| // 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_DWCONV(dwconv_fn) \ |
| BENCHMARK_CAPTURE(dwconv_fn, mobilenet_v1, "MobileNet v1")->Apply(MobileNetV1DWConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(dwconv_fn, mobilenet_v2, "MobileNet v2")->Apply(MobileNetV2DWConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(dwconv_fn, mobilenet_v3_small, "MobileNet v3 Small")->Apply(MobileNetV3SmallDWConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(dwconv_fn, mobilenet_v3_large, "MobileNet v3 Large")->Apply(MobileNetV3LargeDWConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(dwconv_fn, shufflenet_v1_g1, "ShuffleNet v1 (1 group)")->Apply(ShuffleNetV1G1DWConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(dwconv_fn, shufflenet_v1_g2, "ShuffleNet v1 (2 groups)")->Apply(ShuffleNetV1G2DWConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(dwconv_fn, shufflenet_v1_g3, "ShuffleNet v1 (3 groups)")->Apply(ShuffleNetV1G3DWConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(dwconv_fn, shufflenet_v1_g4, "ShuffleNet v1 (4 groups)")->Apply(ShuffleNetV1G4DWConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(dwconv_fn, shufflenet_v1_g8, "ShuffleNet v1 (8 groups)")->Apply(ShuffleNetV1G8DWConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(dwconv_fn, shufflenet_v2_x05, "ShuffleNet v2 0.5X")->Apply(ShuffleNetV2X05DWConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(dwconv_fn, shufflenet_v2_x10, "ShuffleNet v2 1.0X")->Apply(ShuffleNetV2X10DWConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(dwconv_fn, shufflenet_v2_x15, "ShuffleNet v2 1.5X")->Apply(ShuffleNetV2X15DWConvArguments)->UseRealTime(); \ |
| BENCHMARK_CAPTURE(dwconv_fn, shufflenet_v2_x20, "ShuffleNet v2 2.0X")->Apply(ShuffleNetV2X20DWConvArguments)->UseRealTime(); |
| |
| |
| // ShuffleNet v1 with 1 group. |
| static void ShuffleNetV1G1DWConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "G"}); |
| |
| /********* Stage 2: stride-2 unit *********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({56, 56, 3, 3, 2, 2, 2, 1, 36}); |
| /********* Stage 2: stride-1 units ********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({28, 28, 3, 3, 2, 2, 2, 1, 36}); |
| /********* Stage 3: stride-2 unit *********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({28, 28, 3, 3, 2, 2, 2, 1, 72}); |
| /********* Stage 3: stride-1 units ********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({14, 14, 3, 3, 2, 2, 2, 1, 72}); |
| /********* Stage 4: stride-2 unit *********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({14, 14, 3, 3, 2, 2, 2, 1, 144}); |
| /********* Stage 4: stride-1 units ********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 7, 7, 3, 3, 2, 2, 2, 1, 144}); |
| } |
| |
| // ShuffleNet v1 with 2 groups. |
| static void ShuffleNetV1G2DWConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "G"}); |
| |
| /********* Stage 2: stride-2 unit *********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({56, 56, 3, 3, 2, 2, 2, 1, 50}); |
| /********* Stage 2: stride-1 units ********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({28, 28, 3, 3, 2, 2, 2, 1, 50}); |
| /********* Stage 3: stride-2 unit *********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({28, 28, 3, 3, 2, 2, 2, 1, 100}); |
| /********* Stage 3: stride-1 units ********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({14, 14, 3, 3, 2, 2, 2, 1, 100}); |
| /********* Stage 4: stride-2 unit *********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({14, 14, 3, 3, 2, 2, 2, 1, 200}); |
| /********* Stage 4: stride-1 units ********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 7, 7, 3, 3, 2, 2, 2, 1, 200}); |
| } |
| |
| // ShuffleNet v1 with 3 groups. |
| static void ShuffleNetV1G3DWConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "G"}); |
