mindspore2022/mindspore/core/utils/profile.cc

366 lines
11 KiB
C++

/**
* Copyright 2019 Huawei Technologies Co., Ltd
*
* 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 "utils/profile.h"
#include <sys/time.h>
#include <unistd.h>
#include <numeric>
#include <cstdio>
#include <sstream>
#include <iomanip>
#include <vector>
#include <list>
#include <utility>
#include <cfloat>
#include "utils/log_adapter.h"
namespace mindspore {
namespace {
constexpr size_t TIME_INFO_PREFIX_NUM_LEN = 4;
const char KEY_PROF_TOTAL[] = "__total__";
void PrintProfile(std::ostringstream &oss, const TimeInfo &time_info, int indent = 0,
std::map<std::string, double> *sums = nullptr, const std::string &prefix = "");
void PrintTimeInfoMap(std::ostringstream &oss, const TimeInfoMap &dict, int indent = 0,
std::map<std::string, double> *sums = nullptr, const std::string &prefix = "") {
size_t count = 0;
for (const auto &iter : dict) {
count++;
if (iter.second == nullptr) {
continue;
}
// indent by multiples of 4 spaces.
if (iter.first.size() < TIME_INFO_PREFIX_NUM_LEN) {
MS_LOG(EXCEPTION) << "In TimeInfoMap, the " << count << "th string key is " << iter.first
<< ", but the length is less than " << TIME_INFO_PREFIX_NUM_LEN;
}
auto name = iter.first.substr(TIME_INFO_PREFIX_NUM_LEN);
oss << std::setw(indent * 4) << ""
<< "[" << name << "]: " << iter.second->time_;
if (iter.second->dict_ != nullptr) {
oss << ", [" << iter.second->dict_->size() << "]";
}
oss << "\n";
std::string newPrefix = prefix;
if (iter.first.find("Cycle ") == std::string::npos) {
newPrefix = prefix.empty() ? iter.first : prefix + "." + iter.first;
}
PrintProfile(oss, *iter.second, indent + 1, sums, newPrefix);
if (iter.second->dict_ == nullptr) {
(*sums)[newPrefix] += iter.second->time_;
}
}
}
void PrintProfile(std::ostringstream &oss, const TimeInfo &time_info, int indent, std::map<std::string, double> *sums,
const std::string &prefix) {
bool need_free = false;
if (sums == nullptr) {
sums = new (std::nothrow) std::map<std::string, double>();
if (sums == nullptr) {
MS_LOG(ERROR) << "memory allocation failed";
return;
}
need_free = true;
}
// indent by multiples of 4 spaces.
if (indent == 0) {
oss << "TotalTime = " << time_info.time_;
if (time_info.dict_ != nullptr) {
oss << ", [" << time_info.dict_->size() << "]";
}
oss << "\n";
}
if (time_info.dict_ != nullptr) {
PrintTimeInfoMap(oss, *time_info.dict_, indent, sums, prefix);
}
// print time percentage info
if (need_free) {
double total = 0.0;
for (auto iter = sums->begin(); iter != sums->end(); ++iter) {
total += iter->second;
}
oss << "Sums\n";
if (total >= 0.0 + DBL_EPSILON) {
for (auto &iter : *sums) {
std::string name = iter.first;
name.erase(0, TIME_INFO_PREFIX_NUM_LEN);
std::size_t pos = 0;
while ((pos = name.find('.', pos)) != std::string::npos) {
pos++;
name.erase(pos, TIME_INFO_PREFIX_NUM_LEN);
}
oss << " " << std::left << std::setw(36) << name << " : " << std::right << std::setw(12) << std::fixed
<< std::setprecision(6) << iter.second << "s : " << std::right << std::setw(5) << std::fixed
<< std::setprecision(2) << (iter.second / total) * 100 << "%\n";
}
}
delete sums;
}
}
} // namespace
double GetTime(void) {
struct timeval tv = {0, 0};
(void)gettimeofday(&tv, nullptr);
return tv.tv_sec + tv.tv_usec * 1.0e-6;
}
TimeInfo::~TimeInfo() {
if (dict_ == nullptr) {
return;
}
for (auto iter = dict_->begin(); iter != dict_->end(); ++iter) {
delete iter->second;
iter->second = nullptr;
}
delete dict_;
dict_ = nullptr;
}
ProfileBase::ProfileBase() : context_("", this) {
ctx_ptr_ = &context_;
context_.parent_ = nullptr;
}
ProfileBase::~ProfileBase() {
context_.parent_ = nullptr;
if (context_.time_info_ != nullptr) {
delete context_.time_info_;
context_.time_info_ = nullptr;
}
ctx_ptr_ = nullptr;
}
void Profile::Print(void) {
if (ctx_ptr_ == nullptr || ctx_ptr_->time_info_ == nullptr) {
return;
}
std::ostringstream oss;
PrintProfile(oss, *ctx_ptr_->time_info_);
std::string text = oss.str();
// here use printf to output profile info, not use MS_LOG(INFO) since when open log, it affects performance
(void)printf("%s", text.c_str());
(void)fflush(stdout);
}
// Start a step in the current context with the given name.
