xref: /aosp_15_r20/external/XNNPACK/bench/end2end.cc (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1*4bdc9457SAndroid Build Coastguard Worker // Copyright 2019 Google LLC
2*4bdc9457SAndroid Build Coastguard Worker //
3*4bdc9457SAndroid Build Coastguard Worker // This source code is licensed under the BSD-style license found in the
4*4bdc9457SAndroid Build Coastguard Worker // LICENSE file in the root directory of this source tree.
5*4bdc9457SAndroid Build Coastguard Worker 
6*4bdc9457SAndroid Build Coastguard Worker #include <algorithm>
7*4bdc9457SAndroid Build Coastguard Worker #include <cmath>
8*4bdc9457SAndroid Build Coastguard Worker #include <functional>
9*4bdc9457SAndroid Build Coastguard Worker #include <random>
10*4bdc9457SAndroid Build Coastguard Worker #include <vector>
11*4bdc9457SAndroid Build Coastguard Worker 
12*4bdc9457SAndroid Build Coastguard Worker #include <xnnpack.h>
13*4bdc9457SAndroid Build Coastguard Worker 
14*4bdc9457SAndroid Build Coastguard Worker #include <benchmark/benchmark.h>
15*4bdc9457SAndroid Build Coastguard Worker 
16*4bdc9457SAndroid Build Coastguard Worker #include "bench/utils.h"
17*4bdc9457SAndroid Build Coastguard Worker #include "models/models.h"
18*4bdc9457SAndroid Build Coastguard Worker 
19*4bdc9457SAndroid Build Coastguard Worker 
End2EndBenchmark(benchmark::State & state,models::ExecutionPlanFactory model_factory)20*4bdc9457SAndroid Build Coastguard Worker static void End2EndBenchmark(
21*4bdc9457SAndroid Build Coastguard Worker   benchmark::State& state,
22*4bdc9457SAndroid Build Coastguard Worker   models::ExecutionPlanFactory model_factory)
23*4bdc9457SAndroid Build Coastguard Worker {
24*4bdc9457SAndroid Build Coastguard Worker   if (xnn_initialize(nullptr /* allocator */) != xnn_status_success) {
25*4bdc9457SAndroid Build Coastguard Worker     state.SkipWithError("failed to initialize XNNPACK");
26*4bdc9457SAndroid Build Coastguard Worker     return;
27*4bdc9457SAndroid Build Coastguard Worker   }
28*4bdc9457SAndroid Build Coastguard Worker 
29*4bdc9457SAndroid Build Coastguard Worker   const size_t num_threads = state.range(0);
30*4bdc9457SAndroid Build Coastguard Worker   std::unique_ptr<pthreadpool, decltype(&pthreadpool_destroy)> threadpool(
31*4bdc9457SAndroid Build Coastguard Worker     pthreadpool_create(num_threads), pthreadpool_destroy);
32*4bdc9457SAndroid Build Coastguard Worker 
33*4bdc9457SAndroid Build Coastguard Worker   auto execution_plan = model_factory(threadpool.get());
34*4bdc9457SAndroid Build Coastguard Worker   if (execution_plan.empty()) {
35*4bdc9457SAndroid Build Coastguard Worker     state.SkipWithError("failed to create a model");
36*4bdc9457SAndroid Build Coastguard Worker     return;
37*4bdc9457SAndroid Build Coastguard Worker   }
38*4bdc9457SAndroid Build Coastguard Worker 
39*4bdc9457SAndroid Build Coastguard Worker   for (auto _ : state) {
40*4bdc9457SAndroid Build Coastguard Worker     for (const std::unique_ptr<xnn_operator, decltype(&xnn_delete_operator)>& op : execution_plan) {
41*4bdc9457SAndroid Build Coastguard Worker       xnn_status status = xnn_run_operator(op.get(), threadpool.get());
42*4bdc9457SAndroid Build Coastguard Worker       if (status != xnn_status_success) {
43*4bdc9457SAndroid Build Coastguard Worker         state.SkipWithError("failed to run a model");
44*4bdc9457SAndroid Build Coastguard Worker         return;
