STT-tensorflow/tensorflow/lite/profiling/profiler_test.cc
Chao Mei 6688e1c23b 1. Add a new event type for general tflite runtime instrumentation, and allow a Profiler to choose which event type it will record.
2. An initial introduction of InterpreterDetailedStatus to detail the error code that a TFLite interpreter may have during runtime.

3. Apply the above two to instrument the overall invoke latency and status as an initial exemplar usage.

PiperOrigin-RevId: 313573701
Change-Id: I8c4189c72066d7d6f4c91014ef4f30e32635c115
2020-05-28 06:17:22 -07:00

145 lines
4.9 KiB
C++

/* Copyright 2018 The TensorFlow Authors. All Rights Reserved.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
#include "tensorflow/lite/profiling/profiler.h"
#include <unistd.h>
#include <chrono> // NOLINT(build/c++11)
#include <cmath>
#include <thread> // NOLINT(build/c++11)
#include <gmock/gmock.h>
#include <gtest/gtest.h>
#include "tensorflow/lite/testing/util.h"
namespace tflite {
namespace profiling {
namespace {
double GetDurationOfEventMs(const ProfileEvent* event) {
return (event->end_timestamp_us - event->begin_timestamp_us) / 1e3;
}
void SleepForQuarterSecond(tflite::Profiler* profiler) {
ScopedProfile profile(profiler, "SleepForQuarter");
std::this_thread::sleep_for(std::chrono::milliseconds(250));
}
void ChildFunction(tflite::Profiler* profiler) {
ScopedProfile profile(profiler, "Child");
SleepForQuarterSecond(profiler);
}
void ParentFunction(tflite::Profiler* profiler) {
ScopedProfile profile(profiler, "Parent");
for (int i = 0; i < 2; i++) {
ChildFunction(profiler);
}
}
TEST(ProfilerTest, NoProfilesAreCollectedWhenDisabled) {
BufferedProfiler profiler(1024);
ParentFunction(&profiler);
auto profile_events = profiler.GetProfileEvents();
EXPECT_EQ(0, profile_events.size());
}
TEST(ProfilerTest, NoProfilesAreCollectedWhenEventTypeUnsupported) {
BufferedProfiler profiler(1024);
tflite::Profiler* p = &profiler;
p->AddEvent("Hello",
Profiler::EventType::GENERAL_RUNTIME_INSTRUMENTATION_EVENT,
/*start*/ 0, /*end*/ 1,
/*event_metadata*/ 2);
auto handler = p->BeginEvent(
"begin", Profiler::EventType::GENERAL_RUNTIME_INSTRUMENTATION_EVENT, 0);
p->EndEvent(handler);
auto profile_events = profiler.GetProfileEvents();
EXPECT_EQ(0, profile_events.size());
}
TEST(ProfilingTest, ProfilesAreCollected) {
BufferedProfiler profiler(1024);
profiler.StartProfiling();
ParentFunction(&profiler);
profiler.StopProfiling();
auto profile_events = profiler.GetProfileEvents();
// ParentFunction calls the ChildFunction 2 times.
// Each ChildFunction calls SleepForQuarterSecond once.
// We expect 1 entry for ParentFunction, 2 for ChildFunction and 2 for
// SleepForQuarterSecond: Total: 1+ 2 + 2 = 5
// Profiles should look like:
// Parent ~ 500 ms (due to 2 Child calls)
// - Child ~ 250 ms (due to SleepForQuarter calls)
// - SleepForQuarter ~ 250ms
// - Child ~ 250 ms (due to SleepForQuarter calls)
// - SleepForQuarter ~ 250ms
//
ASSERT_EQ(5, profile_events.size());
EXPECT_EQ("Parent", profile_events[0]->tag);
EXPECT_EQ("Child", profile_events[1]->tag);
EXPECT_EQ("SleepForQuarter", profile_events[2]->tag);
EXPECT_EQ("Child", profile_events[3]->tag);
EXPECT_EQ("SleepForQuarter", profile_events[4]->tag);
#ifndef ADDRESS_SANITIZER
// ASAN build is sometimes very slow. Set a large epsilon to avoid flakiness.
// Due to flakiness, just verify relative values match.
const int eps_ms = 50;
auto parent_ms = GetDurationOfEventMs(profile_events[0]);
double child_ms[2], sleep_for_quarter_ms[2];
child_ms[0] = GetDurationOfEventMs(profile_events[1]);
child_ms[1] = GetDurationOfEventMs(profile_events[3]);
sleep_for_quarter_ms[0] = GetDurationOfEventMs(profile_events[2]);
sleep_for_quarter_ms[1] = GetDurationOfEventMs(profile_events[4]);
EXPECT_NEAR(parent_ms, child_ms[0] + child_ms[1], eps_ms);
EXPECT_NEAR(child_ms[0], sleep_for_quarter_ms[0], eps_ms);
EXPECT_NEAR(child_ms[1], sleep_for_quarter_ms[1], eps_ms);
#endif
}
TEST(ProfilingTest, NullProfiler) {
Profiler* profiler = nullptr;
{ SCOPED_TAGGED_OPERATOR_PROFILE(profiler, "noop", 1); }
}
TEST(ProfilingTest, ScopedProfile) {
BufferedProfiler profiler(1024);
profiler.StartProfiling();
{ SCOPED_TAGGED_OPERATOR_PROFILE(&profiler, "noop", 1); }
profiler.StopProfiling();
auto profile_events = profiler.GetProfileEvents();
EXPECT_EQ(1, profile_events.size());
}
TEST(ProfilingTest, NoopProfiler) {
NoopProfiler profiler;
profiler.StartProfiling();
{ SCOPED_TAGGED_OPERATOR_PROFILE(&profiler, "noop", 1); }
profiler.StopProfiling();
auto profile_events = profiler.GetProfileEvents();
EXPECT_EQ(0, profile_events.size());
}
} // namespace
} // namespace profiling
} // namespace tflite
int main(int argc, char** argv) {
::tflite::LogToStderr();
::testing::InitGoogleTest(&argc, argv);
return RUN_ALL_TESTS();
}