#include "convolution.h" #include #include #include "util.h" 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; void convolution_core( 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; //OH = (H + 2 * pad - dilation * (R - 1) - 1) / stride + 1; //OW = (W + 2 * pad - dilation * (S - 1) - 1) / stride + 1; // //printf("convolution core N : %d\n", _N); //#pragma omp parallel for //num_threads(num_threads) //#pragma omp parallel for collapse(2) // 72 //#pragma omp parallel for collapse(3) // 74 #pragma omp parallel for collapse(4) // 91 //#pragma omp parallel for collapse(5) // 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 = 0.0f; 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) { N = _N; C = _C; H = _H; W = _W; K = _K; R = _R; S = _S; pad = _pad; dilation = _dilation; stride = _stride; OH = (H + 2 * pad - dilation * (R - 1) - 1) / stride + 1; OW = (W + 2 * pad - dilation * (S - 1) - 1) / stride + 1; MPI_Request mpi_request; MPI_Status mpi_status; int input_size = N * C * H * W; int input_middle = (N/2) * C * H * W; int filter_size = K * C * R * S; int output_size = N * K * OH * OW; int output_middle = (N/2) * K * OH * OW; int N_size = N; //printf("mpi world size : %d\n", mpi_world_size); if(mpi_rank == 0){ input = _input; output = _output; filter = _filter; if(mpi_world_size == 2){ MPI_Isend(input + input_middle, input_size - input_middle, MPI_FLOAT, 1, 0, MPI_COMM_WORLD, &mpi_request); MPI_Isend(filter, filter_size, MPI_FLOAT, 1, 0, MPI_COMM_WORLD, &mpi_request); N_size = N/2; //printf("0 N_size : %d\n", N_size); } } else{ input = (float *) aligned_alloc(32, sizeof(float) * (input_size - input_middle)); filter = (float *) aligned_alloc(32, sizeof(float) * filter_size); output = (float *) aligned_alloc(32, sizeof(float) * (output_size - output_middle)); MPI_Recv(input, input_size - input_middle, MPI_FLOAT, 0, 0, MPI_COMM_WORLD, &mpi_status); MPI_Recv(filter, filter_size, MPI_FLOAT, 0, 0, MPI_COMM_WORLD, &mpi_status); N_size = N - N/2; //printf("1 N_size : %d\n", N_size); } //printf("call core : %d\n", N_size); convolution_core( input, output, filter, N_size, C, H, W, K, R, S, pad, dilation, stride); //printf("core finished\n"); if(mpi_world_size == 2){ if(mpi_rank == 0){ //printf("rank 0 recv : %d\n", output_size - output_middle); MPI_Recv(output + output_middle, output_size - output_middle, MPI_FLOAT, 1, 1, MPI_COMM_WORLD, &mpi_status); } else{ //printf("rank 1 send : %d\n", output_size - output_middle); MPI_Isend(output, output_size - output_middle, MPI_FLOAT, 0, 1, MPI_COMM_WORLD, &mpi_request); } } // input_size = N * C * H * W; // filter_size = K * C * R * S; // output_size = N * K * OH * OW; } 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); } void convolution_final( int _N, int _C, int _H, int _W, int _K, int _R, int _S, int _pad, int _dilation, int _stride) { } //printf("mpi rank 0\n"); //printf("0: N : %d\n", _N); //printf("0: C : %d\n", _C); //printf("0: H : %d\n", _H); //printf("0: W : %d\n", _W); //printf("0: pad : %d\n", _pad); //printf("0: dilation : %d\n", _dilation); //printf("0: stride : %d\n", _stride); //printf("0: input : %f / %p\n", input[0], input); //printf("0: input middle : %f / %p\n", input[input_middle], input); //printf("0: output : %f / %p\n", output[0], output); //printf("0: filter : %f / %p\n", filter[0], filter); //printf("mpi rank 1\n"); //printf("1: N : %d\n", N); //printf("1: C : %d\n", C); //printf("1: H : %d\n", H); //printf("1: W : %d\n", W); //printf("1: pad : %d\n", pad); //printf("1: dilation : %d\n", dilation); //printf("1: stride : %d\n", stride); //printf("1: input : %f %p\n", input[0], input); //printf("1: output : %f %p\n", output[0], output); //printf("1: filter : %f %p\n", filter[0], filter);