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Merge pull request #139 from mli/master
add a engine unittest
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#include <time.h> | ||
#include <unistd.h> | ||
#include <dmlc/logging.h> | ||
#include <cstdio> | ||
#include <gtest/gtest.h> | ||
#include <thread> | ||
#include <chrono> | ||
#include <vector> | ||
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#include <mxnet/engine.h> | ||
#include "../src/engine/engine_impl.h" | ||
#include <dmlc/timer.h> | ||
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/** | ||
* present the following workload | ||
* n = reads.size() | ||
* data[write] = (data[reads[0]] + ... data[reads[n]]) / n | ||
* std::this_thread::sleep_for(std::chrono::microsecons(time)); | ||
*/ | ||
struct Workload { | ||
std::vector<int> reads; | ||
int write; | ||
int time; | ||
}; | ||
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/** | ||
* generate a list of workloads | ||
*/ | ||
void GenerateWorkload(int num_workloads, int num_var, | ||
int min_read, int max_read, | ||
int min_time, int max_time, | ||
std::vector<Workload>* workloads) { | ||
workloads->clear(); | ||
workloads->resize(num_workloads); | ||
for (int i = 0; i < num_workloads; ++i) { | ||
auto& wl = workloads->at(i); | ||
wl.write = rand() % num_var; | ||
int r = rand(); | ||
int num_read = min_read + (r % (max_read - min_read)); | ||
for (int j = 0; j < num_read; ++j) { | ||
wl.reads.push_back(rand() % num_var); | ||
} | ||
wl.time = min_time + rand() % (max_time - min_time); | ||
} | ||
} | ||
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/** | ||
* evaluate a single workload | ||
*/ | ||
void EvaluateWorload(const Workload& wl, std::vector<double>* data) { | ||
double tmp = 0; | ||
for (int i : wl.reads) tmp += data->at(i); | ||
data->at(wl.write) = tmp / (wl.reads.size() + 1); | ||
if (wl.time > 0) { | ||
std::this_thread::sleep_for(std::chrono::microseconds(wl.time)); | ||
} | ||
} | ||
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/** | ||
* evaluate a list of workload, return the time used | ||
*/ | ||
double EvaluateWorloads(const std::vector<Workload>& workloads, | ||
mxnet::Engine* engine, | ||
std::vector<double>* data) { | ||
using namespace mxnet; | ||
double t = dmlc::GetTime(); | ||
std::vector<Engine::VarHandle> vars; | ||
if (engine) { | ||
for (size_t i = 0; i < data->size(); ++i) { | ||
vars.push_back(engine->NewVariable()); | ||
} | ||
} | ||
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for (const auto& wl : workloads) { | ||
if (wl.reads.size() == 0) continue; | ||
if (engine == NULL) { | ||
EvaluateWorload(wl, data); | ||
} else { | ||
auto func = [wl,data](RunContext ctx, Engine::CallbackOnComplete cb) { | ||
EvaluateWorload(wl, data); cb(); | ||
}; | ||
std::vector<Engine::VarHandle> reads; | ||
for (auto i : wl.reads) { | ||
if (i != wl.write) reads.push_back(vars[i]); | ||
} | ||
engine->PushAsync(func, Context::CPU(), reads, {vars[wl.write]}); | ||
} | ||
} | ||
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if (engine) { | ||
engine->WaitForAll(); | ||
} | ||
return dmlc::GetTime() - t; | ||
} | ||
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TEST(Engine, RandSumExpr) { | ||
std::vector<Workload> workloads; | ||
int num_repeat = 5; | ||
const int num_engine = 4; | ||
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std::vector<double> t(num_engine, 0.0); | ||
std::vector<mxnet::Engine*> engine(num_engine); | ||
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engine[0] = NULL; | ||
engine[1] = mxnet::engine::CreateNaiveEngine(); | ||
engine[2] = mxnet::engine::CreateThreadedEnginePooled(); | ||
engine[3] = mxnet::engine::CreateThreadedEnginePerDevice(); | ||
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for (int repeat = 0; repeat < num_repeat; ++repeat) { | ||
srand(time(NULL) + repeat); | ||
int num_var = 100; | ||
GenerateWorkload(10000, num_var, 2, 20, 1, 10, &workloads); | ||
std::vector<std::vector<double>> data(num_engine); | ||
for (int i = 0; i < num_engine; ++i) { | ||
data[i].resize(num_var, 1.0); | ||
t[i] += EvaluateWorloads(workloads, engine[i], &data[i]); | ||
} | ||
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for (int i = 1; i < num_engine; ++i) { | ||
