| // Copyright (c) Facebook, Inc. and its affiliates. |
| // All rights reserved. |
| // |
| // Copyright 2019 Google LLC |
| // |
| // This source code is licensed under the BSD-style license found in the |
| // LICENSE file in the root directory of this source tree. |
| |
| #pragma once |
| |
| #include <benchmark/benchmark.h> |
| |
| |
| #define BENCHMARK_CONV(conv_fn) \ |
| BENCHMARK_CAPTURE(conv_fn, mobilenet_v1, "MobileNet v1")->Apply(MobileNetV1ConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(conv_fn, mobilenet_v2, "MobileNet v2")->Apply(MobileNetV2ConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(conv_fn, mobilenet_v3_small, "MobileNet v3 Small")->Apply(MobileNetV3SmallConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(conv_fn, mobilenet_v3_large, "MobileNet v3 Large")->Apply(MobileNetV3LargeConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(conv_fn, shufflenet_v1_g1, "ShuffleNet v1 (1 group)")->Apply(ShuffleNetV1G1ConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(conv_fn, shufflenet_v1_g2, "ShuffleNet v1 (2 groups)")->Apply(ShuffleNetV1G2ConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(conv_fn, shufflenet_v1_g3, "ShuffleNet v1 (3 groups)")->Apply(ShuffleNetV1G3ConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(conv_fn, shufflenet_v1_g4, "ShuffleNet v1 (4 groups)")->Apply(ShuffleNetV1G4ConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(conv_fn, shufflenet_v1_g8, "ShuffleNet v1 (8 groups)")->Apply(ShuffleNetV1G8ConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(conv_fn, shufflenet_v2_x05, "ShuffleNet v2 0.5X")->Apply(ShuffleNetV2X05ConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(conv_fn, shufflenet_v2_x10, "ShuffleNet v2 1.0X")->Apply(ShuffleNetV2X10ConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(conv_fn, shufflenet_v2_x15, "ShuffleNet v2 1.5X")->Apply(ShuffleNetV2X15ConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(conv_fn, shufflenet_v2_x20, "ShuffleNet v2 2.0X")->Apply(ShuffleNetV2X20ConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(conv_fn, inception_v3, "Inception v3")->Apply(InceptionV3ConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(conv_fn, resnet18, "ResNet-18")->Apply(ResNet18ConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(conv_fn, resnet50, "ResNet-50")->Apply(ResNet50ConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(conv_fn, squeezenet_v10, "SqueezeNet 1.0")->Apply(SqueezeNetV10ConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(conv_fn, squeezenet_v11, "SqueezeNet 1.1")->Apply(SqueezeNetV11ConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(conv_fn, vgg, "VGG")->Apply(VGGConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(conv_fn, srcnn915, "SRCNN (9-1-5)")->Apply(SRCNN915ConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(conv_fn, srcnn935, "SRCNN (9-3-5)")->Apply(SRCNN935ConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(conv_fn, srcnn955, "SRCNN (9-5-5)")->Apply(SRCNN955ConvArguments)->UseRealTime(); |
| |
| |
| // ShuffleNet v1 with 1 group. |
| static void ShuffleNetV1G1ConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"}); |
| |
| /*********************** Conv 1 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 24}); |
| /*************** Stage 2: stride-2 unit **************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 36}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 36, 120}); |
| /*************** Stage 2: stride-1 units *************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 144, 36}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 36, 144}); |
| /*************** Stage 3: stride-2 unit **************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 144, 72}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 72, 144}); |
| /*************** Stage 3: stride-1 units *************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 288, 72}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 72, 288}); |
| /*************** Stage 4: stride-2 unit **************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 288, 144}); |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 144, 288}); |
| /*************** Stage 4: stride-1 units *************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 576, 144}); |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 144, 576}); |
| } |
| |
| // ShuffleNet v1 with 2 groups. |
| static void ShuffleNetV1G2ConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"}); |
| |
| /*********************** Conv 1 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 24}); |
| /*************** Stage 2: stride-2 unit **************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 50}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 25, 88}); |
| /*************** Stage 2: stride-1 units *************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 100, 25}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 25, 100}); |
| /*************** Stage 3: stride-2 unit **************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 100, 50}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 50, 100}); |
| /*************** Stage 3: stride-1 units *************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 200, 50}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 50, 200}); |
