Gitiles
Code Review Sign In
gerrit-public.fairphone.software / platform / external / XNNPACK / 83844ae8d98cd31e3018f7c53875a87285e50904 / . / bench / spmm.h
blob: 783fc0ea7f1d286b1d23fa6e1c4359183bae7017 [file] [log] [blame]
// Copyright 2020 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_SPMM(spmm_fn) \
BENCHMARK_CAPTURE(spmm_fn, mobilenet_v1, "MobileNet v1")->Apply(MobileNetV1SpmmArguments)->UseRealTime(); \
BENCHMARK_CAPTURE(spmm_fn, mobilenet_v2, "MobileNet v2")->Apply(MobileNetV2SpmmArguments)->UseRealTime(); \
BENCHMARK_CAPTURE(spmm_fn, mobilenet_v3_small, "MobileNet v3 Small")->Apply(MobileNetV3SmallSpmmArguments)->UseRealTime(); \
BENCHMARK_CAPTURE(spmm_fn, mobilenet_v3_large, "MobileNet v3 Large")->Apply(MobileNetV3LargeSpmmArguments)->UseRealTime(); \
BENCHMARK_CAPTURE(spmm_fn, shufflenet_v1_g1, "ShuffleNet v1 (1 group)")->Apply(ShuffleNetV1G1SpmmArguments)->UseRealTime(); \
BENCHMARK_CAPTURE(spmm_fn, shufflenet_v1_g2, "ShuffleNet v1 (2 groups)")->Apply(ShuffleNetV1G2SpmmArguments)->UseRealTime(); \
BENCHMARK_CAPTURE(spmm_fn, shufflenet_v1_g3, "ShuffleNet v1 (3 groups)")->Apply(ShuffleNetV1G3SpmmArguments)->UseRealTime(); \
BENCHMARK_CAPTURE(spmm_fn, shufflenet_v1_g4, "ShuffleNet v1 (4 groups)")->Apply(ShuffleNetV1G4SpmmArguments)->UseRealTime(); \
BENCHMARK_CAPTURE(spmm_fn, shufflenet_v1_g8, "ShuffleNet v1 (8 groups)")->Apply(ShuffleNetV1G8SpmmArguments)->UseRealTime(); \
BENCHMARK_CAPTURE(spmm_fn, shufflenet_v2_x05, "ShuffleNet v2 0.5X")->Apply(ShuffleNetV2X05SpmmArguments)->UseRealTime(); \
BENCHMARK_CAPTURE(spmm_fn, shufflenet_v2_x10, "ShuffleNet v2 1.0X")->Apply(ShuffleNetV2X10SpmmArguments)->UseRealTime(); \
BENCHMARK_CAPTURE(spmm_fn, shufflenet_v2_x15, "ShuffleNet v2 1.5X")->Apply(ShuffleNetV2X15SpmmArguments)->UseRealTime(); \
BENCHMARK_CAPTURE(spmm_fn, shufflenet_v2_x20, "ShuffleNet v2 2.0X")->Apply(ShuffleNetV2X20SpmmArguments)->UseRealTime();
// ShuffleNet v1 with 1 group.
static void ShuffleNetV1G1SpmmArguments(benchmark::internal::Benchmark* b) {
b->ArgNames({"M", "N", "K"});
/* M N K */
b->Args({56 * 56, 36, 24});
b->Args({28 * 28, 120, 36});
b->Args({28 * 28, 36, 144});
b->Args({28 * 28, 144, 36});
b->Args({28 * 28, 72, 144});
b->Args({14 * 14, 144, 72});
b->Args({14 * 14, 72, 288});
b->Args({14 * 14, 288, 72});
b->Args({14 * 14, 144, 288});
b->Args({ 7 * 7, 288, 144});
b->Args({ 7 * 7, 144, 576});
b->Args({ 7 * 7, 576, 144});
}
// ShuffleNet v1 with 2 groups.
static void ShuffleNetV1G2SpmmArguments(benchmark::internal::Benchmark* b) {
b->ArgNames({"M", "N", "K"});
/* M N K */
b->Args({56 * 56, 50, 24});
b->Args({28 * 28, 88, 25});
b->Args({28 * 28, 25, 100});
b->Args({28 * 28, 100, 25});
b->Args({28 * 28, 50, 100});
b->Args({14 * 14, 100, 50});
b->Args({14 * 14, 50, 200});
b->Args({14 * 14, 200, 50});
b->Args({14 * 14, 100, 200});
b->Args({ 7 * 7, 200, 100});
b->Args({ 7 * 7, 100, 400});
b->Args({ 7 * 7, 400, 100});
}
// ShuffleNet v1 with 3 groups.
