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Paddle/paddle/fluid/platform/init.cc

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/* Copyright (c) 2016 PaddlePaddle 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 <fstream>
#include <string>
#include "paddle/fluid/platform/cpu_helper.h"
#include "paddle/fluid/platform/cpu_info.h"
#if defined(PADDLE_WITH_CUDA) || defined(PADDLE_WITH_HIP)
#include "paddle/fluid/platform/cuda_device_guard.h"
#endif
#ifdef PADDLE_WITH_CUDA
#include "paddle/fluid/platform/dynload/cupti.h"
#endif
#include "paddle/fluid/platform/device_context.h"
#include "paddle/fluid/platform/init.h"
#include "paddle/fluid/platform/place.h"
#ifdef PADDLE_WITH_XPU
#include "paddle/fluid/platform/xpu_header.h"
#include "paddle/fluid/platform/xpu_info.h"
#endif
#ifdef WITH_WIN_DUMP_DBG
#include <stdio.h>
#include <time.h>
#include <windows.h>
#include "DbgHelp.h"
#endif
DECLARE_int32(paddle_num_threads);
DEFINE_int32(multiple_of_cupti_buffer_size, 1,
"Multiple of the CUPTI device buffer size. If the timestamps have "
"been dropped when you are profiling, try increasing this value.");
namespace paddle {
namespace platform {
void ParseCommandLineFlags(int argc, char **argv, bool remove) {
::GFLAGS_NAMESPACE::ParseCommandLineFlags(&argc, &argv, remove);
}
} // namespace platform
} // namespace paddle
namespace paddle {
namespace framework {
#ifdef _WIN32
#define strdup _strdup
#endif
std::once_flag gflags_init_flag;
std::once_flag glog_init_flag;
bool InitGflags(std::vector<std::string> args) {
bool successed = false;
std::call_once(gflags_init_flag, [&]() {
FLAGS_logtostderr = true;
// NOTE(zhiqiu): dummy is needed, since the function
// ParseNewCommandLineFlags in gflags.cc starts processing
// commandline strings from idx 1.
// The reason is, it assumes that the first one (idx 0) is
// the filename of executable file.
args.insert(args.begin(), "dummy");
std::vector<char *> argv;
std::string line;
int argc = args.size();
for (auto &arg : args) {
argv.push_back(const_cast<char *>(arg.data()));
line += arg;
line += ' ';
}
VLOG(1) << "Before Parse: argc is " << argc
<< ", Init commandline: " << line;
char **arr = argv.data();
::GFLAGS_NAMESPACE::ParseCommandLineFlags(&argc, &arr, true);
successed = true;
VLOG(1) << "After Parse: argc is " << argc;
});
return successed;
}
#ifdef PADDLE_WITH_CUDA
void InitCupti() {
#ifdef PADDLE_WITH_CUPTI
if (FLAGS_multiple_of_cupti_buffer_size == 1) return;
size_t attrValue = 0, attrValueSize = sizeof(size_t);
#define MULTIPLY_ATTR_VALUE(attr) \
{ \
PADDLE_ENFORCE_EQ( \
!platform::dynload::cuptiActivityGetAttribute(attr, &attrValueSize, \
&attrValue), \
true, platform::errors::Unavailable("Get cupti attribute failed.")); \
attrValue *= FLAGS_multiple_of_cupti_buffer_size; \
LOG(WARNING) << "Set " #attr " " << attrValue << " byte"; \
PADDLE_ENFORCE_EQ( \
!platform::dynload::cuptiActivitySetAttribute(attr, &attrValueSize, \
&attrValue), \
true, platform::errors::Unavailable("Set cupti attribute failed.")); \
}
MULTIPLY_ATTR_VALUE(CUPTI_ACTIVITY_ATTR_DEVICE_BUFFER_SIZE);
MULTIPLY_ATTR_VALUE(CUPTI_ACTIVITY_ATTR_DEVICE_BUFFER_SIZE_CDP);
#if CUDA_VERSION >= 9000
MULTIPLY_ATTR_VALUE(CUPTI_ACTIVITY_ATTR_PROFILING_SEMAPHORE_POOL_SIZE);
#endif
#undef MULTIPLY_ATTR_VALUE
#endif
}
#endif
void InitDevices() {
// CUPTI attribute should be set before any CUDA context is created (see CUPTI
// documentation about CUpti_ActivityAttribute).
