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#include <torch/csrc/DataLoader.h>
// Together with `torch/utils/data/_utils/signal_handling.py`, the following
// is an effort to do our best to provide some error message to users when a
// worker dies due to error / critical signals.
//
// See NOTE [ Signal handling in multiprocessing data loading ] for more
// details.
// TODO: The following don't work on Windows. Specifically, sigaction, waitid
// calls, and SIGCHLD handler. Currently, dummy implementations are provided
// for Windows.
#ifndef _WIN32
#include <torch/csrc/Exceptions.h>
#include <torch/csrc/utils/python_numbers.h>
#include <c10/util/irange.h>
#include <fmt/format.h>
#include <sys/wait.h>
#include <atomic>
#include <csignal>
#include <map>
#include <set>
#include <sstream>
using namespace torch;
// Critical signal handlers should be registered on worker processes before
// doing work.
// The handler will raise default handler so that the kill information will be
// retrieved from main process.
// Python handle is _set_worker_signal_handlers().
#define SIGNAL_HANDLER(SIGNAL, HANDLER_NAME, ERROR_MSG) \
static void HANDLER_NAME(int sig, siginfo_t* info, void* ctx) { \
auto _w = \
write(STDERR_FILENO, ERROR_MSG, sizeof(ERROR_MSG) / sizeof(char)); \
(void)_w; \
struct sigaction sa {}; \
sa.sa_handler = SIG_DFL; \
sa.sa_flags = 0; \
if (sigemptyset(&sa.sa_mask) != 0 || \
sigaction(SIGNAL, &sa, nullptr) != 0) { \
_exit(EXIT_FAILURE); \
} else { \
raise(SIGNAL); \
} \
}
// signal(2) is really not portable. So use sigaction.
// http://man7.org/linux/man-pages/man2/signal.2.html
static inline void setSignalHandler(
int signal,
void (*handler)(int, siginfo_t*, void*),
struct sigaction* old_sa_ptr) {
struct sigaction sa {};
sa.sa_sigaction = handler;
sa.sa_flags = SA_RESTART | SA_SIGINFO | SA_NOCLDSTOP | SA_NODEFER;
if (sigemptyset(&sa.sa_mask) != 0 ||
sigaction(signal, &sa, old_sa_ptr) != 0) {
std::ostringstream oss;
oss << "An error occurred while setting handler for " << strsignal(signal)
<< ".";
throw std::runtime_error(oss.str());
}
}
SIGNAL_HANDLER(
SIGBUS,
handler_SIGBUS,
"ERROR: Unexpected bus error encountered in worker. "
"This might be caused by insufficient shared memory (shm).\n");
SIGNAL_HANDLER(
SIGSEGV,
handler_SIGSEGV,
"ERROR: Unexpected segmentation fault encountered in worker.\n");
SIGNAL_HANDLER(
SIGFPE,
handler_SIGFPE,
"ERROR: Unexpected floating-point exception encountered in worker.\n");
// When an error happened in DataLoader methods and Python starts to exit, the
// error trace will keep the loader alive, and Python may kill the children
// processes first before deleting the loader object. Then the cleaning up
// methods in DataLoader.__del__ are not yet called, and SIGCHILD will print an
// error saying a worker is killed by SIGTERM. So we suppress SIGTERM from main
// loader process here to avoid this by _exit(EXIT_SUCCESS). Note that if we
// exit with nonzero code, the loader SIGCHLD handler may report RuntimeError
// again, and then it defeats the whole purpose.
static void handler_SIGTERM(int sig, siginfo_t* info, void* ctx) {
if (info->si_pid == getppid()) {
_exit(EXIT_SUCCESS);
}
struct sigaction sa {};
sa.sa_handler = SIG_DFL;
sa.sa_flags = 0;
if (sigemptyset(&sa.sa_mask) != 0 || sigaction(SIGTERM, &sa, nullptr) != 0) {
_exit(EXIT_FAILURE);
} else {
raise(SIGTERM);
}
}
static PyObject* THPModule_setWorkerSignalHandlers(
PyObject* module,
PyObject* arg) {
HANDLE_TH_ERRORS
setSignalHandler(SIGBUS, &handler_SIGBUS, nullptr);
setSignalHandler(SIGSEGV, &handler_SIGSEGV, nullptr);
setSignalHandler(SIGTERM, &handler_SIGTERM, nullptr);
setSignalHandler(SIGFPE, &handler_SIGFPE, nullptr);
Py_RETURN_NONE;
END_HANDLE_TH_ERRORS
}
static std::map<int64_t, std::set<pid_t>> worker_pids = {};
static PyObject* THPModule_errorIfAnyWorkerFails(
PyObject* module,
PyObject* noargs) {
HANDLE_TH_ERRORS
// NOLINTNEXTLINE(cppcoreguidelines-init-variables)
int error;
// NOLINTNEXTLINE(cppcoreguidelines-init-variables)
std::set<pid_t>* pid_set;
// NOLINTNEXTLINE(cppcoreguidelines-init-variables)
pid_t worker_pid;
siginfo_t infop;
// Only check the pids we care about
for (auto& w : worker_pids) {
pid_set = &(w.second);
for (auto pid_it = pid_set->begin(); pid_it != pid_set->end(); ++pid_it) {
worker_pid = *pid_it;
// Use waitid rather than waitpid so that we can set NOWAIT, and that
// Python and other handlers can get whatever info they want about the
// child.