static void ShuffleNetV1G3SpmmArguments(benchmark::internal::Benchmark* b) {
b->ArgNames({"M", "N", "K"});
/* M N K */
b->Args({56 * 56, 60, 24});
b->Args({28 * 28, 72, 20});
b->Args({28 * 28, 20, 80});
b->Args({28 * 28, 80, 20});
b->Args({28 * 28, 40, 80});
b->Args({14 * 14, 80, 40});
b->Args({14 * 14, 40, 160});
b->Args({14 * 14, 160, 40});
b->Args({14 * 14, 80, 160});
b->Args({ 7 * 7, 160, 80});
b->Args({ 7 * 7, 80, 320});
b->Args({ 7 * 7, 320, 80});
}
// ShuffleNet v1 with 4 groups.
static void ShuffleNetV1G4SpmmArguments(benchmark::internal::Benchmark* b) {
b->ArgNames({"M", "N", "K"});
/* M N K */
b->Args({56 * 56, 68, 24});
b->Args({28 * 28, 62, 17});
b->Args({28 * 28, 17, 68});
b->Args({28 * 28, 68, 17});
b->Args({28 * 28, 34, 68});
b->Args({14 * 14, 68, 34});
b->Args({14 * 14, 34, 136});
b->Args({14 * 14, 136, 34});
b->Args({14 * 14, 68, 136});
b->Args({ 7 * 7, 136, 68});
b->Args({ 7 * 7, 68, 272});
b->Args({ 7 * 7, 272, 68});
}
// ShuffleNet v1 with 8 groups.
static void ShuffleNetV1G8SpmmArguments(benchmark::internal::Benchmark* b) {
b->ArgNames({"M", "N", "K"});
/* M N K */
b->Args({56 * 56, 96, 24});
b->Args({28 * 28, 45, 12});
b->Args({28 * 28, 12, 48});
b->Args({28 * 28, 48, 12});
b->Args({28 * 28, 24, 48});
b->Args({14 * 14, 48, 24});
b->Args({14 * 14, 24, 96});
b->Args({14 * 14, 96, 24});
b->Args({14 * 14, 48, 96});
b->Args({ 7 * 7, 96, 48});
b->Args({ 7 * 7, 48, 192});
b->Args({ 7 * 7, 192, 48});
}
// ShuffleNet v2 (0.5X scale)
static void ShuffleNetV2X05SpmmArguments(benchmark::internal::Benchmark* b) {
b->ArgNames({"M", "N", "K"});
/* M N K */
b->Args({56 * 56, 24, 24});
b->Args({28 * 28, 24, 24});
b->Args({28 * 28, 48, 48});
b->Args({14 * 14, 48, 48});
b->Args({14 * 14, 96, 96});
b->Args({ 7 * 7, 96, 96});
b->Args({ 7 * 7, 1024, 192});
}
// ShuffleNet v2 (1.0X scale)
static void ShuffleNetV2X10SpmmArguments(benchmark::internal::Benchmark* b) {
b->ArgNames({"M", "N", "K"});
/* M N K */
b->Args({56 * 56, 58, 24});
b->Args({28 * 28, 58, 24});
b->Args({28 * 28, 58, 58});
b->Args({14 * 14, 116, 116});
b->Args({14 * 14, 116, 116});
b->Args({14 * 14, 232, 232});
b->Args({ 7 * 7, 232, 232});
b->Args({ 7 * 7, 1024, 464});
}
// ShuffleNet v2 (1.5X scale)
static void ShuffleNetV2X15SpmmArguments(benchmark::internal::Benchmark* b) {
b->ArgNames({"M", "N", "K"});
/* M N K */
b->Args({56 * 56, 88, 24});
b->Args({28 * 28, 88, 24});
b->Args({28 * 28, 88, 88});
b->Args({28 * 28, 176, 176});
b->Args({14 * 14, 176, 176});
b->Args({14 * 14, 352, 352});
b->Args({ 7 * 7, 352, 352});
b->Args({ 7 * 7, 1024, 704});
}
// ShuffleNet v2 (2.0X scale)
static void ShuffleNetV2X20SpmmArguments(benchmark::internal::Benchmark* b) {
b->ArgNames({"M", "N", "K"});
/* M N K */
b->Args({56 * 56, 122, 24});
b->Args({28 * 28, 122, 24});