// Nomes must be unique otherwise the previous record will be overwritten.
ProfContext *Profile::Step(const std::string &name) {
ctx_ptr_ = new (std::nothrow) ProfContext(name, this);
if (ctx_ptr_ == nullptr) {
MS_LOG(ERROR) << "memory allocation failed";
return nullptr;
}
return ctx_ptr_;
}
// Creates subcontext for a repeated action.
// Count should be monotonically increasing.
ProfContext *Profile::Lap(int count) {
std::ostringstream oss;
oss << "Cycle " << count;
ctx_ptr_ = new (std::nothrow) ProfContext(oss.str(), this);
if (ctx_ptr_ == nullptr) {
MS_LOG(ERROR) << "memory allocation failed";
return nullptr;
}
return ctx_ptr_;
}
void Profile::Pop(void) noexcept {
if (ctx_ptr_ == nullptr) {
return;
}
ctx_ptr_ = ctx_ptr_->parent_;
}
ProfContext::ProfContext(const std::string &name, ProfileBase *const prof) : name_(name), prof_(prof) {
// Initialize a subcontext.
time_info_ = nullptr;
if (prof == nullptr || IsTopContext()) {
parent_ = nullptr;
} else {
parent_ = prof->ctx_ptr_;
}
}
ProfContext::~ProfContext() {
// top level context
if (parent_ == nullptr || IsTopContext()) {
if (time_info_ != nullptr) {
delete time_info_;
}
} else {
parent_->Insert(name_, time_info_);
if (prof_ != nullptr) {
prof_->Pop();
}
}
time_info_ = nullptr;
prof_ = nullptr;
parent_ = nullptr;
}
void ProfContext::SetTime(double time) noexcept {
if (time_info_ == nullptr) {
time_info_ = new (std::nothrow) TimeInfo(time);
if (time_info_ == nullptr) {
MS_LOG(ERROR) << "memory allocation failed";
return;
}
}
time_info_->time_ = time;
}
void ProfContext::Insert(const std::string &name, const TimeInfo *time) noexcept {
if (time_info_ == nullptr) {
time_info_ = new (std::nothrow) TimeInfo();
if (time_info_ == nullptr) {
MS_LOG(ERROR) << "memory allocation failed";
delete time;
time = nullptr;
return;
}
}
if (time_info_->dict_ == nullptr) {
time_info_->dict_ = new (std::nothrow) TimeInfoMap();
if (time_info_->dict_ == nullptr) {
MS_LOG(ERROR) << "memory allocation failed";
delete time;
time = nullptr;
delete time_info_;
time_info_ = nullptr;
return;
}
}
std::stringstream ss;
ss << std::setw(TIME_INFO_PREFIX_NUM_LEN) << std::setfill('0') << time_info_->actionNum_;
std::string sorted_name(ss.str() + name);
time_info_->actionNum_++;
auto iter = time_info_->dict_->find(sorted_name);
// if contains item with same name, delete it
if (iter != time_info_->dict_->end()) {
delete iter->second;
iter->second = nullptr;
(void)time_info_->dict_->erase(iter);
}
(*time_info_->dict_)[sorted_name] = time;
}
bool ProfContext::IsTopContext() const noexcept { return (prof_ != nullptr) && (this == &prof_->context_); }
ProfTransaction::ProfTransaction(const ProfileBase *prof) { ctx_ = (prof != nullptr ? prof->ctx_ptr_ : nullptr); }
ProfTransaction::~ProfTransaction() {
if (ctx_ != nullptr && !ctx_->IsTopContext()) {
delete ctx_;
}
ctx_ = nullptr;
}