#ifdef PADDLE_WITH_CUDA
InitCupti();
#endif
/*Init all available devices by default */
std::vector<int> devices;
#if defined(PADDLE_WITH_CUDA) || defined(PADDLE_WITH_HIP)
try {
// use user specified GPUs in single-node multi-process mode.
devices = platform::GetSelectedDevices();
} catch (const std::exception &exp) {
LOG(WARNING) << "Compiled with WITH_GPU, but no GPU found in runtime.";
}
#endif
#ifdef PADDLE_WITH_XPU
try {
// use user specified XPUs in single-node multi-process mode.
devices = platform::GetXPUSelectedDevices();
} catch (const std::exception &exp) {
LOG(WARNING) << "Compiled with WITH_XPU, but no XPU found in runtime.";
}
#endif
InitDevices(devices);
}
void InitDevices(const std::vector<int> devices) {
std::vector<platform::Place> places;
for (size_t i = 0; i < devices.size(); ++i) {
// In multi process multi gpu mode, we may have gpuid = 7
// but count = 1.
if (devices[i] < 0) {
LOG(WARNING) << "Invalid devices id.";
continue;
}
#if defined(PADDLE_WITH_CUDA) || defined(PADDLE_WITH_HIP)
places.emplace_back(platform::CUDAPlace(devices[i]));
#endif
#ifdef PADDLE_WITH_XPU
places.emplace_back(platform::XPUPlace(devices[i]));
#endif
}
places.emplace_back(platform::CPUPlace());
#if defined(PADDLE_WITH_CUDA) || defined(PADDLE_WITH_HIP)
places.emplace_back(platform::CUDAPinnedPlace());
#endif
platform::DeviceContextPool::Init(places);
#ifndef PADDLE_WITH_MKLDNN
platform::SetNumThreads(FLAGS_paddle_num_threads);
#endif
#if !defined(_WIN32) && !defined(__APPLE__) && !defined(__OSX__)
if (platform::MayIUse(platform::avx)) {
#ifndef __AVX__
LOG(WARNING) << "AVX is available, Please re-compile on local machine";
#endif
}
// Throw some informations when CPU instructions mismatch.
#define AVX_GUIDE(compiletime, runtime) \
PADDLE_THROW(platform::errors::Unavailable( \
"This version is compiled on higher instruction(" #compiletime \
") system, you may encounter illegal instruction error running on" \
" your local CPU machine. Please reinstall the " #runtime \
" version or compile from source code."))
#ifdef __AVX512F__
if (!platform::MayIUse(platform::avx512f)) {
if (platform::MayIUse(platform::avx2)) {
AVX_GUIDE(AVX512, AVX2);
} else if (platform::MayIUse(platform::avx)) {
AVX_GUIDE(AVX512, AVX);
} else {
AVX_GUIDE(AVX512, NonAVX);
}
}
#endif
#ifdef __AVX2__
if (!platform::MayIUse(platform::avx2)) {
if (platform::MayIUse(platform::avx)) {
AVX_GUIDE(AVX2, AVX);
} else {
AVX_GUIDE(AVX2, NonAVX);
}
}
#endif
#ifdef __AVX__
if (!platform::MayIUse(platform::avx)) {
AVX_GUIDE(AVX, NonAVX);
}
#endif
#undef AVX_GUIDE
#endif
}
#ifndef _WIN32
// Description Quoted from
// https://pubs.opengroup.org/onlinepubs/9699919799/basedefs/signal.h.html
const struct {
const char *name;
const char *error_string;
} SignalErrorStrings[] = {
{"SIGSEGV", "Segmentation fault"},
{"SIGILL", "Illegal instruction"},
{"SIGFPE", "Erroneous arithmetic operation"},
{"SIGABRT", "Process abort signal"},
{"SIGBUS", "Access to an undefined portion of a memory object"},
{"SIGTERM", "Termination signal"},
};
bool StartsWith(const char *str, const char *prefix) {
size_t len_prefix = strlen(prefix);
size_t len_str = strlen(str);
return len_str < len_prefix ? false : memcmp(prefix, str, len_prefix) == 0;
}
const char *ParseSignalErrorString(const std::string &str) {
for (size_t i = 0;
i < (sizeof(SignalErrorStrings) / sizeof(*(SignalErrorStrings))); ++i) {
if (std::string::npos != str.find(SignalErrorStrings[i].name)) {
return SignalErrorStrings[i].error_string;
}
}
return "Unknown signal";
}
// Handle SIGSEGV, SIGILL, SIGFPE, SIGABRT, SIGBUS, and SIGTERM.