b->Args({28 * 28, 122, 122});
b->Args({28 * 28, 244, 244});
b->Args({14 * 14, 244, 244});
b->Args({14 * 14, 488, 488});
b->Args({ 7 * 7, 488, 488});
b->Args({ 7 * 7, 2048, 976});
}
static void MobileNetV1SpmmArguments(benchmark::internal::Benchmark* b) {
b->ArgNames({"M", "N", "K"});
/* M N K */
b->Args({112 * 112, 64, 32});
b->Args({ 56 * 56, 128, 64});
b->Args({ 56 * 56, 128, 128});
b->Args({ 28 * 28, 256, 128});
b->Args({ 28 * 28, 256, 256});
b->Args({ 14 * 14, 512, 256});
b->Args({ 14 * 14, 512, 512});
b->Args({ 7 * 7, 1024, 512});
b->Args({ 7 * 7, 1024, 1024});
}
static void MobileNetV2SpmmArguments(benchmark::internal::Benchmark* b) {
b->ArgNames({"M", "N", "K"});
/******** Bottleneck 1 *******/
/* M N K */
b->Args({112 * 112, 16, 32});
/******** Bottleneck 2 *******/
/* M N K */
b->Args({112 * 112, 96, 16});
b->Args({ 56 * 56, 24, 96});
b->Args({ 56 * 56, 144, 24});
b->Args({ 56 * 56, 24, 144});
/******** Bottleneck 3 *******/
/* M N K */
b->Args({ 28 * 28, 32, 144});
b->Args({ 28 * 28, 192, 32});
b->Args({ 28 * 28, 32, 192});
/******** Bottleneck 4 *******/
/* M N K */
b->Args({ 14 * 14, 64, 192});
b->Args({ 14 * 14, 384, 64});
b->Args({ 14 * 14, 64, 384});
/******** Bottleneck 5 *******/
/* M N K */
b->Args({ 14 * 14, 96, 384});
b->Args({ 14 * 14, 576, 96});
b->Args({ 14 * 14, 96, 576});
/******** Bottleneck 6 *******/
/* M N K */
b->Args({ 7 * 7, 160, 576});
b->Args({ 7 * 7, 960, 160});
b->Args({ 7 * 7, 160, 960});
/******** Bottleneck 7 *******/
/* M N K */
b->Args({ 7 * 7, 320, 960});
/***** Pre-pooling Conv2D ****/
/* M N K */
b->Args({ 7 * 7, 1280, 320});
}
static void MobileNetV3SmallSpmmArguments(benchmark::internal::Benchmark* b) {
b->ArgNames({"M", "N", "K"});
/****** Bottleneck 1 ******/
/* M N K */
b->Args({ 1 * 1, 8, 16});
b->Args({ 1 * 1, 16, 8});
b->Args({56 * 56, 16, 16});
/****** Bottleneck 2 ******/
/* M N K */
b->Args({56 * 56, 72, 16});
b->Args({28 * 28, 24, 72});
/****** Bottleneck 3 ******/
/* M N K */
b->Args({28 * 28, 88, 24});
b->Args({28 * 28, 24, 88});
/****** Bottleneck 4 ******/
/* M N K */
b->Args({28 * 28, 96, 24});
b->Args({ 1 * 1, 24, 96});
b->Args({ 1 * 1, 96, 24});
b->Args({14 * 14, 40, 96});
/****** Bottleneck 5 ******/
/* M N K */
b->Args({14 * 14, 240, 40});
b->Args({ 1 * 1, 64, 240});
b->Args({ 1 * 1, 240, 64});
b->Args({14 * 14, 40, 240});
/****** Bottleneck 6 ******/
/* M N K */
//b->Args({14 * 14, 240, 40});
//b->Args({ 1 * 1, 64, 240});
//b->Args({ 1 * 1, 240, 64});
//b->Args({14 * 14, 40, 240});
/****** Bottleneck 7 ******/
/* M N K */
b->Args({14 * 14, 120, 40});
b->Args({ 1 * 1, 32, 120});
b->Args({ 1 * 1, 120, 32});
b->Args({14 * 14, 48, 120});
/****** Bottleneck 8 ******/
/* M N K */
b->Args({14 * 14, 144, 48});
b->Args({ 1 * 1, 40, 144});
