "N", "K"}); |
| 569 | |
| 570 | /* M N K */ |
| 571 | b->Args({112 * 112, 64, 3 * 7 * 7}); |
| 572 | b->Args({ 56 * 56, 64, 64 * 3 * 3}); |
| 573 | b->Args({ 28 * 28, 128, 64 * 3 * 3}); |
| 574 | b->Args({ 28 * 28, 128, 128 * 3 * 3}); |
| 575 | b->Args({ 28 * 28, 128, 64 * 1 * 1}); |
| 576 | b->Args({ 14 * 14, 256, 128 * 3 * 3}); |
| 577 | b->Args({ 14 * 14, 256, 256 * 3 * 3}); |
| 578 | b->Args({ 14 * 14, 256, 128 * 1 * 1}); |
| 579 | b->Args({ 7 * 7, 512, 256 * 3 * 3}); |
| 580 | b->Args({ 7 * 7, 512, 512 * 3 * 3}); |
| 581 | b->Args({ 7 * 7, 512, 256 * 1 * 1}); |
| 582 | } |
| 583 | |
| 584 | static void ResNet50GemmArguments(benchmark::internal::Benchmark* b) { |
| 585 | b->ArgNames({"M", "N", "K"}); |
| 586 | |
| 587 | /*************** Conv 1 ***************/ |
| 588 | /* M N K */ |
| 589 | b->Args({112 * 112, 64, 3 * 7 * 7}); |
| 590 | /************** Conv 2.X **************/ |
| 591 | /* M N K */ |
| 592 | b->Args({ 56 * 56, 64, 64 * 1 * 1}); |
| 593 | b->Args({ 56 * 56, 64, 64 * 3 * 3}); |
| 594 | b->Args({ 56 * 56, 256, 64 * 1 * 1}); |
| 595 | b->Args({ 56 * 56, 64, 256 * 1 * 1}); |
| 596 | /************** Conv 3.X **************/ |
| 597 | /* M N K */ |
| 598 | b->Args({ 56 * 56, 128, 256 * 1 * 1}); |
| 599 | b->Args({ 28 * 28, 128, 128 * 3 * 3}); |
| 600 | b->Args({ 28 * 28, 512, 128 * 1 * 1}); |
| 601 | b->Args({ 28 * 28, 512, 256 * 1 * 1}); |
| 602 | b->Args({ 28 * 28, 128, 512 * 1 * 1}); |
| 603 | /************** Conv 4.X **************/ |
| 604 | /* M N K */ |
| 605 | b->Args({ 28 * 28, 256, 512 * 1 * 1}); |
| 606 | b->Args({ 14 * 14, 256, 256 * 3 * 3}); |
| 607 | b->Args({ 14 * 14, 1024, 256 * 1 * 1}); |
| 608 | b->Args({ 14 * 14, 1024, 512 * 1 * 1}); |
| 609 | b->Args({ 14 * 14, 256, 1024 * 1 * 1}); |
| 610 | /************** Conv 5.X **************/ |
| 611 | /* M N K */ |
| 612 | b->Args({ 14 * 14, 512, 1024 * 1 * 1}); |
| 613 | b->Args({ 7 * 7, 512, 512 * 3 * 3}); |
| 614 | b->Args({ 7 * 7, 2048, 512 * 1 * 1}); |
| 615 | b->Args({ 7 * 7, 2048, 1024 * 1 * 1}); |
| 616 | b->Args({ 7 * 7, 512, 2048 * 1 * 1}); |
| 617 | } |
| 618 | |
| 619 | static void VGGGemmArguments(benchmark::internal::Benchmark* b) { |
| 620 | b->ArgNames({"M", "N", "K"}); |
| 621 | |
| 622 | /************** Conv 1.1 *************/ |
| 623 | /* M N K */ |
| 624 | b->Args({224 * 224, 64, 3 * 3 * 3}); |
| 625 | /************** Conv 1.2 *************/ |
| 626 | /* M N K */ |
| 627 | b->Args({224 * 224, 64, 64 * 3 * 3}); |
| 628 | /************** Conv 2.1 *************/ |
| 629 | /* M N K */ |
| 630 | b->Args({112 * 112, 128, 64 * 3 * 3}); |
| 631 | /************** Conv 2.2 *************/ |
| 632 | /* M N K */ |
| 633 | b->Args({112 * 112, 128, 128 * 3 * 3}); |
| 634 | /************** Conv 3.1 *************/ |
| 635 | /* M N K */ |
| 636 | b->Args({ 56 * 56, 256, 128 * 3 * 3}); |
| 637 | /************** Conv 3.3 *************/ |
| 638 | /* M N K */ |
| 639 | b->Args({ 56 * 56, 256, 256 * 1 * 1}); |
| 640 | /************** Conv 4.1 *************/ |
| 641 | /* M N K */ |
| 642 | b->Args({ 28 * 28, 512, 256 * 3 * 3}); |
| 643 | /************** Conv 4.2 *************/ |
| 644 | /* M N K */ |
| 645 | b->Args({ 28 * 28, 512, 512 * 3 * 3}); |
| 646 | /************** Conv 4.3 *************/ |
| 647 | /* M N K */ |
| 648 | b->Args({ 28 * 28, 512, 512 * 1 * 1}); |
| 649 | /************** Conv 5.X *************/ |
| 650 | /* M N K */ |
| 651 | b->Args({ 14 * 14, 512, 512 * 3 * 3}); |
| 652 | /************** Conv 5.3 *************/ |
| 653 | /* M N K */ |
| 654 | b->Args({ 14 * 14, 512, 512 * 1 * 1}); |
| 655 | } |
| 656 | |
| 657 | // SRCNN (9-1-5) |
| 658 | static void SRCNN915GemmArguments(benchmark::internal::Benchmark* b) { |
| 659 | b->ArgNames({"M", "N", "K"}); |
| 660 | |
| 661 | /* M N K */ |
| 662 | b->Args({376 * 376, 64, 1 * 9 * 9}); |
| 663 | b->Args({376 * 376, 32, 64 * 1 * 1}); |
| 664 | b->Args({372 * 372, 1, 32 * 5 * 5}); |
| 665 | } |
| 666 | |
| 667 | // SRCNN (9-3-5) |
| 668 | static void SRCNN935GemmArguments(benchmark::internal::Benchmark* b) { |
| 669 | b->ArgNames({"M", "N", "K"}); |
| 670 | |
| 671 | /* M N K */ |
| 672 | b->Args({376 * 376, 64, 1 * 9 * 9}); |
| 673 | b->Args({374 * 374, 32, 64 * 3 * 3}); |
| 674 | b->Args({370 * 370, 1, 32 * 5 * 5}); |
| 675 | } |
| 676 | |
| 677 | // SRCNN (9-5-5) |
| 678 | static void SRCNN955GemmArguments(benchmark::internal::Benchmark* b) { |
| 679 | b->ArgNames({"M", "N", "K"}); |
| 680 | |
| 681 | /* M N K */ |
| 682 | b->Args({376 * 376, 64, 1 * 9 * 9}); |
| 683 | b->Args({372 * 372, 32, 64 * 5 * 5}); |
| 684 | b->Args({368 * 368, 1, 32 * 5 * 5}); |
| 685 | } |