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#include <chrono> // NOLINT
#include <thread> // NOLINT
#include <gtest/gtest.h>
#include "caffe2/core/net.h"
#include "caffe2/core/operator.h"
namespace caffe2 {
// When measuring time, we relax the measured time by +- 40ms.
#ifndef _WIN32
const int kTimeThreshold = 40;
#else
// Even more so on Windows
const int kTimeThreshold = 50;
#endif
// SleepOp basically sleeps for a given number of seconds.
// We allow arbitrary inputs and at most one output so that we can
// test scaffolding of networks. If the output is 1, it will be filled with
// vector<int64_t> with two elements: start time and end time.
class SleepOp final : public Operator<CPUContext> {
public:
SleepOp(const OperatorDef& operator_def, Workspace* ws)
: Operator<CPUContext>(operator_def, ws),
ms_(OperatorBase::GetSingleArgument<int>("ms", 1000)) {
TORCH_DCHECK_GT(ms_, 0);
TORCH_DCHECK_LT(ms_, 3600 * 1000) << "Really? This long?";
}
bool RunOnDevice() override {
auto start = std::chrono::high_resolution_clock::now();
std::this_thread::sleep_for(std::chrono::milliseconds(ms_));
auto end = std::chrono::high_resolution_clock::now();
if (OperatorBase::OutputSize()) {
vector<int64_t>* output = OperatorBase::Output<vector<int64_t>>(0);
output->resize(2);
(*output)[0] = start.time_since_epoch().count();
(*output)[1] = end.time_since_epoch().count();
}
return true;
}
private:
int ms_;
};
OPERATOR_SCHEMA(Sleep).NumInputs(0, INT_MAX).NumOutputs(0, 1);
REGISTER_CPU_OPERATOR(Sleep, SleepOp);
REGISTER_CUDA_OPERATOR(Sleep, SleepOp);
// NOLINTNEXTLINE(cppcoreguidelines-avoid-c-arrays,modernize-avoid-c-arrays)
const char kSleepNetDefString[] =
" name: \"sleepnet\""
" type: \"dag\""
" num_workers: 2"
" op {"
" output: \"sleep1\""
" name: \"sleep1\""
" type: \"Sleep\""
" arg {"
" name: \"ms\""
" i: 100"
" }"
" }"
" op {"
" input: \"sleep1\""
" output: \"sleep2\""
" name: \"sleep2\""
" type: \"Sleep\""
" arg {"
" name: \"ms\""
" i: 100"
" }"
" }"
" op {"
" output: \"sleep3\""
" name: \"sleep3\""
" type: \"Sleep\""
" arg {"
" name: \"ms\""
" i: 150"
" }"
" }";
namespace {
// Run a network and get its duration in milliseconds.
int RunNetAndGetDuration(const string& net_def_str, const string& type) {
NetDef net_def;
CAFFE_ENFORCE(TextFormat::ParseFromString(net_def_str, &net_def));
net_def.set_type(type);
Workspace ws;
unique_ptr<NetBase> net(CreateNet(net_def, &ws));
CAFFE_ENFORCE(net.get() != nullptr);
// Run once to kick in potential initialization (can be slower)
CAFFE_ENFORCE(net->Run());
// Now run and time it
auto start_time = std::chrono::system_clock::now();
CAFFE_ENFORCE(net->Run());
// Inspect the time - it should be around 200 milliseconds, since sleep3 can
// run in parallel with sleep1 and sleep2.
auto duration = std::chrono::duration_cast<std::chrono::milliseconds>(
std::chrono::system_clock::now() - start_time);
int milliseconds = duration.count();
return milliseconds;
}
} // namespace
TEST(DAGNetTest, TestDAGNetTiming) {
int ms = RunNetAndGetDuration(string(kSleepNetDefString), "dag");
EXPECT_NEAR(ms, 200, kTimeThreshold);
}
// For sanity check, we also test the sequential time - it should take 0.35
// seconds instead since everything has to be sequential.
TEST(SimpleNetTest, TestSimpleNetTiming) {
int ms = RunNetAndGetDuration(string(kSleepNetDefString), "simple");
EXPECT_NEAR(ms, 350, kTimeThreshold);
}
// This network has two operators reading the same blob at the same time. This
// should not change anything and the DAG should still make sleep2 and sleep3
// run in parallel.
// NOLINTNEXTLINE(cppcoreguidelines-avoid-c-arrays,modernize-avoid-c-arrays)
const char kSleepNetDefStringReadAfterRead[] =
" name: \"sleepnet\""
" type: \"dag\""
" num_workers: 2"
" op {"
" output: \"sleep1\""
" name: \"sleep1\""
" type: \"Sleep\""
" arg {"
" name: \"ms\""
" i: 100"
" }"
" }"
" op {"
" input: \"sleep1\""
" output: \"sleep2\""
" name: \"sleep2\""
" type: \"Sleep\""
" arg {"
" name: \"ms\""
" i: 100"
" }"
" }"
" op {"
" input: \"sleep1\""
" output: \"sleep3\""
" name: \"sleep3\""
" type: \"Sleep\""
" arg {"
" name: \"ms\""
" i: 150"
" }"
" }";
TEST(DAGNetTest, TestDAGNetTimingReadAfterRead) {
int ms = RunNetAndGetDuration(string(kSleepNetDefStringReadAfterRead), "dag");
EXPECT_NEAR(ms, 250, kTimeThreshold);
}
// For sanity check, we also test the sequential time - it should take 0.35
// seconds instead since everything has to be sequential.