| /*************** Stage 4: stride-2 unit **************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 200, 100}); |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 100, 200}); |
| /*************** Stage 4: stride-1 units *************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 400, 100}); |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 100, 400}); |
| } |
| |
| // ShuffleNet v1 with 3 groups. |
| static void ShuffleNetV1G3ConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"}); |
| |
| /*********************** Conv 1 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 24}); |
| /*************** Stage 2: stride-2 unit **************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 60}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 20, 72}); |
| /*************** Stage 2: stride-1 units *************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 80, 20}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 20, 80}); |
| /*************** Stage 3: stride-2 unit **************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 80, 40}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 40, 80}); |
| /*************** Stage 3: stride-1 units *************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 160, 40}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 40, 160}); |
| /*************** Stage 4: stride-2 unit **************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 160, 80}); |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 80, 160}); |
| /*************** Stage 4: stride-1 units *************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 320, 80}); |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 80, 320}); |
| } |
| |
| // ShuffleNet v1 with 4 groups. |
| static void ShuffleNetV1G4ConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"}); |
| |
| /*********************** Conv 1 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 24}); |
| /*************** Stage 2: stride-2 unit **************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 68}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 17, 62}); |
| /*************** Stage 2: stride-1 units *************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 68, 17}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 17, 68}); |
| /*************** Stage 3: stride-2 unit **************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 68, 34}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 34, 68}); |
| /*************** Stage 3: stride-1 units *************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 136, 34}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 34, 136}); |
| /*************** Stage 4: stride-2 unit **************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 136, 68}); |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 68, 136}); |
| /*************** Stage 4: stride-1 units *************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 272, 68}); |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 68, 272}); |
| } |
| |
| // ShuffleNet v1 with 8 groups. |
| static void ShuffleNetV1G8ConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"}); |
| |
| /*********************** Conv 1 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 24}); |
| /*************** Stage 2: stride-2 unit **************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 96}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 12, 45}); |
| /*************** Stage 2: stride-1 units *************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 48, 12}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 12, 48}); |
| /*************** Stage 3: stride-2 unit **************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 48, 24}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 24, 48}); |
| /*************** Stage 3: stride-1 units *************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 96, 24}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 24, 96}); |
| /*************** Stage 4: stride-2 unit **************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 96, 48}); |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 48, 96}); |
| /*************** Stage 4: stride-1 units *************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 192, 48}); |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 48, 192}); |
| } |
| |
| // ShuffleNet v2 (0.5X scale). |
| static void ShuffleNetV2X05ConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"}); |
| |
| /*********************** Conv 1 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 24}); |
| /********************** Stage 2 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 24, 24}); |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 24}); |
| /********************** Stage 3 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 48, 48}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 48, 48}); |
| /********************** Stage 4 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 96, 96}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 96, 96}); |
| /*********************** Conv 5 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 192, 1024}); |
| } |
| |
| // ShuffleNet v2 (1.0X scale). |
| static void ShuffleNetV2X10ConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"}); |
| |
| /*********************** Conv 1 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 24}); |