infop.si_pid = 0;
error = waitid(P_PID, worker_pid, &infop, WEXITED | WNOHANG | WNOWAIT);
// ignore errors and case with no waitable child
if (error < 0 || infop.si_pid == 0)
continue;
if (infop.si_code == CLD_EXITED &&
infop.si_status != EXIT_SUCCESS) { // exit with error
std::ostringstream oss;
oss << "DataLoader worker (pid " << worker_pid << ") exited "
<< "unexpectedly with exit code " << infop.si_status << ". "
<< "Details are lost due to multiprocessing. Rerunning with "
<< "num_workers=0 may give better error trace.";
// This is necessary. Otherwise, the runtime error will kill the other
// workers, and trigger this again.
pid_set->clear();
throw std::runtime_error(oss.str());
} else if (
infop.si_code == CLD_KILLED ||
infop.si_code == CLD_DUMPED) { // killed by signal
std::ostringstream oss;
oss << "DataLoader worker (pid " << worker_pid << ") is killed "
<< "by signal: " << strsignal(infop.si_status) << ". ";
if (infop.si_status == SIGBUS) {
oss << "It is possible that dataloader's workers are out of shared memory. "
<< "Please try to raise your shared memory limit.";
}
// This is necessary. Otherwise, the runtime error will kill the other
// workers, and trigger this again.
pid_set->clear();
throw std::runtime_error(oss.str());
}
}
}
Py_RETURN_NONE;
END_HANDLE_TH_ERRORS
}
// We don't want to exit on any SIGCHLD from any child. child_pids is a tuple
// of pids we are interested in.
static PyObject* THPModule_setWorkerPIDs(PyObject* module, PyObject* args) {
HANDLE_TH_ERRORS
if (PyTuple_GET_SIZE(args) != 2) {
throw TypeError("_set_worker_pids expects exactly 2 arguments.");
}
int64_t key = THPUtils_unpackLong(PyTuple_GET_ITEM(args, 0));
if (worker_pids.find(key) != worker_pids.end()) {
throw ValueError(
"_set_worker_pids should be called only once for each _BaseDataLoaderIter.");
}
PyObject* child_pids = PyTuple_GET_ITEM(args, 1);
if (!PyTuple_Check(child_pids)) {
throw TypeError(
"_set_worker_pids expects a tuple for child_pids, but got %s.",
Py_TYPE(child_pids)->tp_name);
}
std::set<pid_t> pids_set = {};
auto size = PyTuple_GET_SIZE(child_pids);
for (const auto idx : c10::irange(size)) {
PyObject* obj = PyTuple_GET_ITEM(child_pids, idx);
pids_set.insert(static_cast<pid_t>(THPUtils_unpackLong(obj)));
}
worker_pids[key] = pids_set;
Py_RETURN_NONE;
END_HANDLE_TH_ERRORS
}
static PyObject* THPModule_removeWorkerPIDs(
PyObject* module,
PyObject* loader_id) {
HANDLE_TH_ERRORS
int64_t key = THPUtils_unpackLong(loader_id);
auto it = worker_pids.find(key);
if (it == worker_pids.end()) {
throw ValueError(fmt::format(
"Cannot find worker information for _BaseDataLoaderIter with id {}",
key));
}
worker_pids.erase(it);
Py_RETURN_NONE;
END_HANDLE_TH_ERRORS
}
#undef SIGNAL_HANDLER
#else
// dummy implementations for windows
static PyObject* THPModule_setWorkerSignalHandlers(
PyObject* module,
PyObject* _ignored) {
Py_RETURN_NONE;
}
static PyObject* THPModule_setWorkerPIDs(PyObject* module, PyObject* _ignored) {
Py_RETURN_NONE;
}
static PyObject* THPModule_removeWorkerPIDs(
PyObject* module,
PyObject* _ignored) {
Py_RETURN_NONE;
}
static PyObject* THPModule_errorIfAnyWorkerFails(
PyObject* module,
PyObject* _ignored) {
Py_RETURN_NONE;
}
#endif
// NOLINTNEXTLINE(cppcoreguidelines-avoid-c-arrays,cppcoreguidelines-avoid-non-const-global-variables,modernize-avoid-c-arrays)
PyMethodDef DataLoaderMethods[] = {
{"_set_worker_signal_handlers",
THPModule_setWorkerSignalHandlers,
METH_NOARGS,
nullptr},
{"_set_worker_pids", THPModule_setWorkerPIDs, METH_VARARGS, nullptr},
{"_remove_worker_pids", THPModule_removeWorkerPIDs, METH_O, nullptr},
{"_error_if_any_worker_fails",
THPModule_errorIfAnyWorkerFails,
METH_NOARGS,
nullptr},
{nullptr, nullptr, 0, nullptr}};
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