45*4bdc9457SAndroid Build Coastguard Worker       }
46*4bdc9457SAndroid Build Coastguard Worker     }
47*4bdc9457SAndroid Build Coastguard Worker   }
48*4bdc9457SAndroid Build Coastguard Worker 
49*4bdc9457SAndroid Build Coastguard Worker   const uint64_t cpu_frequency = benchmark::utils::GetCurrentCpuFrequency();
50*4bdc9457SAndroid Build Coastguard Worker   if (cpu_frequency != 0) {
51*4bdc9457SAndroid Build Coastguard Worker     state.counters["cpufreq"] = cpu_frequency;
52*4bdc9457SAndroid Build Coastguard Worker   }
53*4bdc9457SAndroid Build Coastguard Worker }
54*4bdc9457SAndroid Build Coastguard Worker 
FP32MobileNetV1(benchmark::State & state)55*4bdc9457SAndroid Build Coastguard Worker static void FP32MobileNetV1(benchmark::State& state) {
56*4bdc9457SAndroid Build Coastguard Worker   End2EndBenchmark(state, models::FP32MobileNetV1);
57*4bdc9457SAndroid Build Coastguard Worker }
58*4bdc9457SAndroid Build Coastguard Worker 
FP32MobileNetV2(benchmark::State & state)59*4bdc9457SAndroid Build Coastguard Worker static void FP32MobileNetV2(benchmark::State& state) {
60*4bdc9457SAndroid Build Coastguard Worker   End2EndBenchmark(state, models::FP32MobileNetV2);
61*4bdc9457SAndroid Build Coastguard Worker }
62*4bdc9457SAndroid Build Coastguard Worker 
FP32MobileNetV3Large(benchmark::State & state)63*4bdc9457SAndroid Build Coastguard Worker static void FP32MobileNetV3Large(benchmark::State& state) {
64*4bdc9457SAndroid Build Coastguard Worker   End2EndBenchmark(state, models::FP32MobileNetV3Large);
65*4bdc9457SAndroid Build Coastguard Worker }
66*4bdc9457SAndroid Build Coastguard Worker 
FP32MobileNetV3Small(benchmark::State & state)67*4bdc9457SAndroid Build Coastguard Worker static void FP32MobileNetV3Small(benchmark::State& state) {
68*4bdc9457SAndroid Build Coastguard Worker   End2EndBenchmark(state, models::FP32MobileNetV3Small);
69*4bdc9457SAndroid Build Coastguard Worker }
70*4bdc9457SAndroid Build Coastguard Worker 
FP32Sparse80MobileNetV1(benchmark::State & state)71*4bdc9457SAndroid Build Coastguard Worker static void FP32Sparse80MobileNetV1(benchmark::State& state) {
72*4bdc9457SAndroid Build Coastguard Worker   End2EndBenchmark(state, [](pthreadpool_t threadpool) {
73*4bdc9457SAndroid Build Coastguard Worker     return models::FP32SparseMobileNetV1(0.8f, threadpool);
74*4bdc9457SAndroid Build Coastguard Worker   });
75*4bdc9457SAndroid Build Coastguard Worker }
76*4bdc9457SAndroid Build Coastguard Worker 
FP32Sparse80MobileNetV2(benchmark::State & state)77*4bdc9457SAndroid Build Coastguard Worker static void FP32Sparse80MobileNetV2(benchmark::State& state) {
78*4bdc9457SAndroid Build Coastguard Worker   End2EndBenchmark(state, [](pthreadpool_t threadpool) {
79*4bdc9457SAndroid Build Coastguard Worker     return models::FP32SparseMobileNetV2(0.8f, threadpool);
80*4bdc9457SAndroid Build Coastguard Worker   });
81*4bdc9457SAndroid Build Coastguard Worker }
82*4bdc9457SAndroid Build Coastguard Worker 
FP32Sparse80MobileNetV3Large(benchmark::State & state)83*4bdc9457SAndroid Build Coastguard Worker static void FP32Sparse80MobileNetV3Large(benchmark::State& state) {
84*4bdc9457SAndroid Build Coastguard Worker   End2EndBenchmark(state, [](pthreadpool_t threadpool) {
85*4bdc9457SAndroid Build Coastguard Worker     return models::FP32SparseMobileNetV3Large(0.8f, threadpool);
86*4bdc9457SAndroid Build Coastguard Worker   });