void SignalHandle(const char *data, int size) {
try {
// NOTE1: The glog FailureSignalHandler dumped messages
// are deal with line by line
auto signal_msg_dunmer_ptr = SignalMessageDumper::Instance().Get();
// NOTE2: we only deal with the time info ane signal info,
// the stack trace will generated by paddle self
if (StartsWith(data, "*** Aborted at")) {
*signal_msg_dunmer_ptr << "\n [TimeInfo: " << std::string(data, size - 1)
<< "]\n";
} else if (StartsWith(data, "***")) {
std::string signal_info(data, size - 1);
std::string useless_substr("; stack trace:");
size_t start_pos = signal_info.rfind(useless_substr);
signal_info.replace(start_pos, useless_substr.length(), "");
*signal_msg_dunmer_ptr << " [SignalInfo: " << signal_info << "]\n";
// NOTE3: Final singal error message print.
// Here does not throw an exception,
// otherwise it will casue "terminate called recursively"
std::ostringstream sout;
sout << platform::GetCurrentTraceBackString();
sout << "\n----------------------\nError Message "
"Summary:\n----------------------\n";
sout << platform::errors::Fatal(
"`%s` is detected by the operating system.",
ParseSignalErrorString(signal_info))
.to_string();
std::cout << sout.str() << (*signal_msg_dunmer_ptr).str() << std::endl;
}
} catch (...) {
// Since the program has already triggered a system error,
// no further processing is required here, glog FailureSignalHandler
// will Kill program by the default signal handler
}
}
#endif
#ifdef WITH_WIN_DUMP_DBG
typedef BOOL(WINAPI *MINIDUMP_WRITE_DUMP)(
IN HANDLE hProcess, IN DWORD ProcessId, IN HANDLE hFile,
IN MINIDUMP_TYPE DumpType,
IN CONST PMINIDUMP_EXCEPTION_INFORMATION ExceptionParam,
OPTIONAL IN PMINIDUMP_USER_STREAM_INFORMATION UserStreamParam,
OPTIONAL IN PMINIDUMP_CALLBACK_INFORMATION CallbackParam OPTIONAL);
void CreateDumpFile(LPCSTR lpstrDumpFilePathName,
EXCEPTION_POINTERS *pException) {
HANDLE hDumpFile = CreateFile(lpstrDumpFilePathName, GENERIC_WRITE, 0, NULL,
CREATE_ALWAYS, FILE_ATTRIBUTE_NORMAL, NULL);
MINIDUMP_EXCEPTION_INFORMATION dumpInfo;
dumpInfo.ExceptionPointers = pException;
dumpInfo.ThreadId = GetCurrentThreadId();
dumpInfo.ClientPointers = TRUE;
MINIDUMP_WRITE_DUMP MiniDumpWriteDump_;
HMODULE hDbgHelp = LoadLibrary("DBGHELP.DLL");
MiniDumpWriteDump_ =
(MINIDUMP_WRITE_DUMP)GetProcAddress(hDbgHelp, "MiniDumpWriteDump");
MiniDumpWriteDump_(GetCurrentProcess(), GetCurrentProcessId(), hDumpFile,
MiniDumpWithPrivateReadWriteMemory, &dumpInfo, NULL, NULL);
CloseHandle(hDumpFile);
}
LONG ApplicationCrashHandler(EXCEPTION_POINTERS *pException) {
time_t time_seconds = time(0);
struct tm now_time;
localtime_s(&now_time, &time_seconds);
char buf[1024];
sprintf_s(buf, "C:\\Paddle%04d%02d%02d-%02d%02d%02d.dmp",
1900 + now_time.tm_year, 1 + now_time.tm_mon, now_time.tm_mday,
now_time.tm_hour, now_time.tm_min, now_time.tm_sec);
CreateDumpFile(buf, pException);
return EXCEPTION_EXECUTE_HANDLER;
}
#endif
void InitGLOG(const std::string &prog_name) {
std::call_once(glog_init_flag, [&]() {
// glog will not hold the ARGV[0] inside.
// Use strdup to alloc a new string.
#ifdef WITH_WIN_DUMP_DBG
SetUnhandledExceptionFilter(
(LPTOP_LEVEL_EXCEPTION_FILTER)ApplicationCrashHandler);
#endif
google::InitGoogleLogging(strdup(prog_name.c_str()));
#ifndef _WIN32
google::InstallFailureSignalHandler();
google::InstallFailureWriter(&SignalHandle);
#endif
});
}
} // namespace framework
} // namespace paddle