TEST(SimpleNetTest, TestSimpleNetTimingReadAfterRead) {
int ms =
RunNetAndGetDuration(string(kSleepNetDefStringReadAfterRead), "simple");
EXPECT_NEAR(ms, 350, kTimeThreshold);
}
// This network has two operators writing out the sleep2 blob. As a result, the
// operator sleep2-again creates a write after write dependency and the whole
// process should be sequential.
// NOLINTNEXTLINE(cppcoreguidelines-avoid-c-arrays,modernize-avoid-c-arrays)
const char kSleepNetDefStringWriteAfterWrite[] =
" name: \"sleepnet\""
" type: \"dag\""
" num_workers: 2"
" op {"
" output: \"sleep1\""
" name: \"sleep1\""
" type: \"Sleep\""
" arg {"
" name: \"ms\""
" i: 100"
" }"
" }"
" op {"
" input: \"sleep1\""
" output: \"sleep2\""
" name: \"sleep2\""
" type: \"Sleep\""
" arg {"
" name: \"ms\""
" i: 100"
" }"
" }"
" op {"
" output: \"sleep2\""
" name: \"sleep2-again\""
" type: \"Sleep\""
" arg {"
" name: \"ms\""
" i: 150"
" }"
" }";
TEST(DAGNetTest, TestDAGNetTimingWriteAfterWrite) {
int ms =
RunNetAndGetDuration(string(kSleepNetDefStringWriteAfterWrite), "dag");
EXPECT_NEAR(ms, 350, kTimeThreshold);
}
TEST(SimpleNetTest, TestSimpleNetTimingWriteAfterWrite) {
int ms =
RunNetAndGetDuration(string(kSleepNetDefStringWriteAfterWrite), "simple");
EXPECT_NEAR(ms, 350, kTimeThreshold);
}
// This network has an operator writing to sleep1 while another operator is
// accessing it. As a result, the operator sleep1-again creates a write after
// read dependency and the whole process should be sequential.
// NOLINTNEXTLINE(cppcoreguidelines-avoid-c-arrays,modernize-avoid-c-arrays)
const char kSleepNetDefStringWriteAfterRead[] =
" name: \"sleepnet\""
" type: \"dag\""
" num_workers: 2"
" op {"
" output: \"sleep1\""
" name: \"sleep1\""
" type: \"Sleep\""
" arg {"
" name: \"ms\""
" i: 100"
" }"
" }"
" op {"
" input: \"sleep1\""
" output: \"sleep2\""
" name: \"sleep2\""
" type: \"Sleep\""
" arg {"
" name: \"ms\""
" i: 100"
" }"
" }"
" op {"
" output: \"sleep1\""
" name: \"sleep1-again\""
" type: \"Sleep\""
" arg {"
" name: \"ms\""
" i: 150"
" }"
" }";
TEST(DAGNetTest, TestDAGNetTimingWriteAfterRead) {
int ms =
RunNetAndGetDuration(string(kSleepNetDefStringWriteAfterRead), "dag");
EXPECT_NEAR(ms, 350, kTimeThreshold);
}
TEST(SimpleNetTest, TestSimpleNetTimingWriteAfterRead) {
int ms =
RunNetAndGetDuration(string(kSleepNetDefStringWriteAfterRead), "simple");
EXPECT_NEAR(ms, 350, kTimeThreshold);
}
// This network has an operator writing to sleep1 while another
// operator has a control dependency on it. As a result, the operator
// sleep1-again creates a write after read dependency and the whole
// process should be sequential.
// NOLINTNEXTLINE(cppcoreguidelines-avoid-c-arrays,modernize-avoid-c-arrays)
const char kSleepNetDefStringControlDependency[] = R"DOC(
name: "sleepnet"
type: "dag"
num_workers: 2
op {
output: "sleep1"
name: "sleep1"
type: "Sleep"
arg {
name: "ms"
i: 100
}
}
op {
control_input: "sleep1"
output: "sleep2"
name: "sleep2"
type: "Sleep"
arg {
name: "ms"
i: 100
}
}
op {
output: "sleep1"
name: "sleep1-again"
type: "Sleep"
arg {
name: "ms"
i: 150
}
}
)DOC";
TEST(DAGNetTest, TestDAGNetTimingControlDependency) {
int ms =
RunNetAndGetDuration(string(kSleepNetDefStringControlDependency), "dag");
EXPECT_NEAR(ms, 350, kTimeThreshold);
}
TEST(SimpleNetTest, TestSimpleNetTimingControlDependency) {
int ms = RunNetAndGetDuration(
string(kSleepNetDefStringControlDependency), "simple");
EXPECT_NEAR(ms, 350, kTimeThreshold);
}
} // namespace caffe2
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