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Quan (Andy) Gan 84169b1954 [Feature] Graceful handling of exceptions thrown within OpenMP blocks (#3353)
* graceful c++ exception in OpenMP

* credits

* add test

Co-authored-by: Jinjing Zhou <VoVAllen@users.noreply.github.com>
2021-11-04 06:10:35 +00:00

117 行
2.7 KiB
C++

/*!
* Copyright (c) 2021 by Contributors
* \file runtime/container.h
* \brief Defines the container object data structures.
*/
#ifndef DGL_RUNTIME_PARALLEL_FOR_H_
#define DGL_RUNTIME_PARALLEL_FOR_H_
#include <dmlc/omp.h>
#include <algorithm>
#include <string>
#include <cstdlib>
#include <exception>
#include <atomic>
namespace {
int64_t divup(int64_t x, int64_t y) {
return (x + y - 1) / y;
}
}
namespace dgl {
namespace runtime {
namespace {
size_t compute_num_threads(size_t begin, size_t end, size_t grain_size) {
if (omp_in_parallel() || end - begin <= grain_size || end - begin == 1)
return 1;
return std::min(static_cast<int64_t>(omp_get_max_threads()), divup(end - begin, grain_size));
}
struct DefaultGrainSizeT {
size_t grain_size;
DefaultGrainSizeT() {
auto var = std::getenv("DGL_PARALLEL_FOR_GRAIN_SIZE");
if (!var) {
grain_size = 1;
} else {
grain_size = std::stoul(var);
}
}
size_t operator()() {
return grain_size;
}
};
} // namespace
static DefaultGrainSizeT default_grain_size;
/*!
* \brief OpenMP-based parallel for loop.
*
* It requires each thread's workload to have at least \a grain_size elements.
* The loop body will be a function that takes in a single argument \a i, which
* stands for the index of the workload.
*/
template <typename F>
void parallel_for(
const size_t begin,
const size_t end,
const size_t grain_size,
F&& f) {
if (begin >= end) {
return;
}
#ifdef _OPENMP
auto num_threads = compute_num_threads(begin, end, grain_size);
// (BarclayII) the exception code is borrowed from PyTorch.
std::atomic_flag err_flag = ATOMIC_FLAG_INIT;
std::exception_ptr eptr;
#pragma omp parallel num_threads(num_threads)
{
auto tid = omp_get_thread_num();
auto chunk_size = divup((end - begin), num_threads);
auto begin_tid = begin + tid * chunk_size;
if (begin_tid < end) {
auto end_tid = std::min(end, chunk_size + begin_tid);
try {
f(begin_tid, end_tid);
} catch (...) {
if (!err_flag.test_and_set())
eptr = std::current_exception();
}
}
}
if (eptr)
std::rethrow_exception(eptr);
#else
f(begin, end);
#endif
}
/*!
* \brief OpenMP-based parallel for loop with default grain size.
*
* parallel_for with grain size to default value, either 1 or controlled through
* environment variable DGL_PARALLEL_FOR_GRAIN_SIZE.
* If grain size is set to 1, the function behaves the same way as OpenMP
* parallel for pragma with static scheduling.
*/
template <typename F>
void parallel_for(
const size_t begin,
const size_t end,
F&& f) {
parallel_for(begin, end, default_grain_size(), std::forward<F>(f));
}
} // namespace runtime
} // namespace dgl
#endif // DGL_RUNTIME_PARALLEL_FOR_H_