| /********************** Stage 2 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 24, 58}); |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 58}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 58, 58}); |
| /********************** Stage 3 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 116, 116}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 116, 116}); |
| /********************** Stage 4 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 232, 232}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 232, 232}); |
| /*********************** Conv 5 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 464, 1024}); |
| } |
| |
| // ShuffleNet v2 (1.5X scale). |
| static void ShuffleNetV2X15ConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"}); |
| |
| /*********************** Conv 1 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 24}); |
| /********************** Stage 2 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 24, 88}); |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 88}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 88, 88}); |
| /********************** Stage 3 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 176, 176}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 176, 176}); |
| /********************** Stage 4 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 352, 352}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 352, 352}); |
| /*********************** Conv 5 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 704, 1024}); |
| } |
| |
| // ShuffleNet v2 (2.0X scale). |
| static void ShuffleNetV2X20ConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"}); |
| |
| /*********************** Conv 1 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 24}); |
| /********************** Stage 2 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 24, 122}); |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 122}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 122, 122}); |
| /********************** Stage 3 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 244, 244}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 244, 244}); |
| /********************** Stage 4 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 488, 488}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 488, 488}); |
| /*********************** Conv 5 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 976, 2048}); |
| } |
| |
| static void MobileNetV1ConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"}); |
| |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 32}); |
| b->Args({112, 112, 1, 1, 0, 0, 1, 1, 32, 64}); |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 64, 128}); |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 128, 128}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 128, 256}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 256, 256}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 256, 512}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 512, 512}); |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 512, 1024}); |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 1024, 1024}); |
| } |
| |
| static void MobileNetV2ConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"}); |
| |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 32}); |
| |
| /******************** Bottleneck 1 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({112, 112, 1, 1, 0, 0, 1, 1, 32, 16}); |
| |
| /******************** Bottleneck 2 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({112, 112, 1, 1, 0, 0, 1, 1, 16, 96}); |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 96, 24}); |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 144}); |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 144, 24}); |
| |
| /******************** Bottleneck 3 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| //b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 144}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 144, 32}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 32, 192}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 192, 32}); |
| //b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 32, 192}); |
| //b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 192, 32}); |
| |
| /******************** Bottleneck 4 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| //b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 32, 192}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 192, 64}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 64, 384}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 384, 64}); |
| //b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 64, 384}); |
| //b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 384, 64}); |
| //b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 64, 384}); |
| //b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 384, 64}); |
| |
| /******************** Bottleneck 5 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| //b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 64, 384}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 384, 96}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 96, 576}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 576, 96}); |
| //b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 96, 576}); |
