chundoong-lab-ta/SamsungDS22/submissions/HW4/junha96.jeon/mat_mul.cpp

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2022-09-29 18:01:45 +09:00
#include "mat_mul.h"
#include <cstdio>
#include <cstdlib>
#include <mpi.h>
#include <omp.h>
static float *A, *B, *C;
static int M, N, K;
static int num_threads;
static int mpi_rank, mpi_world_size;
static int min(int x, int y) {
return x < y ? x : y;
}
MPI_Request request;
MPI_Status status;
#define ITILESIZE (32)
#define JTILESIZE (1024)
#define KTILESIZE (1024)
static void mat_mul_omp(int tid,int bounds) {
// TODO: parallelize & optimize matrix multiplication
// Use num_threads per node
int i,j,k,ii,jj,kk;
float ar=0.0;
int is, ie;
//int per_process = M/mpi_world_size;
//MPI_Status status;
//omp_set_num_threads(num_threads);
//int tid;
// #pragma omp parallel shared(A,B,C) private(i,j,k,ii,jj,kk,tid,is,ie,ar)
//{
// tid = omp_get_thread_num();
is = bounds / num_threads * tid + min(tid, bounds % num_threads);
ie = bounds / num_threads * (tid + 1) + min(tid + 1, bounds % num_threads);
//int interval = M/mpi_world_size;
//if(mpi_rank == mpi_world_size-1) interval = interval + M%mpi_world_size;
for (ii = is; ii < ie; ii += ITILESIZE) {
for (jj = 0; jj < N; jj += JTILESIZE) {
for (kk = 0; kk < K; kk += KTILESIZE) {
for (k = kk; k < min(K, kk + KTILESIZE); k++) {
for (i = ii; i < min(ie, ii + ITILESIZE); i++) {
ar = A[i * K + k];
for (j = jj; j < min(N, jj + JTILESIZE); j+=1) {
C[i * N + j] += ar * B[k * N + j];
}
}
}
}
}
}
//}
}
void mat_mul(float *_A, float *_B, float *_C, int _M, int _N, int _K,
int _num_threads, int _mpi_rank, int _mpi_world_size) {//(
A = _A, B = _B, C = _C;
M = _M, N = _N, K = _K;
num_threads = _num_threads, mpi_rank = _mpi_rank,
mpi_world_size = _mpi_world_size;
int i;
int cal_node = mpi_world_size;
int offset = M/cal_node;
int bound = (mpi_rank == mpi_world_size-1)? M/cal_node + M%cal_node : M/cal_node;
// TODO: parallelize & optimize matrix multiplication on multi-node
// You must allocate & initialize A, B, C for non-root processes
// FIXME: for now, only root process runs the matrix multiplication.
if (mpi_rank == 0) {
offset = M/cal_node;
for(i=1; i<mpi_world_size; ++i)
{
bound = (i == mpi_world_size-1)? M/cal_node +(M%cal_node) : M/cal_node;
MPI_Isend(&A[offset*K],bound*K,MPI_FLOAT,i,0,MPI_COMM_WORLD,&request);
MPI_Isend(B,K*N,MPI_FLOAT,i,0,MPI_COMM_WORLD,&request);
//MPI_Send(&A[offset*K],bound*K,MPI_FLOAT,i,0,MPI_COMM_WORLD);
//MPI_Send(B,K*N,MPI_FLOAT,i,0,MPI_COMM_WORLD);
//MPI_Irecv(&C[offset*N],bound*N,MPI_FLOAT,i,0,MPI_COMM_WORLD,&request);
//MPI_Recv(&C[offset*N],bound*N,MPI_FLOAT,i,0,MPI_COMM_WORLD,&status);
offset += bound;
}
//MPI_Wait(&request, &status);
#pragma omp parallel num_threads(num_threads)
{
#pragma omp for nowait
for(i=0; i<num_threads; ++i)
mat_mul_omp(i,bound);
#pragma omp barrier
}
/* for(i=1; i<mpi_world_size; ++i) {
//MPI_Irecv(&C[offset*N],bound*N,MPI_FLOAT,i,0,MPI_COMM_WORLD,&request);
MPI_Recv(&C[offset*N],bound*N,MPI_FLOAT,i,0,MPI_COMM_WORLD,&status);
//MPI_Wait(&request, &status);
} */
// MPI_Wait(&request, &status);
}
else {
A = (float*)malloc(sizeof(float)*bound*K);
B = (float*)malloc(sizeof(float)*K*N);
C = (float*)malloc(sizeof(float)*bound*N);
//MPI_Irecv(A,bound*K,MPI_FLOAT,0,0,MPI_COMM_WORLD,&request);
//MPI_Irecv(B,K*N,MPI_FLOAT,0,0,MPI_COMM_WORLD,&request);
MPI_Recv(A,bound*K,MPI_FLOAT,0,0,MPI_COMM_WORLD,&status);
MPI_Recv(B,K*N,MPI_FLOAT,0,0,MPI_COMM_WORLD,&status);
#pragma omp parallel num_threads(num_threads)
{
#pragma omp for nowait
for(i=0; i<num_threads; ++i)
mat_mul_omp(i,bound);
#pragma omp barrier
}
//MPI_Isend(C, bound*N, MPI_FLOAT, 0, 0, MPI_COMM_WORLD,&request);
//MPI_Send(C, bound*N, MPI_FLOAT, 0, 0, MPI_COMM_WORLD);
//MPI_Wait(&request, &status);
}
//#pragma omp parallel num_threads(num_threads)
//{
// #pragma omp for nowait
// for(i=0; i<num_threads; ++i)
// mat_mul_omp(i,bound);
// #pragma omp barrier
//}
if (mpi_rank == 0) {
offset = M/cal_node;
for(i=1; i<mpi_world_size; ++i){
bound = (i == mpi_world_size-1)? M/cal_node + (M%cal_node) : M/cal_node;
//MPI_Recv(&C[offset*N],bound*N,MPI_FLOAT,i,0,MPI_COMM_WORLD,MPI_STATUS_IGNORE);
MPI_Irecv(&C[offset*N],bound*N,MPI_FLOAT,i,0,MPI_COMM_WORLD,&request);
offset += bound;
}
//MPI_Wait(&request, &status);
}
else {
MPI_Send(C, bound*N, MPI_FLOAT, 0, 0, MPI_COMM_WORLD);
//MPI_Isend(C, bound*N, MPI_FLOAT, 0, 0, MPI_COMM_WORLD,&request);
//MPI_Wait(&request, &status);
}
//MPI_Finalize();
} //)