163 lines
3.8 KiB
C++
163 lines
3.8 KiB
C++
#include <fstream>
|
|
#include <iostream>
|
|
#include <mpi.h>
|
|
#include <stdlib.h>
|
|
#include <time.h>
|
|
#include <vector>
|
|
|
|
#define MCW MPI_COMM_WORLD
|
|
|
|
using namespace std;
|
|
|
|
//Problem size
|
|
int N;
|
|
//global variables
|
|
double **A, **B, **AB, **AB_serial;
|
|
|
|
void print_matrix(double **mat);
|
|
void serial_version();
|
|
void compute_interval(int start, int interval);
|
|
void multiplyMatrix(int rank, int size);
|
|
void read_in_matrices();
|
|
|
|
|
|
|
|
int main(int argc, char** argv){
|
|
int rank, size;
|
|
MPI_Init(&argc, &argv);
|
|
MPI_Comm_rank(MCW, &rank);
|
|
MPI_Comm_size(MCW, &size);
|
|
multiplyMatrix(rank, size);
|
|
MPI_Finalize();
|
|
}
|
|
|
|
void read_in_matrices() {
|
|
ifstream f("Matrix.txt");
|
|
f >> N;
|
|
// Allocate memory
|
|
A = new double *[N];
|
|
for (int i = 0; i < N; ++i)
|
|
A[i] = new double[N];
|
|
B = new double *[N];
|
|
for (int i = 0; i < N; ++i)
|
|
B[i] = new double[N];
|
|
AB = new double *[N];
|
|
for (int i = 0; i < N; ++i)
|
|
AB[i] = new double[N];
|
|
AB_serial = new double *[N];
|
|
for (int i = 0; i < N; ++i)
|
|
AB_serial[i] = new double[N];
|
|
|
|
// Fill Matricies
|
|
for (int i = 0; i < N; i++)
|
|
for (int j = 0; j < N; j++)
|
|
f >> A[i][j];
|
|
for (int i = 0; i < N; i++)
|
|
for (int j = 0; j < N; j++)
|
|
f >> B[i][j];
|
|
for (int i = 0; i < N; i++)
|
|
for (int j = 0; j < N; j++)
|
|
AB[i][j] = 0;
|
|
}
|
|
|
|
//Function to print matrix
|
|
void print_matrix(double **mat) {
|
|
for (int i = 0; i < N; i++){
|
|
for (int j = 0; j<N; j++){
|
|
cout << mat[i][j] << " ";
|
|
}
|
|
cout << endl;
|
|
}
|
|
cout << endl;
|
|
}
|
|
// Serial multiplication works.
|
|
void serial_version(){
|
|
for (int i = 0; i <N; i++){
|
|
for (int j = 0; j < N;j++){
|
|
AB_serial[i][j] = 0;
|
|
for (int k = 0; k <N; k++){
|
|
AB_serial[i][j] += A[i][k]*B[k][j];
|
|
}
|
|
}
|
|
}
|
|
}
|
|
//Compute interval multiplication
|
|
void compute_interval(int start,int interval){
|
|
for(int i = start; i <start+interval;i++){
|
|
for (int j = 0; j <N; j++){
|
|
AB[i][j] = 0;
|
|
for (int k = 0; k <N; k++){
|
|
AB[i][j] += A[i][k]*B[k][j];
|
|
}
|
|
}
|
|
}
|
|
}
|
|
void multiplyMatrix(int rank, int size){
|
|
//timing variables
|
|
double time1,time2,time3;
|
|
//compute interval size
|
|
//rank 0 responsible for remainder
|
|
|
|
//Rank 0 fills the matrices and computes the remainder
|
|
if(!rank){
|
|
read_in_matrices();
|
|
}
|
|
MPI_Bcast(&N, 1, MPI_INT, 0, MCW);
|
|
// Record start time
|
|
MPI_Barrier(MCW);
|
|
time1 = MPI_Wtime();
|
|
|
|
int interval = N / size;
|
|
int remainder = N % size;
|
|
MPI_Bcast(&interval, 1, MPI_INT, 0, MCW);
|
|
MPI_Bcast(&remainder, 1, MPI_INT, 0, MCW);
|
|
|
|
if (!rank) {
|
|
compute_interval(size * interval, remainder);
|
|
}
|
|
|
|
//Broadcast Matrix B and scatter relevant portions of Matrix A
|
|
print_matrix(A);
|
|
MPI_Bcast(B,N*N,MPI_DOUBLE,0,MCW);
|
|
MPI_Scatter(A, interval * N, MPI_DOUBLE, &A[rank * interval], interval * N,
|
|
MPI_DOUBLE, 0, MCW);
|
|
|
|
//Each processor cumputes the interval they are responsible for
|
|
compute_interval(rank*interval,interval);
|
|
|
|
//Gather results
|
|
MPI_Gather(AB[rank * interval], interval * N, MPI_DOUBLE, &AB[0][0],
|
|
interval * N, MPI_DOUBLE, 0, MCW);
|
|
|
|
//Record parallel finish time
|
|
MPI_Barrier(MCW);
|
|
|
|
time2 = MPI_Wtime();
|
|
|
|
if (!rank){
|
|
|
|
//serial computation
|
|
serial_version();
|
|
|
|
//Record serial finish time
|
|
time3 = MPI_Wtime();
|
|
|
|
//Print times
|
|
cout << "Problem size " << N << endl;
|
|
cout << size << " processors computed in time: " << time2-time1 << endl;
|
|
cout << "Serial version computed in time: " << time3-time2 << endl;
|
|
cout << "Efficiency of: " << (time3-time2)/((time2-time1)*size) << endl;
|
|
|
|
//Code to print matrices and results
|
|
|
|
cout << "Matrix A: " << endl;
|
|
print_matrix(A);
|
|
cout << "multiplied Matrix B:" << endl;
|
|
print_matrix(B);
|
|
cout << "serial version gives:" << endl;
|
|
print_matrix(AB_serial);
|
|
cout << "gives matrix AB:" << endl;
|
|
print_matrix(AB);
|
|
}
|
|
}
|