87*4bdc9457SAndroid Build Coastguard Worker }
88*4bdc9457SAndroid Build Coastguard Worker 
FP32Sparse80MobileNetV3Small(benchmark::State & state)89*4bdc9457SAndroid Build Coastguard Worker static void FP32Sparse80MobileNetV3Small(benchmark::State& state) {
90*4bdc9457SAndroid Build Coastguard Worker   End2EndBenchmark(state, [](pthreadpool_t threadpool) {
91*4bdc9457SAndroid Build Coastguard Worker     return models::FP32SparseMobileNetV3Small(0.8f, threadpool);
92*4bdc9457SAndroid Build Coastguard Worker   });
93*4bdc9457SAndroid Build Coastguard Worker }
94*4bdc9457SAndroid Build Coastguard Worker 
FP16MobileNetV1(benchmark::State & state)95*4bdc9457SAndroid Build Coastguard Worker static void FP16MobileNetV1(benchmark::State& state) {
96*4bdc9457SAndroid Build Coastguard Worker   End2EndBenchmark(state, models::FP16MobileNetV1);
97*4bdc9457SAndroid Build Coastguard Worker }
98*4bdc9457SAndroid Build Coastguard Worker 
FP16MobileNetV2(benchmark::State & state)99*4bdc9457SAndroid Build Coastguard Worker static void FP16MobileNetV2(benchmark::State& state) {
100*4bdc9457SAndroid Build Coastguard Worker   End2EndBenchmark(state, models::FP16MobileNetV2);
101*4bdc9457SAndroid Build Coastguard Worker }
102*4bdc9457SAndroid Build Coastguard Worker 
FP16MobileNetV3Large(benchmark::State & state)103*4bdc9457SAndroid Build Coastguard Worker static void FP16MobileNetV3Large(benchmark::State& state) {
104*4bdc9457SAndroid Build Coastguard Worker   End2EndBenchmark(state, models::FP16MobileNetV3Large);
105*4bdc9457SAndroid Build Coastguard Worker }
106*4bdc9457SAndroid Build Coastguard Worker 
FP16MobileNetV3Small(benchmark::State & state)107*4bdc9457SAndroid Build Coastguard Worker static void FP16MobileNetV3Small(benchmark::State& state) {
108*4bdc9457SAndroid Build Coastguard Worker   End2EndBenchmark(state, models::FP16MobileNetV3Small);
109*4bdc9457SAndroid Build Coastguard Worker }
110*4bdc9457SAndroid Build Coastguard Worker 
QC8MobileNetV1(benchmark::State & state)111*4bdc9457SAndroid Build Coastguard Worker static void QC8MobileNetV1(benchmark::State& state) {
112*4bdc9457SAndroid Build Coastguard Worker   End2EndBenchmark(state, models::QC8MobileNetV1);
113*4bdc9457SAndroid Build Coastguard Worker }
114*4bdc9457SAndroid Build Coastguard Worker 
QC8MobileNetV2(benchmark::State & state)115*4bdc9457SAndroid Build Coastguard Worker static void QC8MobileNetV2(benchmark::State& state) {
116*4bdc9457SAndroid Build Coastguard Worker   End2EndBenchmark(state, models::QC8MobileNetV2);
117*4bdc9457SAndroid Build Coastguard Worker }
118*4bdc9457SAndroid Build Coastguard Worker 
QS8MobileNetV1(benchmark::State & state)119*4bdc9457SAndroid Build Coastguard Worker static void QS8MobileNetV1(benchmark::State& state) {
120*4bdc9457SAndroid Build Coastguard Worker   End2EndBenchmark(state, models::QS8MobileNetV1);
121*4bdc9457SAndroid Build Coastguard Worker }
122*4bdc9457SAndroid Build Coastguard Worker 
QS8MobileNetV2(benchmark::State & state)123*4bdc9457SAndroid Build Coastguard Worker static void QS8MobileNetV2(benchmark::State& state) {
124*4bdc9457SAndroid Build Coastguard Worker   End2EndBenchmark(state, models::QS8MobileNetV2);
125*4bdc9457SAndroid Build Coastguard Worker }
126*4bdc9457SAndroid Build Coastguard Worker 
QU8MobileNetV1(benchmark::State & state)127*4bdc9457SAndroid Build Coastguard Worker static void QU8MobileNetV1(benchmark::State& state) {
