164 lines
3.7 KiB
C++
164 lines
3.7 KiB
C++
#include <fstream>
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#include <iostream>
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#include <mpi.h>
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#include <stdlib.h>
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#include <time.h>
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#include <vector>
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#define MCW MPI_COMM_WORLD
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using namespace std;
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struct Matrix{
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int M, N;
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double** matrix;
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};
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//Problem size
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const int N = 10;
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vector<Matrix> matricies;
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//global variables
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double A[N][N];
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double B[N][N];
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double AB[N][N];
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double AB_serial[N][N];
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void fill_matrices();
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void print_matrix(double mat[][N]);
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void serial_version();
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void compute_interval(int start, int interval);
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void multiplyMatrix(int rank, int size);
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void read_in_matrices();
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int main(int argc, char** argv){
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int rank, size;
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MPI_Init(&argc, &argv);
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MPI_Comm_rank(MCW, &rank);
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MPI_Comm_size(MCW, &size);
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multiplyMatrix(rank, size);
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if(!rank)
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read_in_matrices();
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MPI_Finalize();
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}
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void read_in_matrices(){
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for(int i = 0; i < 2; i++) {
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Matrix* matrix = new Matrix;
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ifstream f("Matrix.txt");
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f >> matrix->M >> matrix->N;
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// Allocate memory
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matrix->matrix = new double *[matrix->M];
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for (int i = 0; i < matrix->M; ++i)
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matrix->matrix[i] = new double[N];
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for (int i = 0; i < matrix->M; i++)
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for (int j = 0; j < matrix->N; j++)
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f >> matrix->matrix[i][j];
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matricies.push_back(*matrix);
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}
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}
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//Function to fill matrices at random
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void fill_matrices(){
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srand(time(NULL));
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for(int i = 0; i <N; i++){
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for (int j = 0; j < N; j++){
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A[i][j] = rand() %4;
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B[i][j] = rand() %4;
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}
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}
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}
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//Function to print matrix
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void print_matrix(double mat[][N]){
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for (int i = 0; i < N; i++){
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for (int j = 0; j<N; j++){
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cout << mat[i][j] << " ";
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}
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cout << endl;
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}
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cout << endl;
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}
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//Serial version of solution
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void serial_version(){
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for (int i = 0; i <N; i++){
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for (int j = 0; j < N;j++){
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AB_serial[i][j] = 0;
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for (int k = 0; k <N; k++){
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AB_serial[i][j] += A[i][k]*B[k][j];
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}
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}
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}
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}
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//Compute interval multiplication
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void compute_interval(int start,int interval){
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for(int i = start; i <start+interval;i++){
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for (int j = 0; j <N; j++){
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AB[i][j] = 0;
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for (int k = 0; k <N; k++){
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AB[i][j] += A[i][k]*B[k][j];
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}
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}
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}
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}
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void multiplyMatrix(int rank, int size){
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//timing variables
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double time1,time2,time3;
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//compute interval size
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//rank 0 responsible for remainder
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int interval = N/size;
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int remainder = N%size;
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//Record start time
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MPI_Barrier(MCW);
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time1 = MPI_Wtime();
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//Rank 0 fills the matrices and computes the remainder
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if(!rank){
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fill_matrices();
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compute_interval(size*interval,remainder);
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}
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//Broadcast Matrix B and scatter relevant portions of Matrix A
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MPI_Bcast(B,N*N,MPI_DOUBLE,0,MCW);
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MPI_Scatter(A,interval*N,MPI_DOUBLE,A[rank*interval],interval*N,MPI_DOUBLE,0,MCW);
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//Each processor cumputes the interval they are responsible for
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compute_interval(rank*interval,interval);
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//Gather results
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MPI_Gather(AB[rank*interval],interval*N,MPI_DOUBLE,AB,interval*N,MPI_DOUBLE,0,MCW);
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//Record parallel finish time
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MPI_Barrier(MCW);
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time2 = MPI_Wtime();
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if (!rank){
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//serial computation
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serial_version();
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//Record serial finish time
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time3 = MPI_Wtime();
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//Print times
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cout << "Problem size " << N << endl;
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cout << size << " processors computed in time: " << time2-time1 << endl;
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cout << "Serial version computed in time: " << time3-time2 << endl;
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cout << "Efficiency of: " << (time3-time2)/((time2-time1)*size) << endl;
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//Code to print matrices and results
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cout << "Matrix A: " << endl;
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print_matrix(A);
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cout << "multiplied Matrix B:" << endl;
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print_matrix(B);
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cout << "gives matrix AB:" << endl;
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print_matrix(AB);
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cout << "serial version gives:" << endl;
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print_matrix(AB_serial);
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}
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}
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