| //b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 576, 96}); |
| |
| /******************** Bottleneck 6 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| //b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 96, 576}); |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 576, 160}); |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 160, 960}); |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 960, 160}); |
| //b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 160, 960}); |
| //b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 960, 160}); |
| |
| /******************** Bottleneck 7 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| //b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 160, 960}); |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 960, 320}); |
| |
| /**************** Pre-pooling Conv2D *****************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 320, 1280}); |
| /**************** Post-pooling Conv2D ****************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 1280, 1000}); |
| } |
| |
| static void MobileNetV3SmallConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"}); |
| |
| /******************* Initial Stage *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 16}); |
| /******************** Bottleneck 1 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 16, 8}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 8, 16}); |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 16, 16}); |
| /******************** Bottleneck 2 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 16, 72}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 72, 24}); |
| /******************** Bottleneck 3 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 24, 88}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 88, 24}); |
| /******************** Bottleneck 4 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 24, 96}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 96, 24}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 24, 96}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 96, 40}); |
| /******************** Bottleneck 5 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 40, 240}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 240, 64}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 64, 240}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 240, 40}); |
| /******************** Bottleneck 6 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| //b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 40, 240}); |
| //b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 240, 64}); |
| //b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 64, 240}); |
| //b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 240, 40}); |
| /******************** Bottleneck 7 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 40, 120}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 120, 32}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 32, 120}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 120, 48}); |
| /******************** Bottleneck 8 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 48, 144}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 144, 40}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 40, 144}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 144, 48}); |
| /******************** Bottleneck 9 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 48, 288}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 288, 72}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 72, 288}); |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 288, 96}); |
| /******************* Bottleneck 10 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 96, 576}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 576, 144}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 144, 576}); |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 576, 96}); |
| /******************* Bottleneck 11 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| //b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 96, 576}); |
| //b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 576, 144}); |
| //b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 144, 576}); |
| //b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 576, 96}); |
| /********************* Last Stage ********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| //b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 96, 576}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 576, 1024}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 1024, 1001}); |
| } |
| |
| static void MobileNetV3LargeConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"}); |
| |
| /******************* Initial Stage *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 16}); |
| /******************** Bottleneck 1 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({112, 112, 1, 1, 0, 0, 1, 1, 16, 16}); |
| /******************** Bottleneck 2 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({112, 112, 1, 1, 0, 0, 1, 1, 16, 64}); |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 64, 24}); |
| /******************** Bottleneck 3 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 72}); |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 72, 24}); |
