Marat Dukhan | c068bb6 | 2019-10-04 13:24:39 -0700 | [diff] [blame] | 1 | // Copyright 2019 Google LLC |
| 2 | // |
| 3 | // This source code is licensed under the BSD-style license found in the |
| 4 | // LICENSE file in the root directory of this source tree. |
| 5 | |
| 6 | #include <algorithm> |
| 7 | #include <cmath> |
| 8 | #include <functional> |
| 9 | #include <random> |
| 10 | #include <vector> |
| 11 | |
| 12 | #include <xnnpack.h> |
| 13 | |
| 14 | #include <benchmark/benchmark.h> |
| 15 | |
Frank Barchard | c712fa4 | 2019-10-31 14:00:21 -0700 | [diff] [blame] | 16 | #include "bench/utils.h" |
Marat Dukhan | c068bb6 | 2019-10-04 13:24:39 -0700 | [diff] [blame] | 17 | #include "models/models.h" |
| 18 | |
| 19 | |
Marat Dukhan | bad48fe | 2019-11-04 10:35:22 -0800 | [diff] [blame] | 20 | static void End2EndBenchmark( |
| 21 | benchmark::State& state, |
| 22 | models::ExecutionPlanFactory model_factory) |
| 23 | { |
Marat Dukhan | 04f03be | 2019-11-19 12:36:47 -0800 | [diff] [blame] | 24 | if (xnn_initialize(nullptr /* allocator */) != xnn_status_success) { |
Marat Dukhan | c068bb6 | 2019-10-04 13:24:39 -0700 | [diff] [blame] | 25 | state.SkipWithError("failed to initialize XNNPACK"); |
| 26 | return; |
| 27 | } |
| 28 | |
Marat Dukhan | bad48fe | 2019-11-04 10:35:22 -0800 | [diff] [blame] | 29 | const size_t num_threads = state.range(0); |
| 30 | std::unique_ptr<pthreadpool, decltype(&pthreadpool_destroy)> threadpool( |
| 31 | pthreadpool_create(num_threads), pthreadpool_destroy); |
| 32 | |
| 33 | auto execution_plan = model_factory(threadpool.get()); |
Marat Dukhan | c068bb6 | 2019-10-04 13:24:39 -0700 | [diff] [blame] | 34 | if (execution_plan.empty()) { |
Marat Dukhan | bad48fe | 2019-11-04 10:35:22 -0800 | [diff] [blame] | 35 | state.SkipWithError("failed to create a model"); |
Marat Dukhan | c068bb6 | 2019-10-04 13:24:39 -0700 | [diff] [blame] | 36 | return; |
| 37 | } |
| 38 | |
| 39 | for (auto _ : state) { |
| 40 | for (const std::unique_ptr<xnn_operator, decltype(&xnn_delete_operator)>& op : execution_plan) { |
Marat Dukhan | bad48fe | 2019-11-04 10:35:22 -0800 | [diff] [blame] | 41 | xnn_status status = xnn_run_operator(op.get(), threadpool.get()); |
Marat Dukhan | c068bb6 | 2019-10-04 13:24:39 -0700 | [diff] [blame] | 42 | if (status != xnn_status_success) { |
Marat Dukhan | bad48fe | 2019-11-04 10:35:22 -0800 | [diff] [blame] | 43 | state.SkipWithError("failed to run a model"); |
Marat Dukhan | c068bb6 | 2019-10-04 13:24:39 -0700 | [diff] [blame] | 44 | return; |
| 45 | } |
| 46 | } |
| 47 | } |
Frank Barchard | c712fa4 | 2019-10-31 14:00:21 -0700 | [diff] [blame] | 48 | state.counters["Freq"] = benchmark::utils::GetCurrentCpuFrequency(); |
Marat Dukhan | c068bb6 | 2019-10-04 13:24:39 -0700 | [diff] [blame] | 49 | } |
| 50 | |
Marat Dukhan | 270a2c4 | 2020-06-26 16:45:52 -0700 | [diff] [blame] | 51 | static void FP32MobileNetV1(benchmark::State& state) { |
| 52 | End2EndBenchmark(state, models::FP32MobileNetV1); |
Marat Dukhan | bad48fe | 2019-11-04 10:35:22 -0800 | [diff] [blame] | 53 | } |
| 54 | |
Marat Dukhan | 270a2c4 | 2020-06-26 16:45:52 -0700 | [diff] [blame] | 55 | static void FP32MobileNetV2(benchmark::State& state) { |
| 56 | End2EndBenchmark(state, models::FP32MobileNetV2); |
Marat Dukhan | c068bb6 | 2019-10-04 13:24:39 -0700 | [diff] [blame] | 57 | } |
