#include "mat_mul.h" #include #include #include #include #include #include #include "util.h" #define blocksize 30 #define MASTER 0 #define FROM_MASTER 1 #define FROM_SLAVE 2 static float *A, *B, *C; static int M, N, K; static int num_threads; static int mpi_rank, mpi_world_size; int rows, offset; static void mat_mul_omp() { #pragma omp parallel num_threads (num_threads) { int pid = omp_get_thread_num(); int slice = rows / num_threads; int start = pid * slice; int end = pid == num_threads - 1 ? rows : (pid + 1) * slice; float Aik; int bs = blocksize; for (int kk = 0; kk < K; kk += bs) { for (int i = start; i < end; ++i) { for (int k = kk; k < std::min(kk + bs, K); ++k) { Aik = A[i * K + k]; for (int j = 0; j < N; ++j) { C[i * N + j] += Aik * 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; MPI_Status status; MPI_Request request; // MASTER node if (mpi_rank == 0) { int row_size = M / mpi_world_size; int st, ed; offset = 0; for (int dest=1; dest < mpi_world_size; dest++) { st = offset = dest * row_size; ed = (dest == mpi_world_size -1) ? M : (dest + 1) * row_size; rows = ed - st; MPI_Isend(&offset, 1, MPI_INT, dest, FROM_MASTER, MPI_COMM_WORLD, &request); MPI_Isend(&rows, 1, MPI_INT, dest, FROM_MASTER, MPI_COMM_WORLD, &request); MPI_Isend(&A[offset*K], rows*K, MPI_FLOAT, dest, FROM_MASTER, MPI_COMM_WORLD, &request); MPI_Isend(B, K*N, MPI_FLOAT, dest, FROM_MASTER, MPI_COMM_WORLD, &request); } rows = row_size; mat_mul_omp(); for(int dest = 1; dest < mpi_world_size; dest++) { MPI_Recv(&offset, 1, MPI_INT, dest, FROM_SLAVE, MPI_COMM_WORLD, &status); MPI_Recv(&rows, 1, MPI_INT, dest, FROM_SLAVE, MPI_COMM_WORLD, &status); MPI_Recv(&C[offset*N], rows*N, MPI_FLOAT, dest, FROM_SLAVE, MPI_COMM_WORLD, &status); } } // Slave node else { alloc_mat(&A, M, K); alloc_mat(&B, K, N); alloc_mat(&C, M, N); zero_mat(C, M, N); MPI_Recv(&offset, 1, MPI_INT, MASTER, FROM_MASTER, MPI_COMM_WORLD, &status); MPI_Recv(&rows, 1, MPI_INT, MASTER, FROM_MASTER, MPI_COMM_WORLD, &status); MPI_Recv(A, rows*K, MPI_FLOAT, MASTER, FROM_MASTER, MPI_COMM_WORLD, &status); MPI_Recv(B, K*N, MPI_FLOAT, MASTER, FROM_MASTER, MPI_COMM_WORLD, &status); mat_mul_omp(); MPI_Isend(&offset, 1, MPI_INT, MASTER, FROM_SLAVE, MPI_COMM_WORLD, &request); MPI_Isend(&rows, 1, MPI_INT, MASTER, FROM_SLAVE, MPI_COMM_WORLD,&request); MPI_Isend(C, rows*N, MPI_FLOAT, MASTER, FROM_SLAVE, MPI_COMM_WORLD,&request); } }