| /******************** Bottleneck 4 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| //b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 72});*/ |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 72, 24}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 24, 72}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 72, 40}); |
| /******************** Bottleneck 5 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 40, 120}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 120, 32}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 32, 120}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 120, 40}); |
| /******************** Bottleneck 6 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| //b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 40, 120}); |
| //b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 120, 32}); |
| //b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 32, 120}); |
| //b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 120, 40}); |
| /******************** Bottleneck 7 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 40, 240}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 240, 80}); |
| /******************** Bottleneck 8 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 80, 200}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 200, 80}); |
| /******************** Bottleneck 9 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 80, 184}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 184, 80}); |
| /******************* Bottleneck 10 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| //b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 80, 184}); |
| //b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 184, 80}); |
| /******************* Bottleneck 11 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 80, 480}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 480, 120}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 120, 480}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 480, 112}); |
| /******************* Bottleneck 12 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 112, 672}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 672, 168}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 168, 672}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 672, 112}); |
| /******************* Bottleneck 13 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| //b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 112, 672}); |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 672, 160}); |
| /******************* Bottleneck 14 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 160, 960}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 960, 240}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 240, 960}); |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 960, 160}); |
| /******************* Bottleneck 15 *******************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| //b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 160, 960}); |
| //b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 960, 240}); |
| //b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 240, 960}); |
| //b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 960, 160}); |
| /******************** Last Stage *********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| //b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 160, 960}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 960, 1280}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 1280, 1001}); |
| } |
| |
| // SqueezeNet 1.0 |
| static void SqueezeNetV10ConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"}); |
| |
| /*********************** Conv 1 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({224, 224, 7, 7, 6, 6, 2, 1, 3, 96}); |
| /*********************** Fire 2 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 55, 55, 1, 1, 0, 0, 1, 1, 96, 16}); |
| b->Args({ 55, 55, 1, 1, 0, 0, 1, 1, 16, 64}); |
| b->Args({ 55, 55, 3, 3, 2, 2, 1, 1, 16, 64}); |
| /*********************** Fire 3 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 56, 55, 1, 1, 0, 0, 1, 1, 128, 16}); |
| //b->Args({ 55, 55, 1, 1, 0, 0, 1, 1, 16, 64}); |
| //b->Args({ 55, 55, 3, 3, 2, 2, 1, 1, 16, 64}); |
| /*********************** Fire 4 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 55, 55, 1, 1, 0, 0, 1, 1, 128, 32}); |
| b->Args({ 55, 55, 1, 1, 0, 0, 1, 1, 32, 128}); |
| b->Args({ 55, 55, 3, 3, 2, 2, 1, 1, 32, 128}); |
| /*********************** Fire 5 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 256, 32}); |
| b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 32, 128}); |
| b->Args({ 27, 27, 3, 3, 2, 2, 1, 1, 32, 128}); |
| /*********************** Fire 6 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 256, 48}); |
| b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 48, 192}); |
| b->Args({ 27, 27, 3, 3, 2, 2, 1, 1, 48, 192}); |
| /*********************** Fire 7 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 384, 48}); |
| //b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 48, 192}); |
| //b->Args({ 27, 27, 3, 3, 2, 2, 1, 1, 48, 192}); |
| /*********************** Fire 8 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 384, 64}); |
| b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 64, 256}); |
| b->Args({ 27, 27, 3, 3, 2, 2, 1, 1, 64, 256}); |
| /*********************** Fire 9 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 512, 64}); |
