无论您是要在MPI中将复杂数据结构写入文件还是通过网络,问题都是一样的; 您必须将数据提取到"普通旧数据"(POD),保存,然后输出,同样能够将保存的数据解压缩到相同类型的结构中.通常,这称为序列化.
对于任何给定的结构,您总是可以编写自己的例程来执行此操作,但在C++中,Boost中有一个框架,称为Boost序列化库,用于执行此操作; 对于这个例子来说它有点重量级,但它适用于大多数(所有?)STL容器,并且有一些钩子可以为你自己的类添加支持.
使用Boost的主要技巧是Boost库(以及所有示例)使得将数据写入文件变得非常容易,但是在这里你要将它保存在内存中并通过网络发送/接收它; 这意味着跳过更多的箍,以确保序列化进入您可以访问的数组. 在这方面,这个答案非常有用.
所以一个完整的工作示例如下所示:
#include <mpi.h>
#include <set>
#include <string>
#include <boost/archive/binary_iarchive.hpp>
#include <boost/archive/binary_oarchive.hpp>
#include <boost/serialization/set.hpp>
#include <boost/iostreams/stream_buffer.hpp>
#include <boost/iostreams/stream.hpp>
#include <boost/iostreams/device/back_inserter.hpp>
int main(int argc,char** argv) {
int size, rank;
MPI_Init(&argc, &argv);
MPI_Comm_size(MPI_COMM_WORLD, &size);
MPI_Comm_rank(MPI_COMM_WORLD, &rank);
if (size < 2) {
if (rank == 0)
std::cerr << "Require at least 2 tasks" << std::endl;
MPI_Abort(MPI_COMM_WORLD, 1);
}
const int lentag=0;
const int datatag=1;
if (rank == 0) {
int nums[] = {1,4,9,16};
std::set<int> send_set(nums, nums+4);
std::cout << "Rank " << rank << " sending set: ";
for (std::set<int>::iterator i=send_set.begin(); i!=send_set.end(); i++)
std::cout << *i << " ";
std::cout << std::endl;
// We're going to serialize into a std::string of bytes, and then send this
std::string serial_str;
boost::iostreams::back_insert_device<std::string> inserter(serial_str);
boost::iostreams::stream<boost::iostreams::back_insert_device<std::string> > s(inserter);
boost::archive::binary_oarchive send_ar(s);
send_ar << send_set;
s.flush();
int len = serial_str.size();
// Send length, then data
MPI_Send( &len, 1, MPI_INT, 1, lentag, MPI_COMM_WORLD );
MPI_Send( (void *)serial_str.data(), len, MPI_BYTE, 1, datatag, MPI_COMM_WORLD );
} else if (rank == 1) {
int len;
MPI_Recv( &len, 1, MPI_INT, 0, lentag, MPI_COMM_WORLD, MPI_STATUS_IGNORE);
char data[len+1];
MPI_Recv( data, len, MPI_BYTE, 0, datatag, MPI_COMM_WORLD, MPI_STATUS_IGNORE);
data[len] = '\0';
boost::iostreams::basic_array_source<char> device(data, len);
boost::iostreams::stream<boost::iostreams::basic_array_source<char> > s(device);
boost::archive::binary_iarchive recv_ar(s);
std::set<int> recv_set;
recv_ar >> recv_set;
std::cout << "Rank " << rank << " got set: ";
for (std::set<int>::iterator i=recv_set.begin(); i!=recv_set.end(); i++)
std::cout << *i << " ";
std::cout << std::endl;
}
MPI_Finalize();
return 0;
}
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跑步给出:
$ mpic++ mpi-set.cxx -o mpiset -lboost_serialization
$ mpirun -np 2 ./mpiset
Rank 0 sending set: 1 4 9 16
Rank 1 got set: 1 4 9 16
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如果你真的不想使用Boost,因为你实际上无法直接看到set数据结构,除了将数据提取到数组或向量中之外没有太多选择,并以这种方式发送数据:
#include <mpi.h>
#include <set>
#include <vector>
int main(int argc,char** argv) {
int size, rank;
MPI_Init(&argc, &argv);
MPI_Comm_size(MPI_COMM_WORLD, &size);
MPI_Comm_rank(MPI_COMM_WORLD, &rank);
if (size < 2) {
if (rank == 0)
std::cerr << "Require at least 2 tasks" << std::endl;
MPI_Abort(MPI_COMM_WORLD, 1);
}
const int lentag=0;
const int datatag=1;
if (rank == 0) {
int nums[] = {1,4,9,16};
std::set<int> send_set(nums, nums+4);
std::cout << "Rank " << rank << " sending set: ";
for (std::set<int>::iterator i=send_set.begin(); i!=send_set.end(); i++)
std::cout << *i << " ";
std::cout << std::endl;
// Send length, then data
int len = send_set.size();
MPI_Send( &len, 1, MPI_INT, 1, lentag, MPI_COMM_WORLD );
std::vector<int> send_vec;
for (std::set<int>::iterator i=send_set.begin(); i!=send_set.end(); i++)
send_vec.push_back(*i);
MPI_Send( send_vec.data(), len, MPI_INT, 1, datatag, MPI_COMM_WORLD );
} else if (rank == 1) {
int len;
MPI_Recv( &len, 1, MPI_INT, 0, lentag, MPI_COMM_WORLD, MPI_STATUS_IGNORE);
int recv_data[len];
MPI_Recv( recv_data, len, MPI_INT, 0, datatag, MPI_COMM_WORLD, MPI_STATUS_IGNORE);
std::set<int> recv_set;
for (int i=0; i<len; i++)
recv_set.insert(recv_data[i]);
std::cout << "Rank " << rank << " got set: ";
for (std::set<int>::iterator i=recv_set.begin(); i!=recv_set.end(); i++)
std::cout << *i << " ";
std::cout << std::endl;
}
MPI_Finalize();
return 0;
}
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跑步给出:
$ mpicxx -o mpisetvector mpi-set-vector.cxx
$ mpirun -np 2 mpisetvector
Rank 0 sending set: 1 4 9 16
Rank 1 got set: 1 4 9 16
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但实际上,如果你打算用其他类型的对象做这件事,那么Boost就是你要走的路.