| |
| /********* Stage 2: stride-2 unit **********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({56, 56, 3, 3, 2, 2, 2, 1, 60}); |
| /********* Stage 2: stride-1 units *********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({28, 28, 3, 3, 2, 2, 2, 1, 60}); |
| /********* Stage 3: stride-2 unit **********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({28, 28, 3, 3, 2, 2, 2, 1, 120}); |
| /********* Stage 3: stride-1 units *********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({14, 14, 3, 3, 2, 2, 2, 1, 120}); |
| /********* Stage 4: stride-2 unit **********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({14, 14, 3, 3, 2, 2, 2, 1, 240}); |
| /********* Stage 4: stride-1 units *********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 7, 7, 3, 3, 2, 2, 2, 1, 240}); |
| } |
| |
| // ShuffleNet v1 with 4 groups. |
| static void ShuffleNetV1G4DWConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "G"}); |
| |
| /********* Stage 2: stride-2 unit *********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({56, 56, 3, 3, 2, 2, 2, 1, 68}); |
| /********* Stage 2: stride-1 units ********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({28, 28, 3, 3, 2, 2, 2, 1, 68}); |
| /********* Stage 3: stride-2 unit *********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({28, 28, 3, 3, 2, 2, 2, 1, 136}); |
| /********* Stage 3: stride-1 units ********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({14, 14, 3, 3, 2, 2, 2, 1, 136}); |
| /********* Stage 4: stride-2 unit *********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({14, 14, 3, 3, 2, 2, 2, 1, 272}); |
| /********* Stage 4: stride-1 units ********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 7, 7, 3, 3, 2, 2, 2, 1, 272}); |
| } |
| |
| // ShuffleNet v1 with 8 groups. |
| static void ShuffleNetV1G8DWConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "G"}); |
| |
| /********* Stage 2: stride-2 unit *********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({56, 56, 3, 3, 2, 2, 2, 1, 96}); |
| /********* Stage 2: stride-1 units ********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({28, 28, 3, 3, 2, 2, 2, 1, 96}); |
| /********* Stage 3: stride-2 unit *********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({28, 28, 3, 3, 2, 2, 2, 1, 192}); |
| /********* Stage 3: stride-1 units ********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({14, 14, 3, 3, 2, 2, 2, 1, 192}); |
| /********* Stage 4: stride-2 unit *********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({14, 14, 3, 3, 2, 2, 2, 1, 384}); |
| /********* Stage 4: stride-1 units ********/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 7, 7, 3, 3, 2, 2, 2, 1, 384}); |
| } |
| |
| // ShuffleNet v2 (0.5X scale) |
| static void ShuffleNetV2X05DWConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "G"}); |
| |
| /**************** Stage 2 *****************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({56, 56, 3, 3, 2, 2, 2, 1, 24}); |
| b->Args({28, 28, 3, 3, 2, 2, 1, 1, 24}); |
| /**************** Stage 3 *****************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({28, 28, 3, 3, 2, 2, 2, 1, 48}); |
| b->Args({14, 14, 3, 3, 2, 2, 1, 1, 48}); |
| /**************** Stage 4 *****************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({14, 14, 3, 3, 2, 2, 2, 1, 96}); |
| b->Args({ 7, 7, 3, 3, 2, 2, 1, 1, 96}); |
| } |
| |
| // ShuffleNet v2 (1.0X scale) |
| static void ShuffleNetV2X10DWConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "G"}); |
| |
| /**************** Stage 2 *****************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({56, 56, 3, 3, 2, 2, 2, 1, 24}); |
| b->Args({56, 56, 3, 3, 2, 2, 2, 1, 58}); |
| b->Args({28, 28, 3, 3, 2, 2, 1, 1, 58}); |