b->Args({ 1 * 1, 144, 40});
b->Args({14 * 14, 48, 144});
/****** Bottleneck 9 ******/
/* M N K */
b->Args({14 * 14, 288, 48});
b->Args({ 1 * 1, 72, 288});
b->Args({ 1 * 1, 288, 72});
b->Args({ 7 * 7, 96, 288});
/****** Bottleneck 10 *****/
/* M N K */
b->Args({ 7 * 7, 576, 96});
b->Args({ 1 * 1, 144, 576});
b->Args({ 1 * 1, 576, 144});
b->Args({ 7 * 7, 96, 576});
/****** Bottleneck 11 *****/
/* M N K */
//b->Args({ 7 * 7, 576, 96});
//b->Args({ 1 * 1, 144, 576});
//b->Args({ 1 * 1, 576, 144});
//b->Args({ 7 * 7, 96, 576});
/******* Last Stage *******/
/* M N K */
//b->Args({ 7 * 7, 576, 96});
}
static void MobileNetV3LargeSpmmArguments(benchmark::internal::Benchmark* b) {
b->ArgNames({"M", "N", "K"});
/******* Bottleneck 1 *******/
/* M N K */
b->Args({112 * 112, 16, 16});
/******* Bottleneck 2 *******/
/* M N K */
b->Args({112 * 112, 64, 16});
b->Args({ 56 * 56, 24, 64});
/******* Bottleneck 3 *******/
/* M N K */
b->Args({ 56 * 56, 72, 24});
b->Args({ 56 * 56, 24, 72});
/******* Bottleneck 4 *******/
/* M N K */
//b->Args({ 56 * 56, 72, 24});
b->Args({ 1 * 1, 24, 72});
b->Args({ 1 * 1, 72, 24});
b->Args({ 28 * 28, 40, 72});
/******* Bottleneck 5 *******/
/* M N K */
b->Args({ 28 * 28, 120, 40});
b->Args({ 1 * 1, 32, 120});
b->Args({ 1 * 1, 120, 32});
b->Args({ 28 * 28, 40, 120});
/******* Bottleneck 6 *******/
/* M N K */
//b->Args({ 28 * 28, 120, 40});
//b->Args({ 1 * 1, 32, 120});
//b->Args({ 1 * 1, 120, 32});
//b->Args({ 28 * 28, 40, 120});
/******* Bottleneck 7 *******/
/* M N K */
b->Args({ 28 * 28, 240, 40});
b->Args({ 14 * 14, 80, 240});
/******* Bottleneck 8 *******/
/* M N K */
b->Args({ 14 * 14, 200, 80});
b->Args({ 14 * 14, 80, 200});
/******* Bottleneck 9 *******/
/* M N K */
b->Args({ 14 * 14, 184, 80});
b->Args({ 14 * 14, 80, 184});
/******* Bottleneck 10 ******/
/* M N K */
b->Args({ 14 * 14, 184, 80});
b->Args({ 14 * 14, 80, 184});
/******* Bottleneck 11 ******/
/* M N K */
b->Args({ 14 * 14, 480, 80});
b->Args({ 1 * 1, 120, 480});
b->Args({ 1 * 1, 480, 120});
b->Args({ 14 * 14, 112, 480});
/******* Bottleneck 12 ******/
/* M N K */
b->Args({ 14 * 14, 672, 112});
b->Args({ 1 * 1, 168, 672});
b->Args({ 1 * 1, 672, 168});
b->Args({ 14 * 14, 112, 672});
/******* Bottleneck 13 ******/
/* M N K */
//b->Args({ 14 * 14, 672, 112});
//b->Args({ 1 * 1, 168, 672});
//b->Args({ 1 * 1, 672, 168});
b->Args({ 7 * 7, 160, 672});
/******* Bottleneck 14 ******/
/* M N K */
b->Args({ 7 * 7, 960, 160});
b->Args({ 1 * 1, 240, 960});
b->Args({ 1 * 1, 960, 240});
b->Args({ 7 * 7, 160, 960});
/******* Bottleneck 15 ******/
/* M N K */
//b->Args({ 7 * 7, 960, 160});
//b->Args({ 1 * 1, 240, 960});
//b->Args({ 1 * 1, 960, 240});
//b->Args({ 7 * 7, 160, 960});
/******** Last Stage *******/
/* M N K */
//b->Args({ 7 * 7, 960, 160});
}