128*4bdc9457SAndroid Build Coastguard Worker   End2EndBenchmark(state, models::QU8MobileNetV1);
129*4bdc9457SAndroid Build Coastguard Worker }
130*4bdc9457SAndroid Build Coastguard Worker 
QU8MobileNetV2(benchmark::State & state)131*4bdc9457SAndroid Build Coastguard Worker static void QU8MobileNetV2(benchmark::State& state) {
132*4bdc9457SAndroid Build Coastguard Worker   End2EndBenchmark(state, models::QU8MobileNetV2);
133*4bdc9457SAndroid Build Coastguard Worker }
134*4bdc9457SAndroid Build Coastguard Worker 
135*4bdc9457SAndroid Build Coastguard Worker BENCHMARK(FP32MobileNetV1)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
136*4bdc9457SAndroid Build Coastguard Worker BENCHMARK(FP32MobileNetV2)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
137*4bdc9457SAndroid Build Coastguard Worker BENCHMARK(FP32MobileNetV3Large)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
138*4bdc9457SAndroid Build Coastguard Worker BENCHMARK(FP32MobileNetV3Small)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
139*4bdc9457SAndroid Build Coastguard Worker 
140*4bdc9457SAndroid Build Coastguard Worker BENCHMARK(FP32Sparse80MobileNetV1)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
141*4bdc9457SAndroid Build Coastguard Worker BENCHMARK(FP32Sparse80MobileNetV2)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
142*4bdc9457SAndroid Build Coastguard Worker BENCHMARK(FP32Sparse80MobileNetV3Large)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
143*4bdc9457SAndroid Build Coastguard Worker BENCHMARK(FP32Sparse80MobileNetV3Small)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
144*4bdc9457SAndroid Build Coastguard Worker 
145*4bdc9457SAndroid Build Coastguard Worker BENCHMARK(FP16MobileNetV1)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
146*4bdc9457SAndroid Build Coastguard Worker BENCHMARK(FP16MobileNetV2)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
147*4bdc9457SAndroid Build Coastguard Worker BENCHMARK(FP16MobileNetV3Large)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
148*4bdc9457SAndroid Build Coastguard Worker BENCHMARK(FP16MobileNetV3Small)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
149*4bdc9457SAndroid Build Coastguard Worker 
150*4bdc9457SAndroid Build Coastguard Worker BENCHMARK(QC8MobileNetV1)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
151*4bdc9457SAndroid Build Coastguard Worker BENCHMARK(QC8MobileNetV2)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
152*4bdc9457SAndroid Build Coastguard Worker 
153*4bdc9457SAndroid Build Coastguard Worker BENCHMARK(QS8MobileNetV1)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
154*4bdc9457SAndroid Build Coastguard Worker BENCHMARK(QS8MobileNetV2)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
155*4bdc9457SAndroid Build Coastguard Worker 
156*4bdc9457SAndroid Build Coastguard Worker BENCHMARK(QU8MobileNetV1)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
157*4bdc9457SAndroid Build Coastguard Worker BENCHMARK(QU8MobileNetV2)->Apply(benchmark::utils::MultiThreadingParameters)->Unit(benchmark::kMicrosecond)->UseRealTime();
158*4bdc9457SAndroid Build Coastguard Worker 
159*4bdc9457SAndroid Build Coastguard Worker #ifndef XNNPACK_BENCHMARK_NO_MAIN
160*4bdc9457SAndroid Build Coastguard Worker BENCHMARK_MAIN();
161*4bdc9457SAndroid Build Coastguard Worker #endif
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