| b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 64, 256}); |
| b->Args({ 13, 13, 3, 3, 2, 2, 1, 1, 64, 256}); |
| /********************** Conv 10 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 512, 1000}); |
| } |
| |
| // SqueezeNet 1.1 |
| static void SqueezeNetV11ConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"}); |
| |
| /*********************** Conv 1 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 64}); |
| /*********************** Fire 2 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 55, 55, 1, 1, 0, 0, 1, 1, 64, 16}); |
| b->Args({ 55, 55, 1, 1, 0, 0, 1, 1, 16, 64}); |
| b->Args({ 55, 55, 3, 3, 2, 2, 1, 1, 16, 64}); |
| /*********************** Fire 3 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 55, 55, 1, 1, 0, 0, 1, 1, 128, 16}); |
| //b->Args({ 55, 55, 1, 1, 0, 0, 1, 1, 16, 64}); |
| //b->Args({ 55, 55, 3, 3, 2, 2, 1, 1, 16, 64}); |
| /*********************** Fire 4 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 128, 32}); |
| b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 32, 128}); |
| b->Args({ 27, 27, 3, 3, 2, 2, 1, 1, 32, 128}); |
| /*********************** Fire 5 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 256, 32}); |
| //b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 32, 128}); |
| //b->Args({ 27, 27, 3, 3, 2, 2, 1, 1, 32, 128}); |
| /*********************** Fire 6 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 256, 48}); |
| b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 48, 192}); |
| b->Args({ 13, 13, 3, 3, 2, 2, 1, 1, 48, 192}); |
| /*********************** Fire 7 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 384, 48}); |
| //b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 48, 192}); |
| //b->Args({ 13, 13, 3, 3, 2, 2, 1, 1, 48, 192}); |
| /*********************** Fire 8 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 384, 64}); |
| b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 64, 256}); |
| b->Args({ 13, 13, 3, 3, 2, 2, 1, 1, 64, 256}); |
| /*********************** Fire 9 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 512, 64}); |
| //b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 64, 256}); |
| //b->Args({ 13, 13, 3, 3, 2, 2, 1, 1, 64, 256}); |
| /********************** Conv 10 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 512, 1000}); |
| } |
| |
| static void InceptionV3ConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"}); |
| |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({299, 299, 3, 3, 0, 0, 2, 1, 3, 32}); |
| b->Args({149, 149, 3, 3, 0, 0, 1, 1, 32, 32}); |
| b->Args({147, 147, 3, 3, 2, 2, 1, 1, 32, 64}); |
| b->Args({ 73, 73, 1, 1, 0, 0, 1, 1, 64, 80}); |
| b->Args({ 73, 73, 3, 3, 0, 0, 1, 1, 80, 192}); |
| b->Args({ 35, 35, 1, 1, 0, 0, 1, 1, 192, 64}); |
| b->Args({ 35, 35, 1, 1, 0, 0, 1, 1, 192, 48}); |
| b->Args({ 35, 35, 5, 5, 4, 4, 1, 1, 48, 64}); |
| b->Args({ 35, 35, 3, 3, 2, 2, 1, 1, 64, 96}); |
| b->Args({ 35, 35, 3, 3, 2, 2, 1, 1, 96, 96}); |
| b->Args({ 35, 35, 1, 1, 0, 0, 1, 1, 192, 32}); |
| b->Args({ 35, 35, 1, 1, 0, 0, 1, 1, 256, 64}); |
| b->Args({ 35, 35, 1, 1, 0, 0, 1, 1, 256, 48}); |
| b->Args({ 35, 35, 1, 1, 0, 0, 1, 1, 288, 64}); |
| b->Args({ 35, 35, 1, 1, 0, 0, 1, 1, 288, 48}); |
| b->Args({ 35, 35, 3, 3, 0, 0, 2, 1, 288, 384}); |
| b->Args({ 35, 35, 3, 3, 0, 0, 2, 1, 96, 96}); |
| b->Args({ 17, 17, 1, 1, 0, 0, 1, 1, 768, 192}); |
| b->Args({ 17, 17, 1, 1, 0, 0, 1, 1, 768, 128}); |
| b->Args({ 17, 17, 1, 7, 0, 6, 1, 1, 128, 128}); |
| b->Args({ 17, 17, 7, 1, 6, 0, 1, 1, 128, 192}); |
| b->Args({ 17, 17, 7, 1, 6, 0, 1, 1, 128, 128}); |
| b->Args({ 17, 17, 1, 7, 0, 6, 1, 1, 128, 192}); |
| b->Args({ 17, 17, 1, 1, 0, 0, 1, 1, 768, 160}); |
| b->Args({ 17, 17, 1, 7, 0, 6, 1, 1, 160, 160}); |
| b->Args({ 17, 17, 7, 1, 6, 0, 1, 1, 160, 192}); |
| b->Args({ 17, 17, 7, 1, 6, 0, 1, 1, 160, 160}); |
| b->Args({ 17, 17, 1, 7, 0, 6, 1, 1, 160, 192}); |
| b->Args({ 17, 17, 1, 7, 0, 6, 1, 1, 192, 192}); |
| b->Args({ 17, 17, 7, 1, 6, 0, 1, 1, 192, 192}); |
| b->Args({ 17, 17, 3, 3, 0, 0, 2, 1, 192, 320}); |
| b->Args({ 17, 17, 3, 3, 0, 0, 2, 1, 192, 192}); |
| b->Args({ 8, 8, 1, 1, 0, 0, 1, 1, 1280, 320}); |
| b->Args({ 8, 8, 1, 1, 0, 0, 1, 1, 1280, 384}); |
| b->Args({ 8, 8, 1, 3, 0, 2, 1, 1, 384, 384}); |
| b->Args({ 8, 8, 3, 1, 2, 0, 1, 1, 384, 384}); |
| b->Args({ 8, 8, 1, 1, 0, 0, 1, 1, 1280, 448}); |
| b->Args({ 8, 8, 3, 3, 2, 2, 1, 1, 448, 384}); |
| b->Args({ 8, 8, 1, 1, 0, 0, 1, 1, 1280, 192}); |
| b->Args({ 8, 8, 1, 1, 0, 0, 1, 1, 2048, 320}); |
| b->Args({ 8, 8, 1, 1, 0, 0, 1, 1, 2048, 384}); |
| b->Args({ 8, 8, 1, 1, 0, 0, 1, 1, 2048, 448}); |
| b->Args({ 8, 8, 1, 1, 0, 0, 1, 1, 2048, 192}); |
| b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 2048, 1001}); |
| } |
| |
| static void ResNet18ConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"}); |
| |
| /********************** Conv 1 ***********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({224, 224, 7, 7, 6, 6, 2, 1, 3, 64}); |
| /********************* Conv 2.X **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 56, 56, 3, 3, 2, 2, 1, 1, 64, 64}); |
| /********************* Conv 3.X **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 56, 56, 3, 3, 2, 2, 2, 1, 64, 128}); |
| b->Args({ 28, 28, 3, 3, 2, 2, 1, 1, 128, 128}); |
| b->Args({ 56, 56, 1, 1, 0, 0, 2, 1, 64, 128}); |
