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