void DumpTime::Record(const std::string &step_name, const double time, const bool is_start) {
file_ss_ << " {" << std::endl;
file_ss_ << " \"name\": "
<< "\"" << step_name << "\"," << std::endl;
file_ss_ << " \"cat\": "
<< "\"FUNCTION\"," << std::endl;
if (is_start) {
file_ss_ << " \"ph\": "
<< "\"B\"," << std::endl;
} else {
file_ss_ << " \"ph\": "
<< "\"E\"," << std::endl;
}
file_ss_ << " \"ts\": " << std::setprecision(16) << time * 1000000 << "," << std::endl;
file_ss_ << " \"pid\": "
<< "1" << std::endl;
file_ss_ << " }" << std::endl;
file_ss_ << " ," << std::endl;
}
void DumpTime::Save() {
try {
file_out_.open(file_path_, std::ios::trunc | std::ios::out);
} catch (const std::exception &e) {
MS_LOG(EXCEPTION) << "Cannot open file in " << (file_path_);
}
file_out_ << "{\n";
file_out_ << " \"traceEvents\": [" << std::endl;
file_ss_ >> file_out_.rdbuf();
constexpr int offset = -7;
(void)file_out_.seekp(offset, std::ios::end);
file_out_ << " ]" << std::endl << " ,\n";
file_out_ << " \"displayTimeUnit\": \"ms\"" << std::endl;
file_out_ << "}";
file_out_.close();
}
struct TimeInfoGroup {
double total_time = 0.0;
int total_count = 0;
std::list<std::map<std::string, TimeStat>::const_iterator> items;
};
static void PrintTimeStat(std::ostringstream &oss, const TimeInfoGroup &group, const std::string &prefix) {
oss << "------[" << prefix << "] " << std::setw(10) << std::fixed << std::setprecision(6) << group.total_time
<< std::setw(6) << group.total_count << "\n";
for (const auto &iter : group.items) {
oss << std::setw(5) << std::fixed << std::setprecision(2) << iter->second.time_ / group.total_time * 100
<< "% : " << std::setw(12) << std::fixed << std::setprecision(6) << iter->second.time_ << "s : " << std::setw(6)
<< iter->second.count_ << ": " << iter->first << "\n";
}
}
void MsProfile::Print() {
GetProfile()->Print();
std::vector<std::string> items = {"substitution.", "renormalize.", "replace.", "match.",
"func_graph_cloner_run.", "meta_graph.", "manager.", "pynative"};
std::vector<TimeInfoGroup> groups(items.size() + 1);
const auto &stat = GetSingleton().time_stat_;
// group all time infos
for (auto iter = stat.cbegin(); iter != stat.cend(); ++iter) {
auto matched_idx = items.size();
for (size_t i = 0; i < items.size(); ++i) {
if (iter->first.find(items[i]) != std::string::npos) {
matched_idx = i;
break;
}
}
groups[matched_idx].total_time += iter->second.time_;
groups[matched_idx].total_count += iter->second.count_;
groups[matched_idx].items.push_back(iter);
}
std::ostringstream oss;
for (size_t i = 0; i < groups.size(); ++i) {
std::string prefix = (i < items.size() ? items[i] : std::string("others."));
PrintTimeStat(oss, groups[i], prefix);
}
std::string text = oss.str();
// here use printf to output profile info, not use MS_LOG(INFO) since when open log, it affects performance
(void)printf("\nTime group info:\n%s", text.c_str());
(void)fflush(stdout);
}
} // namespace mindspore