| /********************* Conv 4.X **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 3, 3, 2, 2, 2, 1, 128, 256}); |
| b->Args({ 14, 14, 3, 3, 2, 2, 1, 1, 256, 256}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 2, 1, 128, 256}); |
| /********************* Conv 5.X **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 3, 3, 2, 2, 2, 1, 256, 512}); |
| b->Args({ 7, 7, 3, 3, 2, 2, 1, 1, 512, 512}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 2, 1, 256, 512}); |
| } |
| |
| static void ResNet50ConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"}); |
| |
| /********************** Conv 1 ***********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({224, 224, 7, 7, 6, 6, 2, 1, 3, 64}); |
| /********************* Conv 2.1 **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 64, 64}); |
| b->Args({ 56, 56, 3, 3, 2, 2, 1, 1, 64, 64}); |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 64, 256}); |
| //b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 64, 256}); |
| /********************* Conv 2.X **********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 256, 64}); |
| //b->Args({ 56, 56, 3, 3, 2, 2, 1, 1, 64, 64}); |
| //b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 64, 256}); |
| /********************** Conv 3.1 *********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 256, 128}); |
| b->Args({ 56, 56, 3, 3, 2, 2, 2, 1, 128, 128}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 128, 512}); |
| b->Args({ 56, 56, 1, 1, 0, 0, 2, 1, 256, 512}); |
| /********************** Conv 3.X *********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 512, 128}); |
| b->Args({ 28, 28, 3, 3, 2, 2, 1, 1, 128, 128}); |
| //b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 128, 512}); |
| /********************** Conv 4.1 *********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 512, 256}); |
| b->Args({ 28, 28, 3, 3, 2, 2, 2, 1, 256, 256}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 256, 1024}); |
| b->Args({ 28, 28, 1, 1, 0, 0, 2, 1, 512, 1024}); |
| /********************** Conv 4.X *********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 1024, 256}); |
| b->Args({ 14, 14, 3, 3, 2, 2, 1, 1, 256, 256}); |
| //b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 256, 1024}); |
| /********************** Conv 5.1 *********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 1024, 512}); |
| b->Args({ 14, 14, 3, 3, 2, 2, 2, 1, 512, 512}); |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 512, 2048}); |
| b->Args({ 14, 14, 1, 1, 0, 0, 2, 1, 1024, 2048}); |
| /********************** Conv 5.X *********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 2048, 512}); |
| b->Args({ 7, 7, 3, 3, 2, 2, 1, 1, 512, 512}); |
| //b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 512, 2048}); |
| } |
| |
| static void VGGConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"}); |
| |
| /********************** Conv 1.1 *********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({224, 224, 3, 3, 2, 2, 1, 1, 3, 64}); |
| /********************** Conv 1.2 *********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({224, 224, 3, 3, 2, 2, 1, 1, 64, 64}); |
| |
| /********************** Conv 2.1 *********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({112, 112, 3, 3, 2, 2, 1, 1, 64, 128}); |
| /********************** Conv 2.2 *********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({112, 112, 3, 3, 2, 2, 1, 1, 128, 128}); |
| |
| /********************** Conv 3.1 *********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 56, 56, 3, 3, 2, 2, 1, 1, 128, 256}); |
| /********************** Conv 3.2 *********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 56, 56, 3, 3, 2, 2, 1, 1, 256, 256}); |
| /********************** Conv 3.3 *********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 256, 256}); |
| |
| /********************** Conv 4.1 *********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 3, 3, 2, 2, 1, 1, 256, 512}); |
| /********************** Conv 4.2 *********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 3, 3, 2, 2, 1, 1, 512, 512}); |
| /********************** Conv 4.3 *********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 512, 512}); |
| |
| /********************** Conv 5.X *********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 3, 3, 2, 2, 1, 1, 512, 512}); |
| /********************** Conv 5.3 *********************/ |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 512, 512}); |
| } |
| |
| // SRCNN (9-1-5) |
| static void SRCNN915ConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"}); |
| |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({384, 384, 9, 9, 0, 0, 1, 1, 1, 64}); |
| b->Args({376, 376, 1, 1, 0, 0, 1, 1, 64, 32}); |
| b->Args({376, 376, 5, 5, 0, 0, 1, 1, 32, 1}); |
| } |
| |
| // SRCNN (9-3-5) |
| static void SRCNN935ConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"}); |
| |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({384, 384, 9, 9, 0, 0, 1, 1, 1, 64}); |
| b->Args({376, 376, 3, 3, 0, 0, 1, 1, 64, 32}); |
| b->Args({374, 374, 5, 5, 0, 0, 1, 1, 32, 1}); |
| } |
| |
| // SRCNN (9-5-5) |
| static void SRCNN955ConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"}); |
| |
| /* H W KH KW PH PW S D GCin GCout */ |
| b->Args({384, 384, 9, 9, 0, 0, 1, 1, 1, 64}); |
| b->Args({376, 376, 5, 5, 0, 0, 1, 1, 64, 32}); |
| b->Args({372, 372, 5, 5, 0, 0, 1, 1, 32, 1}); |
| } |