for (int j = 0; j < num_var; ++j) EXPECT_EQ(data[0][j], data[i][j]); | ||
} | ||
LOG(INFO) << "data: " << data[0][1] << " " << data[0][2] << "..."; | ||
} | ||
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LOG(INFO) << "baseline\t\t" << t[0] << " sec"; | ||
LOG(INFO) << "NaiveEngine\t\t" << t[1] << " sec"; | ||
LOG(INFO) << "ThreadedEnginePooled\t" << t[2] << " sec"; | ||
LOG(INFO) << "ThreadedEnginePerDevice\t" << t[3] << " sec"; | ||
} | ||
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void Foo(mxnet::RunContext, int i) { printf("The fox says %d\n", i); } | ||
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TEST(Engine, basics) { | ||
auto&& engine = mxnet::Engine::Get(); | ||
auto&& var = engine->NewVariable(); | ||
std::vector<mxnet::Engine::OprHandle> oprs; | ||
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// Test #1 | ||
printf("============= Test #1 ==============\n"); | ||
for (int i = 0; i < 10; ++i) { | ||
oprs.push_back(engine->NewOperator( | ||
[i](mxnet::RunContext ctx, mxnet::Engine::CallbackOnComplete cb) { | ||
Foo(ctx, i); | ||
std::this_thread::sleep_for(std::chrono::seconds{1}); | ||
cb(); | ||
}, | ||
{var}, {})); | ||
engine->Push(oprs.at(i), mxnet::Context{}); | ||
} | ||
engine->WaitForAll(); | ||
printf("Going to push delete\n"); | ||
// std::this_thread::sleep_for(std::chrono::seconds{1}); | ||
for (auto&& i : oprs) { | ||
engine->DeleteOperator(i); | ||
} | ||
engine->DeleteVariable([](mxnet::RunContext) {}, mxnet::Context{}, var); | ||
engine->WaitForAll(); | ||
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printf("============= Test #2 ==============\n"); | ||
var = engine->NewVariable(); | ||
oprs.clear(); | ||
for (int i = 0; i < 10; ++i) { | ||
oprs.push_back(engine->NewOperator( | ||
[i](mxnet::RunContext ctx, mxnet::Engine::CallbackOnComplete cb) { | ||
Foo(ctx, i); | ||
std::this_thread::sleep_for(std::chrono::milliseconds{500}); | ||
cb(); | ||
}, | ||
{}, {var})); | ||
engine->Push(oprs.at(i), mxnet::Context{}); | ||
} | ||
// std::this_thread::sleep_for(std::chrono::seconds{1}); | ||
engine->WaitForAll(); | ||
for (auto&& i : oprs) { | ||
engine->DeleteOperator(i); | ||
} | ||
engine->DeleteVariable([](mxnet::RunContext) {}, mxnet::Context{}, var); | ||
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printf("============= Test #3 ==============\n"); | ||
var = engine->NewVariable(); | ||
oprs.clear(); | ||
engine->WaitForVar(var); | ||
engine->DeleteVariable([](mxnet::RunContext) {}, mxnet::Context{}, var); | ||
engine->WaitForAll(); | ||
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printf("============= Test #4 ==============\n"); | ||
var = engine->NewVariable(); | ||
oprs.clear(); | ||
oprs.push_back(engine->NewOperator( | ||
[](mxnet::RunContext ctx, mxnet::Engine::CallbackOnComplete cb) { | ||
std::this_thread::sleep_for(std::chrono::seconds{2}); | ||
Foo(ctx, 42); | ||
cb(); | ||
}, | ||
{}, {var}, mxnet::FnProperty::kCopyFromGPU)); | ||
engine->Push(oprs.at(0), mxnet::Context{}); | ||
LOG(INFO) << "IO operator pushed, should wait for 2 seconds."; | ||
engine->WaitForVar(var); | ||
LOG(INFO) << "OK, here I am."; | ||
for (auto&& i : oprs) { | ||
engine->DeleteOperator(i); | ||
} | ||
engine->DeleteVariable([](mxnet::RunContext) {}, mxnet::Context{}, var); | ||
engine->WaitForAll(); | ||
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printf("============= Test #5 ==============\n"); | ||
var = engine->NewVariable(); | ||
oprs.clear(); | ||
oprs.push_back(engine->NewOperator( | ||
[](mxnet::RunContext ctx, mxnet::Engine::CallbackOnComplete cb) { | ||
Foo(ctx, 42); | ||
std::this_thread::sleep_for(std::chrono::seconds{2}); | ||
cb(); | ||
}, | ||
{var}, {})); | ||
engine->Push(oprs.at(0), mxnet::Context{}); | ||
LOG(INFO) << "Operator pushed, should not wait."; | ||
engine->WaitForVar(var); | ||
LOG(INFO) << "OK, here I am."; | ||
engine->WaitForAll(); | ||
LOG(INFO) << "That was 2 seconds."; | ||
for (auto&& i : oprs) { | ||
engine->DeleteOperator(i); | ||
} | ||
engine->DeleteVariable([](mxnet::RunContext) {}, mxnet::Context{}, var); | ||
engine->WaitForAll(); | ||
var = nullptr; | ||
oprs.clear(); | ||
LOG(INFO) << "All pass"; | ||
} |
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