并行算法计算矩阵相乘,随机生成两个矩阵相乘,用(x-1)*3+y计算进程号,每个进程负责一个答案矩阵的元素,用c++编程最后输出答案矩阵
时间: 2023-12-17 16:06:05 浏览: 19
以下是使用 MPI 编写的并行矩阵乘法程序:
```c++
#include <iostream>
#include <mpi.h>
#include <cstdlib>
#include <ctime>
using namespace std;
#define ROW_A 1000
#define COL_A 1000
#define ROW_B 1000
#define COL_B 1000
int main(int argc, char **argv)
{
int size, rank, tag = 0;
int a[ROW_A][COL_A], b[ROW_B][COL_B], c[ROW_A][COL_B];
MPI_Status status;
MPI_Init(&argc, &argv);
MPI_Comm_size(MPI_COMM_WORLD, &size);
MPI_Comm_rank(MPI_COMM_WORLD, &rank);
srand((unsigned)time(NULL));
if (rank == 0) {
// 生成随机矩阵
for (int i = 0; i < ROW_A; i++) {
for (int j = 0; j < COL_A; j++) {
a[i][j] = rand() % 100;
}
}
for (int i = 0; i < ROW_B; i++) {
for (int j = 0; j < COL_B; j++) {
b[i][j] = rand() % 100;
}
}
// 将矩阵 B 广播给其他进程
for (int i = 1; i < size; i++) {
MPI_Send(&b, ROW_B * COL_B, MPI_INT, i, tag, MPI_COMM_WORLD);
}
// 计算矩阵乘法
int start_row, end_row;
for (int i = 1; i < size; i++) {
start_row = (i - 1) * 3;
end_row = start_row + 2;
MPI_Send(&start_row, 1, MPI_INT, i, tag, MPI_COMM_WORLD);
MPI_Send(&end_row, 1, MPI_INT, i, tag, MPI_COMM_WORLD);
MPI_Send(&a[start_row][0], (end_row - start_row + 1) * COL_A, MPI_INT, i, tag, MPI_COMM_WORLD);
}
start_row = (size - 1) * 3;
end_row = ROW_A - 1;
for (int i = start_row; i <= end_row; i++) {
for (int j = 0; j < COL_B; j++) {
c[i][j] = 0;
for (int k = 0; k < ROW_B; k++) {
c[i][j] += a[i][k] * b[k][j];
}
}
}
int temp_c[COL_B];
for (int i = 1; i < size; i++) {
MPI_Recv(&temp_c, COL_B, MPI_INT, i, tag, MPI_COMM_WORLD, &status);
start_row = (i - 1) * 3;
end_row = start_row + 2;
for (int j = start_row; j <= end_row; j++) {
for (int k = 0; k < COL_B; k++) {
c[j][k] = temp_c[k];
}
}
}
// 输出结果
for (int i = 0; i < ROW_A; i++) {
for (int j = 0; j < COL_B; j++) {
cout << c[i][j] << " ";
}
cout << endl;
}
} else {
// 接收矩阵 B
MPI_Recv(&b, ROW_B * COL_B, MPI_INT, 0, tag, MPI_COMM_WORLD, &status);
// 接收计算范围和矩阵 A 的部分数据
int start_row, end_row;
MPI_Recv(&start_row, 1, MPI_INT, 0, tag, MPI_COMM_WORLD, &status);
MPI_Recv(&end_row, 1, MPI_INT, 0, tag, MPI_COMM_WORLD, &status);
int a_part[(end_row - start_row + 1) * COL_A];
MPI_Recv(&a_part, (end_row - start_row + 1) * COL_A, MPI_INT, 0, tag, MPI_COMM_WORLD, &status);
// 计算矩阵乘法的一部分
int temp_c[COL_B];
for (int i = start_row; i <= end_row; i++) {
for (int j = 0; j < COL_B; j++) {
temp_c[j] = 0;
for (int k = 0; k < ROW_B; k++) {
temp_c[j] += a_part[(i - start_row) * COL_A + k] * b[k][j];
}
}
MPI_Send(&temp_c, COL_B, MPI_INT, 0, tag, MPI_COMM_WORLD);
}
}
MPI_Finalize();
return 0;
}
```
该程序使用了 MPI 并行计算框架,通过广播将矩阵 B 发送给其他进程,然后将矩阵 A 的不同部分分别发送给不同的进程进行计算,最后将每个进程计算的结果发送回主进程。主进程负责输出最终结果。