| /**************** Stage 3 *****************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({28, 28, 3, 3, 2, 2, 2, 1, 116}); |
| b->Args({14, 14, 3, 3, 2, 2, 1, 1, 116}); |
| /**************** Stage 4 *****************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({14, 14, 3, 3, 2, 2, 2, 1, 232}); |
| b->Args({ 7, 7, 3, 3, 2, 2, 1, 1, 232}); |
| } |
| |
| // ShuffleNet v2 (1.5X scale) |
| static void ShuffleNetV2X15DWConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "G"}); |
| |
| /**************** Stage 2 *****************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({56, 56, 3, 3, 2, 2, 2, 1, 24}); |
| b->Args({56, 56, 3, 3, 2, 2, 2, 1, 88}); |
| b->Args({28, 28, 3, 3, 2, 2, 1, 1, 88}); |
| /**************** Stage 3 *****************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({28, 28, 3, 3, 2, 2, 2, 1, 176}); |
| b->Args({14, 14, 3, 3, 2, 2, 1, 1, 176}); |
| /**************** Stage 4 *****************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({14, 14, 3, 3, 2, 2, 2, 1, 352}); |
| b->Args({ 7, 7, 3, 3, 2, 2, 1, 1, 352}); |
| } |
| |
| // ShuffleNet v2 (2.0X scale) |
| static void ShuffleNetV2X20DWConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "G"}); |
| |
| /***************** Stage 2 ****************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({56, 56, 3, 3, 2, 2, 2, 1, 24}); |
| b->Args({56, 56, 3, 3, 2, 2, 2, 1, 122}); |
| b->Args({28, 28, 3, 3, 2, 2, 1, 1, 122}); |
| /***************** Stage 3 ****************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({28, 28, 3, 3, 2, 2, 2, 1, 244}); |
| b->Args({14, 14, 3, 3, 2, 2, 1, 1, 244}); |
| /***************** Stage 4 ****************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({14, 14, 3, 3, 2, 2, 2, 1, 488}); |
| b->Args({ 7, 7, 3, 3, 2, 2, 1, 1, 488}); |
| } |
| |
| static void MobileNetV1DWConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "G"}); |
| |
| /* H W KH KW PH PW S D G */ |
| b->Args({112, 112, 3, 3, 2, 2, 1, 1, 32}); |
| b->Args({112, 112, 3, 3, 2, 2, 2, 1, 64}); |
| b->Args({ 56, 56, 3, 3, 2, 2, 1, 1, 128}); |
| b->Args({ 56, 56, 3, 3, 2, 2, 2, 1, 128}); |
| b->Args({ 28, 28, 3, 3, 2, 2, 1, 1, 256}); |
| b->Args({ 28, 28, 3, 3, 2, 2, 2, 1, 256}); |
| b->Args({ 14, 14, 3, 3, 2, 2, 1, 1, 512}); |
| b->Args({ 14, 14, 3, 3, 2, 2, 2, 1, 512}); |
| b->Args({ 7, 7, 3, 3, 2, 2, 1, 1, 1024}); |
| } |
| |
| static void MobileNetV2DWConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "G"}); |
| |
| /**************** Bottleneck 1 ***************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({112, 112, 3, 3, 2, 2, 1, 1, 32}); |
| |
| /**************** Bottleneck 2 ***************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({112, 112, 3, 3, 2, 2, 2, 1, 96}); |
| b->Args({ 56, 56, 3, 3, 2, 2, 1, 1, 144}); |
| |
| /**************** Bottleneck 3 ***************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 56, 56, 3, 3, 2, 2, 2, 1, 144}); |
| b->Args({ 28, 28, 3, 3, 2, 2, 1, 1, 192}); |
| //b->Args({ 28, 28, 3, 3, 2, 2, 1, 1, 192}); |
| |
| /**************** Bottleneck 4 ***************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 28, 28, 3, 3, 2, 2, 2, 1, 192}); |
| b->Args({ 14, 14, 3, 3, 2, 2, 1, 1, 384}); |
| //b->Args({ 14, 14, 3, 3, 2, 2, 1, 1, 384}); |
| //b->Args({ 14, 14, 3, 3, 2, 2, 1, 1, 384}); |
| |
| /**************** Bottleneck 5 ***************/ |
| /* H W KH KW PH PW S D G */ |
| //b->Args({ 14, 14, 3, 3, 2, 2, 1, 1, 384}); |
| b->Args({ 14, 14, 3, 3, 2, 2, 1, 1, 576}); |
| //b->Args({ 14, 14, 3, 3, 2, 2, 1, 1, 576}); |
| |
| /**************** Bottleneck 6 ***************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 14, 14, 3, 3, 2, 2, 2, 1, 576}); |
| b->Args({ 7, 7, 3, 3, 2, 2, 1, 1, 960}); |
| //b->Args({ 7, 7, 3, 3, 2, 2, 1, 1, 960}); |
| |
| /**************** Bottleneck 7 ***************/ |
| /* H W KH KW PH PW S D G */ |
