You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
145 lines
5.3 KiB
145 lines
5.3 KiB
// 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.
|
|
|
|
#include <algorithm>
|
|
#include <cmath>
|
|
#include <functional>
|
|
#include <random>
|
|
#include <vector>
|
|
|
|
#include <xnnpack.h>
|
|
|
|
#include <benchmark/benchmark.h>
|
|
|
|
#include "bench/utils.h"
|
|
#include "models/models.h"
|
|
|
|
|
|
static void End2EndBenchmark(
|
|
benchmark::State& state,
|
|
models::ExecutionPlanFactory model_factory)
|
|
{
|
|
if (xnn_initialize(nullptr /* allocator */) != xnn_status_success) {
|
|
state.SkipWithError("failed to initialize XNNPACK");
|
|
return;
|
|
}
|
|
|
|
const size_t num_threads = state.range(0);
|
|
std::unique_ptr<pthreadpool, decltype(&pthreadpool_destroy)> threadpool(
|
|
pthreadpool_create(num_threads), pthreadpool_destroy);
|
|
|
|
auto execution_plan = model_factory(threadpool.get());
|
|
if (execution_plan.empty()) {
|
|
state.SkipWithError("failed to create a model");
|
|
return;
|
|
}
|
|
|
|
for (auto _ : state) {
|
|
for (const std::unique_ptr<xnn_operator, decltype(&xnn_delete_operator)>& op : execution_plan) {
|
|
xnn_status status = xnn_run_operator(op.get(), threadpool.get());
|
|
if (status != xnn_status_success) {
|
|
state.SkipWithError("failed to run a model");
|
|
return;
|
|
}
|
|
}
|
|
}
|
|
|
|
const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency();
|
|
if (cpu_frequency != 0) {
|
|
state.counters["cpufreq"] = cpu_frequency;
|
|
}
|
|
}
|
|
|
|
static void FP32MobileNetV1(benchmark::State& state) {
|
|
End2EndBenchmark(state, models::FP32MobileNetV1);
|
|
}
|
|
|
|
static void FP32MobileNetV2(benchmark::State& state) {
|
|
End2EndBenchmark(state, models::FP32MobileNetV2);
|
|
}
|
|
|
|
static void FP32MobileNetV3Large(benchmark::State& state) {
|
|
End2EndBenchmark(state, models::FP32MobileNetV3Large);
|
|
}
|
|
|
|
static void FP32MobileNetV3Small(benchmark::State& state) {
|
|
End2EndBenchmark(state, models::FP32MobileNetV3Small);
|
|
}
|
|
|
|
static void FP32Sparse80MobileNetV1(benchmark::State& state) {
|
|
End2EndBenchmark(state, [](pthreadpool_t threadpool) {
|
|
return models::FP32SparseMobileNetV1(0.8f, threadpool);
|
|
});
|
|
}
|
|
|
|
static void FP32Sparse80MobileNetV2(benchmark::State& state) {
|
|
End2EndBenchmark(state, [](pthreadpool_t threadpool) {
|
|
return models::FP32SparseMobileNetV2(0.8f, threadpool);
|
|
});
|
|
}
|
|
|
|
static void FP32Sparse80MobileNetV3Large(benchmark::State& state) {
|
|
End2EndBenchmark(state, [](pthreadpool_t threadpool) {
|
|
return models::FP32SparseMobileNetV3Large(0.8f, threadpool);
|
|
});
|
|
}
|
|
|
|
static void FP32Sparse80MobileNetV3Small(benchmark::State& state) {
|
|
End2EndBenchmark(state, [](pthreadpool_t threadpool) {
|
|
return models::FP32SparseMobileNetV3Small(0.8f, threadpool);
|
|
});
|
|
}
|
|
|
|
static void FP16MobileNetV1(benchmark::State& state) {
|
|
End2EndBenchmark(state, models::FP16MobileNetV1);
|
|
}
|
|
|
|
static void FP16MobileNetV2(benchmark::State& state) {
|
|
End2EndBenchmark(state, models::FP16MobileNetV2);
|
|
}
|
|
|
|
static void FP16MobileNetV3Large(benchmark::State& state) {
|
|
End2EndBenchmark(state, models::FP16MobileNetV3Large);
|
|
}
|
|
|
|
static void FP16MobileNetV3Small(benchmark::State& state) {
|
|
End2EndBenchmark(state, models::FP16MobileNetV3Small);
|
|
}
|
|
|
|
static void QS8MobileNetV1(benchmark::State& state) {
|
|
End2EndBenchmark(state, models::QS8MobileNetV1);
|
|
}
|
|
|
|
static void QS8MobileNetV2(benchmark::State& state) {
|
|
End2EndBenchmark(state, models::QS8MobileNetV2);
|
|
}
|
|
|
|
static void QU8MobileNetV1(benchmark::State& state) {
|
|
End2EndBenchmark(state, models::QU8MobileNetV1);
|
|
}
|
|
|
|
BENCHMARK(FP32MobileNetV1)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
|
|
BENCHMARK(FP32MobileNetV2)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
|
|
BENCHMARK(FP32MobileNetV3Large)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
|
|
BENCHMARK(FP32MobileNetV3Small)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
|
|
|
|
BENCHMARK(FP32Sparse80MobileNetV1)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
|
|
BENCHMARK(FP32Sparse80MobileNetV2)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
|
|
BENCHMARK(FP32Sparse80MobileNetV3Large)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
|
|
BENCHMARK(FP32Sparse80MobileNetV3Small)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
|
|
|
|
BENCHMARK(FP16MobileNetV1)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
|
|
BENCHMARK(FP16MobileNetV2)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
|
|
BENCHMARK(FP16MobileNetV3Large)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
|
|
BENCHMARK(FP16MobileNetV3Small)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
|
|
|
|
BENCHMARK(QS8MobileNetV1)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
|
|
BENCHMARK(QS8MobileNetV2)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
|
|
|
|
BENCHMARK(QU8MobileNetV1)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
|
|
|
|
#ifndef XNNPACK_BENCHMARK_NO_MAIN
|
|
BENCHMARK_MAIN();
|
|
#endif |