#include "mat_mul.h" #include #include #include #include #include "util.h" static float *A, *B, *C; static int M, N, K; static int num_threads; static int mpi_rank, mpi_world_size; #define MIN(X, Y) (((X) < (Y)) ? (X) : (Y)) #define IBS 32 #define JBS 2048 #define KBS 16 static int get_size_per_rank(int rank) { const int MM = M / mpi_world_size; if (rank == -1) return 0; else if (rank != 0) return MM; else return (M - (mpi_world_size - 1) * MM); } static int get_begin_index(int rank) { if (rank == 0) return 0; else if (rank == 1) return get_size_per_rank(0); else return get_begin_index(rank - 1) + get_size_per_rank(rank - 1); } static void mat_mul_omp() { const int begin = get_begin_index(mpi_rank); const int end = get_begin_index(mpi_rank) + get_size_per_rank(mpi_rank); #pragma omp parallel for shared(C) collapse(2) num_threads(num_threads) schedule(auto) for (int ii = begin; ii < end; ii += IBS) { for (int jj = 0; jj < N; jj += JBS) { for (int kk = 0; kk < K; kk += KBS) { for (int i = ii; i < MIN(ii + IBS, end); ++i) { for (int k = kk; k < MIN(kk + KBS, K); ++k) { for (int j = jj; j < MIN(N, jj + JBS); ++j) { C[i * N + j] += A[i * K + k] * 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; if (mpi_rank != 0) { alloc_mat(&A, M, K); alloc_mat(&B, K, N); alloc_mat(&C, M, N); } MPI_Barrier(MPI_COMM_WORLD); MPI_Bcast(B, K * N, MPI_FLOAT, 0, MPI_COMM_WORLD); if (mpi_rank == 0) { for (int i = 1; i < mpi_world_size; ++i) { MPI_Request request; int index = get_begin_index(i) * K; int size = get_size_per_rank(i) * K; MPI_Isend(&A[index], size, MPI_FLOAT, i, 0, MPI_COMM_WORLD, &request); } } else { MPI_Request request; int index = get_begin_index(mpi_rank) * K; int size = get_size_per_rank(mpi_rank) * K; MPI_Irecv(&A[index], size, MPI_FLOAT, 0, 0, MPI_COMM_WORLD, &request); zero_mat(C, M, N); MPI_Wait(&request, MPI_STATUS_IGNORE); } mat_mul_omp(); if (mpi_rank == 0) { MPI_Request request[mpi_world_size]; for (int i = 1; i < mpi_world_size; ++i) { int index = get_begin_index(i) * N; int size = get_size_per_rank(i) * N; MPI_Irecv(&C[index], size, MPI_FLOAT, i, 0, MPI_COMM_WORLD, &request[i]); } for (int i = 1; i < mpi_world_size; ++i) { MPI_Wait(&request[i], MPI_STATUS_IGNORE); } } else { int index = get_begin_index(mpi_rank) * N; int size = get_size_per_rank(mpi_rank) * N; MPI_Send(&C[index], size, MPI_FLOAT, 0, 0, MPI_COMM_WORLD); } }