#include "mat_mul.h" #include "util.h" #include #include #include static float *A, *B, *C; static int M, N, K; static int num_threads; static int mpi_rank, mpi_world_size; #define ISIZE (24) #define JSIZE (1024) #define KSIZE (1024) #define min(a,b) ((a)>(b) ? (b) : (a)) static void mat_mul_omp() { float ar; #pragma omp parallel for num_threads(num_threads) for (int ii = 0; ii < M; ii += ISIZE) { for (int jj = 0; jj < N; jj += JSIZE) { for (int kk = 0; kk < K; kk += KSIZE) { for (int k = kk; k < min(kk+KSIZE,K); k++) { for (int i = ii; i < min(ii+ISIZE,M); i++) { ar = A[i * K + k]; for (int j = jj; j < min(jj+JSIZE,N); j++) { 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; // 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. MPI_Status status; int SrtP[mpi_world_size] = {0,}; int EndP[mpi_world_size] = {0,}; int DivS[mpi_world_size] = {0,}; for(int i = 0; i < mpi_world_size; ++i) { if(i != 0) SrtP[i] = M / mpi_world_size * i + min(i, M % mpi_world_size); EndP[i] = M / mpi_world_size * (i + 1) + min(i + 1, M % mpi_world_size); DivS[i] = EndP[i] - SrtP[i]; } if (mpi_rank == 0) { for(int i = 1; i < mpi_world_size; ++i) { MPI_Send(&A[SrtP[i]*K], DivS[i]*K, MPI_FLOAT, i, 0, MPI_COMM_WORLD); MPI_Send(B, (K*N), MPI_FLOAT, i, 0, MPI_COMM_WORLD); } M = DivS[mpi_rank]; mat_mul_omp(); for(int i = 1; i < mpi_world_size; ++i) { MPI_Recv(&C[SrtP[i]*N], DivS[i]*N, MPI_FLOAT, i, 0, MPI_COMM_WORLD, &status); } } if (mpi_rank != 0) { alloc_mat(&A, DivS[mpi_rank], K); alloc_mat(&B, K, N); alloc_mat(&C, DivS[mpi_rank], N); zero_mat(C, DivS[mpi_rank], N); MPI_Recv(A, DivS[mpi_rank]*K, MPI_FLOAT, 0, 0, MPI_COMM_WORLD, &status); MPI_Recv(B, (K*N), MPI_FLOAT, 0, 0, MPI_COMM_WORLD, &status); M=DivS[mpi_rank]; mat_mul_omp(); MPI_Send(C, DivS[mpi_rank]*N, MPI_FLOAT, 0, 0, MPI_COMM_WORLD); } }