mediapipe/mediapipe/framework/calculator_parallel_execution_test.cc

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// Copyright 2019 The MediaPipe Authors.
//
// 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.
//
// Verifies the correctness of parallel execution.
// $ bazel build -c opt \
// mediapipe/framework/calculator_parallel_execution_test \
// --runs_per_test=100
//
// TODO: Add more tests to verify the correctness of parallel execution.
#include <memory>
#include <random>
#include <string>
#include <vector>
#include "absl/memory/memory.h"
#include "absl/synchronization/mutex.h"
#include "absl/time/clock.h"
#include "absl/time/time.h"
#include "mediapipe/framework/calculator_framework.h"
#include "mediapipe/framework/port/gmock.h"
#include "mediapipe/framework/port/gtest.h"
#include "mediapipe/framework/port/integral_types.h"
#include "mediapipe/framework/port/parse_text_proto.h"
#include "mediapipe/framework/port/status.h"
#include "mediapipe/framework/port/status_matchers.h"
namespace mediapipe {
namespace {
using RandomEngine = std::mt19937_64;
inline void BusySleep(absl::Duration duration) {
absl::Time start_time = absl::Now();
while (absl::Now() - start_time < duration) {
}
}
class SlowPlusOneCalculator : public CalculatorBase {
public:
static absl::Status GetContract(CalculatorContract* cc) {
cc->Inputs().Index(0).Set<int>();
cc->Outputs().Index(0).Set<int>();
return absl::OkStatus();
}
absl::Status Open(CalculatorContext* cc) override {
cc->SetOffset(mediapipe::TimestampDiff(0));
return absl::OkStatus();
}
absl::Status Process(CalculatorContext* cc) override {
if (cc->InputTimestamp().Value() % 4 == 0) {
return absl::OkStatus();
}
RandomEngine random(testing::UnitTest::GetInstance()->random_seed());
std::uniform_int_distribution<> uniform_dist(0, 10);
BusySleep(absl::Milliseconds(90 + uniform_dist(random)));
cc->Outputs().Index(0).Add(new int(cc->Inputs().Index(0).Get<int>() + 1),
cc->InputTimestamp());
return absl::OkStatus();
}
};
REGISTER_CALCULATOR(SlowPlusOneCalculator);
class ParallelExecutionTest : public testing::Test {
public:
void AddThreadSafeVectorSink(const Packet& packet) {
absl::WriterMutexLock lock(&output_packets_mutex_);
output_packets_.push_back(packet);
}
protected:
std::vector<Packet> output_packets_ ABSL_GUARDED_BY(output_packets_mutex_);
absl::Mutex output_packets_mutex_;
};
TEST_F(ParallelExecutionTest, SlowPlusOneCalculatorsTest) {
CalculatorGraphConfig graph_config =
mediapipe::ParseTextProtoOrDie<CalculatorGraphConfig>(R"pb(
input_stream: "input"
node {
calculator: "SlowPlusOneCalculator"
input_stream: "input"
output_stream: "first_calculator_output"
max_in_flight: 5
}
node {
calculator: "SlowPlusOneCalculator"
input_stream: "first_calculator_output"
output_stream: "output"
max_in_flight: 5
}
node {
calculator: "CallbackCalculator"
input_stream: "output"
input_side_packet: "CALLBACK:callback"
}
num_threads: 5
)pb");
// Starts MediaPipe graph.
CalculatorGraph graph(graph_config);
// Runs the graph twice.
for (int i = 0; i < 2; ++i) {
MP_ASSERT_OK(graph.StartRun(
{{"callback", MakePacket<std::function<void(const Packet&)>>(std::bind(
&ParallelExecutionTest::AddThreadSafeVectorSink, this,
std::placeholders::_1))}}));
const int kTotalNums = 100;
int fail_count = 0;
for (int i = 0; i < kTotalNums; ++i) {
absl::Status status = graph.AddPacketToInputStream(
"input", Adopt(new int(i)).At(Timestamp(i)));
if (!status.ok()) {
++fail_count;
}
}
EXPECT_EQ(0, fail_count);
// Doesn't wait but just close the input stream.
MP_ASSERT_OK(graph.CloseInputStream("input"));
// Waits properly via the API until the graph is done.
MP_ASSERT_OK(graph.WaitUntilDone());
absl::ReaderMutexLock lock(&output_packets_mutex_);
ASSERT_EQ(kTotalNums - kTotalNums / 4, output_packets_.size());
int index = 1;
for (const Packet& packet : output_packets_) {
MP_ASSERT_OK(packet.ValidateAsType<int>());
EXPECT_EQ(index + 2, packet.Get<int>());
EXPECT_EQ(Timestamp(index), packet.Timestamp());
if (++index % 4 == 0) {
++index;
}
}
output_packets_.clear();
}
}
} // namespace
} // namespace mediapipe