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dwconv.h
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// 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});
}