dmlc--dgl
107 行
2.4 KiB
C++
107 行
2.4 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>
|
|
|
|
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);
|
|
|
|
#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) {
|
|
for (auto i = begin_tid; i < std::min(end, chunk_size + begin_tid); i++) {
|
|
f(i);
|
|
}
|
|
}
|
|
}
|
|
#else
|
|
for (auto i = begin; i < end; i++)
|
|
f(i);
|
|
#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(), f);
|
|
}
|
|
} // namespace runtime
|
|
} // namespace dgl
|
|
|
|
#endif // DGL_RUNTIME_PARALLEL_FOR_H_
|