| 58 | |
Marat Dukhan | 270a2c4 | 2020-06-26 16:45:52 -0700 | [diff] [blame] | 59 | static void FP32MobileNetV3Large(benchmark::State& state) { |
| 60 | End2EndBenchmark(state, models::FP32MobileNetV3Large); |
Marat Dukhan | c08cdf5 | 2019-12-09 09:17:51 -0800 | [diff] [blame] | 61 | } |
| 62 | |
Marat Dukhan | 270a2c4 | 2020-06-26 16:45:52 -0700 | [diff] [blame] | 63 | static void FP32MobileNetV3Small(benchmark::State& state) { |
| 64 | End2EndBenchmark(state, models::FP32MobileNetV3Small); |
Marat Dukhan | c08cdf5 | 2019-12-09 09:17:51 -0800 | [diff] [blame] | 65 | } |
| 66 | |
Marat Dukhan | 270a2c4 | 2020-06-26 16:45:52 -0700 | [diff] [blame] | 67 | static void FP16MobileNetV1(benchmark::State& state) { |
| 68 | End2EndBenchmark(state, models::FP16MobileNetV1); |
| 69 | } |
| 70 | |
| 71 | static void FP16MobileNetV2(benchmark::State& state) { |
| 72 | End2EndBenchmark(state, models::FP16MobileNetV2); |
| 73 | } |
| 74 | |
Marat Dukhan | 66f3ccd | 2020-09-14 16:09:38 -0700 | [diff] [blame] | 75 | static void FP16MobileNetV3Large(benchmark::State& state) { |
| 76 | End2EndBenchmark(state, models::FP16MobileNetV3Large); |
| 77 | } |
| 78 | |
| 79 | static void FP16MobileNetV3Small(benchmark::State& state) { |
| 80 | End2EndBenchmark(state, models::FP16MobileNetV3Small); |
| 81 | } |
| 82 | |
Marat Dukhan | 0743cdf | 2020-08-04 18:52:07 -0700 | [diff] [blame] | 83 | static void QS8MobileNetV1(benchmark::State& state) { |
| 84 | End2EndBenchmark(state, models::QS8MobileNetV1); |
| 85 | } |
| 86 | |
Marat Dukhan | 70a9618 | 2020-09-03 17:13:58 -0700 | [diff] [blame] | 87 | static void QS8MobileNetV2(benchmark::State& state) { |
| 88 | End2EndBenchmark(state, models::QS8MobileNetV2); |
| 89 | } |
| 90 | |
Marat Dukhan | 270a2c4 | 2020-06-26 16:45:52 -0700 | [diff] [blame] | 91 | BENCHMARK(FP32MobileNetV1)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime(); |
| 92 | BENCHMARK(FP32MobileNetV2)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime(); |
| 93 | BENCHMARK(FP32MobileNetV3Large)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime(); |
| 94 | BENCHMARK(FP32MobileNetV3Small)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime(); |
| 95 | |
| 96 | BENCHMARK(FP16MobileNetV1)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime(); |
| 97 | BENCHMARK(FP16MobileNetV2)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime(); |
Marat Dukhan | 66f3ccd | 2020-09-14 16:09:38 -0700 | [diff] [blame] | 98 | BENCHMARK(FP16MobileNetV3Large)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime(); |
| 99 | BENCHMARK(FP16MobileNetV3Small)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime(); |
Marat Dukhan | c068bb6 | 2019-10-04 13:24:39 -0700 | [diff] [blame] | 100 | |
Marat Dukhan | 0743cdf | 2020-08-04 18:52:07 -0700 | [diff] [blame] | 101 | BENCHMARK(QS8MobileNetV1)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime(); |
Marat Dukhan | 70a9618 | 2020-09-03 17:13:58 -0700 | [diff] [blame] | 102 | BENCHMARK(QS8MobileNetV2)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime(); |
Marat Dukhan | 0743cdf | 2020-08-04 18:52:07 -0700 | [diff] [blame] | 103 | |
Marat Dukhan | c068bb6 | 2019-10-04 13:24:39 -0700 | [diff] [blame] | 104 | #ifndef XNNPACK_BENCHMARK_NO_MAIN |
| 105 | BENCHMARK_MAIN(); |
| 106 | #endif |