#include "mat_mul.h" #include #include #include #include "util.h" #include #define MASTER 0 #define FROM_MASTER 1 #define FROM_WORKER 2 #define ITILESIZE (32) #define JTILESIZE (1024) #define KTILESIZE (1024) static float *A, *B, *C; static int M, N, K; static int num_threads; static int mpi_rank, mpi_world_size; MPI_Request request; MPI_Status status; static int min(int x, int y) { return x < y ? x : y; } static void mat_mul_omp() { // TODO: parallelize & optimize matrix multiplication // Use num_threads per node #pragma omp parallel for num_threads(num_threads) for (int ii = 0; ii < M; ii += ITILESIZE) { for (int jj = 0; jj < N; jj += JTILESIZE) { for (int kk = 0; kk < K; kk += KTILESIZE) { for (int k = kk; k < min(K, kk + KTILESIZE); k++) { for (int i = ii; i < min(M, ii + ITILESIZE); i++) { float ar = A[i * K + k]; for (int 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; // TODO: parallelize & optimize matrix multiplication on multi-node // You must allocate & initialize A, B, C for non-root processes int base = M / mpi_world_size; int extra = M % mpi_world_size; int offset; if (mpi_rank== 0) { //Master offset = base + extra; M = offset; for(int node=1; node < mpi_world_size; node++) { MPI_Isend(&offset, 1, MPI_INT, node, FROM_MASTER, MPI_COMM_WORLD, &request); MPI_Isend(&A[offset*K], base*K, MPI_FLOAT, node, FROM_MASTER, MPI_COMM_WORLD, &request); MPI_Isend(B, K*N, MPI_FLOAT, node, FROM_MASTER, MPI_COMM_WORLD, &request); offset = offset + base; } mat_mul_omp(); for(int node=1; node < mpi_world_size; node++) { MPI_Recv(&offset, 1, MPI_INT, node, FROM_WORKER, MPI_COMM_WORLD, &status); MPI_Recv(&C[offset*N], base*N, MPI_FLOAT, node, FROM_WORKER, MPI_COMM_WORLD, &status); } } //if(mpi_rank==0) else { //Worker alloc_mat(&A, base, K); alloc_mat(&B, K, N); alloc_mat(&C, base, N); zero_mat(C ,base, N); MPI_Recv(&offset, 1, MPI_INT, MASTER, FROM_MASTER, MPI_COMM_WORLD ,&status); MPI_Recv(A, base*K, MPI_FLOAT, MASTER, FROM_MASTER, MPI_COMM_WORLD, &status); MPI_Recv(B, K*N, MPI_FLOAT, MASTER, FROM_MASTER, MPI_COMM_WORLD, &status); M = base; mat_mul_omp(); MPI_Isend(&offset, 1, MPI_INT, MASTER, FROM_WORKER, MPI_COMM_WORLD ,&request); MPI_Isend(C, base*N, MPI_FLOAT, MASTER ,FROM_WORKER, MPI_COMM_WORLD, &request); } //else }