#include "convolution.h" #include #include static float *input, *output, *filter; static int N, C, H, W; static int K, R, S; static int OH, OW; static int pad; static int dilation; static int stride; static int mpi_rank, mpi_world_size; // dilation=1,, padding=0, stride=1, node=2 // N, C, K, H, W 2^n, R, S=16 void convolution_opt(){ for (int n = 0; n < N; ++n) { for (int k = 0; k < K; ++k) { for (int oh = 0; oh < OH; ++oh) { for (int ow = 0; ow < OW; ++ow) { float o = 0.f; for (int c = 0; c < C; ++c) { for (int r = 0; r < R; ++r) { for (int s = 0; s < S; ++s) { int h = oh * stride - pad + r * dilation; int w = ow * stride - pad + s * dilation; if (h < 0 || h >= H || w < 0 || w >= W) continue; float i = input[n * C * H * W + c * H * W + h * W + w]; float f = filter[k * C * R * S + c * R * S + r * S + s]; o += i * f; } } } output[n * K * OH * OW + k * OH * OW + oh * OW + ow] = o; } } } } } void convolution( float *_input, float *_output, float *_filter, int _N, int _C, int _H, int _W, int _K, int _R, int _S, int _pad, int _dilation, int _stride) { input = _input; output = _output; filter = _filter; int num_threads = 20; OH = (H + 2 * pad - dilation * (R - 1) - 1) / stride + 1; OW = (W + 2 * pad - dilation * (S - 1) - 1) / stride + 1; // Node가 1 or 2 // Case 1 ( Node = 2 ) // N 기준 분할 if (mpi_rank != 0){ allc_mat(&input, Ndev, C, H, W); &A, M, K); // Master Node if(mpi_rank == 0 && mpi_world_size == 2){ MPI_Isend(&offset, 1, MPI_INT, 1, 0, MPI_COMM_WORLD, &request); MPI_Isend(&rows, 1, MPI_INT, 1, 0, mtype, MPI_COMM_WORLD, &request); MPI_Isend(&A[offset*K], rows*K, MPI_FLOAT, dest, mtype, MPI_COMM_WORLD, &request); MPI_Isend(B, K*N, MPI_FLOAT, dest, mtype, MPI_COMM_WORLD, &request); mat_mul_omp(); } else if(mpi_rank == 0 && mpi_world_size == 1){ // Node 1에서만 계산 (MPI_send 없이) } else if(mpi_rank == 1 && mpi_world_size == 2){ // Recv 받아서 Calculate 후 전송 } // Slave Node else{ // 남은 Case 존재 X } } void convolution_init( int _N, int _C, int _H, int _W, int _K, int _R, int _S, int _pad, int _dilation, int _stride) { N = _N; C = _C; H = _H; W = _W; K = _K; R = _R; S = _S; pad = _pad; dilation = _dilation; stride = _stride; MPI_Comm_rank(MPI_COMM_WORLD, &mpi_rank); MPI_Comm_size(MPI_COMM_WORLD, &mpi_world_size); // Node가 1 or 2 // Case 1 ( Node = 2 ) // N 기준 분할 int Ndev = N/mpi_world_size; // Master Node if(mpi_rank == 0 && mpi_world_size == 2){ ); } else if(mpi_rank == 0 && mpi_world_size == 1){ // Node 1에서만 계산 (MPI_send 없이) } else if(mpi_rank == 1 && mpi_world_size == 2){ // Recv 받아서 Calculate 후 전송 } // Slave Node else{ // 남은 Case 존재 X } /* for(int i=1; i