| //b->Args({ 7, 7, 3, 3, 2, 2, 1, 1, 960}); |
| } |
| |
| static void MobileNetV3SmallDWConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "G"}); |
| |
| /*************** Bottleneck 1 ***************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({112, 112, 3, 3, 2, 2, 2, 1, 16}); |
| /*************** Bottleneck 2 ***************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 56, 56, 3, 3, 2, 2, 2, 1, 72}); |
| /*************** Bottleneck 3 ***************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 28, 28, 3, 3, 2, 2, 1, 1, 88}); |
| /*************** Bottleneck 4 ***************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 28, 28, 5, 5, 4, 4, 2, 1, 96}); |
| /*************** Bottleneck 5 ***************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 14, 14, 5, 5, 4, 4, 1, 1, 240}); |
| /*************** Bottleneck 6 ***************/ |
| /* H W KH KW PH PW S D G */ |
| //b->Args({ 14, 14, 5, 5, 4, 4, 1, 1, 240}); |
| /*************** Bottleneck 7 ***************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 14, 14, 5, 5, 4, 4, 1, 1, 120}); |
| /*************** Bottleneck 8 ***************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 14, 14, 5, 5, 4, 4, 1, 1, 144}); |
| /*************** Bottleneck 9 ***************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 14, 14, 5, 5, 4, 4, 2, 1, 288}); |
| /*************** Bottleneck 10 **************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 7, 7, 5, 5, 4, 4, 1, 1, 576}); |
| /*************** Bottleneck 11 **************/ |
| /* H W KH KW PH PW S D G */ |
| //b->Args({ 7, 7, 5, 5, 4, 4, 1, 1, 576}); |
| } |
| |
| static void MobileNetV3LargeDWConvArguments(benchmark::internal::Benchmark* b) { |
| b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "G"}); |
| |
| /*************** Bottleneck 1 ***************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({112, 112, 3, 3, 2, 2, 1, 1, 16}); |
| /*************** Bottleneck 2 ***************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({112, 112, 3, 3, 2, 2, 2, 1, 64}); |
| /*************** Bottleneck 3 ***************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 56, 56, 3, 3, 2, 2, 1, 1, 72}); |
| /*************** Bottleneck 4 ***************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 56, 56, 5, 5, 4, 4, 2, 1, 72}); |
| /*************** Bottleneck 5 ***************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 28, 28, 5, 5, 4, 4, 1, 1, 120}); |
| /*************** Bottleneck 6 ***************/ |
| /* H W KH KW PH PW S D G */ |
| //b->Args({ 28, 28, 5, 5, 4, 4, 1, 1, 120}); |
| /*************** Bottleneck 7 ***************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 28, 28, 3, 3, 2, 2, 2, 1, 240}); |
| /*************** Bottleneck 8 ***************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 14, 14, 3, 3, 2, 2, 1, 1, 200}); |
| /*************** Bottleneck 9 ***************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 14, 14, 3, 3, 2, 2, 1, 1, 184}); |
| /*************** Bottleneck 10 **************/ |
| /* H W KH KW PH PW S D G */ |
| //b->Args({ 14, 14, 3, 3, 2, 2, 1, 1, 184}); |
| /*************** Bottleneck 11 **************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 14, 14, 3, 3, 2, 2, 1, 1, 480}); |
| /*************** Bottleneck 12 **************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 14, 14, 3, 3, 2, 2, 1, 1, 672}); |
| /*************** Bottleneck 13 **************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 14, 14, 5, 5, 4, 4, 2, 1, 672}); |
| /*************** Bottleneck 14 **************/ |
| /* H W KH KW PH PW S D G */ |
| b->Args({ 7, 7, 5, 5, 4, 4, 1, 1, 960}); |
| /*************** Bottleneck 15 **************/ |
| /* H W KH KW PH PW S D G */ |
| //b->Args({ 7, 7, 5, 5, 4, 4, 1, 1, 960}); |
| } |
