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|---|---|---|---|
| 1 | #include "korolev_k_sobel_oprator/mpi/include/ops_mpi.hpp" | ||
| 2 | |||
| 3 | #include <mpi.h> | ||
| 4 | |||
| 5 | #include <algorithm> | ||
| 6 | #include <array> | ||
| 7 | #include <cmath> | ||
| 8 | #include <cstddef> | ||
| 9 | #include <cstdint> | ||
| 10 | #include <vector> | ||
| 11 | |||
| 12 | #include "korolev_k_sobel_oprator/common/include/common.hpp" | ||
| 13 | |||
| 14 | namespace korolev_k_sobel_oprator { | ||
| 15 | |||
| 16 | namespace { | ||
| 17 | |||
| 18 | // Матрицы Собеля для свертки | ||
| 19 | constexpr std::array<std::array<int, 3>, 3> kSobelX = {{{{-1, 0, 1}}, {{-2, 0, 2}}, {{-1, 0, 1}}}}; | ||
| 20 | constexpr std::array<std::array<int, 3>, 3> kSobelY = {{{{-1, -2, -1}}, {{0, 0, 0}}, {{1, 2, 1}}}}; | ||
| 21 | |||
| 22 | // Конвертация цветного изображения в grayscale | ||
| 23 | 12 | std::vector<uint8_t> ConvertToGrayscale(const std::vector<uint8_t> &pixels, int width, int channels, int start_row, | |
| 24 | int num_rows) { | ||
| 25 | 12 | const auto size = static_cast<std::size_t>(width) * static_cast<std::size_t>(num_rows); | |
| 26 | 12 | std::vector<uint8_t> grayscale(size); | |
| 27 | |||
| 28 |
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12 | if (channels == 1) { |
| 29 |
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47 | for (int row_idx = 0; row_idx < num_rows; ++row_idx) { |
| 30 | 41 | const int src_y = start_row + row_idx; | |
| 31 |
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636 | for (int col_idx = 0; col_idx < width; ++col_idx) { |
| 32 | 595 | const int src_idx = ((src_y * width) + col_idx) * channels; | |
| 33 | 595 | const int gray_idx = (row_idx * width) + col_idx; | |
| 34 | 595 | grayscale[gray_idx] = pixels[src_idx]; | |
| 35 | } | ||
| 36 | } | ||
| 37 | return grayscale; | ||
| 38 | } | ||
| 39 | |||
| 40 |
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47 | for (int row_idx = 0; row_idx < num_rows; ++row_idx) { |
| 41 | 41 | const int src_y = start_row + row_idx; | |
| 42 |
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636 | for (int col_idx = 0; col_idx < width; ++col_idx) { |
| 43 | 595 | const int src_idx = ((src_y * width) + col_idx) * channels; | |
| 44 |
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595 | const uint8_t r = pixels[src_idx]; |
| 45 |
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595 | const uint8_t g = (channels > 1) ? pixels[src_idx + 1] : 0; |
| 46 |
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595 | const uint8_t b = (channels > 2) ? pixels[src_idx + 2] : 0; |
| 47 | 595 | const int gray_idx = (row_idx * width) + col_idx; | |
| 48 | 595 | grayscale[gray_idx] = static_cast<uint8_t>((0.299 * r) + (0.587 * g) + (0.114 * b)); | |
| 49 | } | ||
| 50 | } | ||
| 51 | return grayscale; | ||
| 52 | } | ||
| 53 | |||
| 54 | // Применение оператора Собеля к локальному блоку grayscale изображения | ||
| 55 | // local_grayscale содержит локальные строки плюс верхнюю и нижнюю граничные строки | ||
| 56 | 12 | std::vector<uint8_t> ApplySobelOperatorLocal(const std::vector<uint8_t> &local_grayscale, int width, int local_height) { | |
| 57 | 12 | const auto size = static_cast<std::size_t>(width) * static_cast<std::size_t>(local_height); | |
| 58 | 12 | std::vector<uint8_t> result(size, 0); | |
| 59 | |||
| 60 | // Обрабатываем только внутренние пиксели | ||
| 61 | // Для оператора Собеля нужны соседние строки, поэтому обрабатываем начиная с y=1 и заканчивая y=local_height-2 | ||
| 62 | const int start_y = 1; | ||
| 63 | 12 | const int end_y = local_height - 1; | |
| 64 | |||
| 65 |
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70 | for (int row_idx = start_y; row_idx < end_y; ++row_idx) { |
| 66 |
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852 | for (int col_idx = 1; col_idx < width - 1; ++col_idx) { |
| 67 | int gx = 0; | ||
| 68 | int gy = 0; | ||
| 69 | |||
| 70 | // Применяем матрицы свертки | ||
| 71 |
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3176 | for (int ky = -1; ky <= 1; ++ky) { |
| 72 |
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9528 | for (int kx = -1; kx <= 1; ++kx) { |
| 73 | 7146 | const int pixel_idx = ((row_idx + ky) * width) + (col_idx + kx); | |
| 74 | 7146 | const int pixel_value = static_cast<int>(local_grayscale[pixel_idx]); | |
| 75 | 7146 | const int kernel_y = ky + 1; | |
| 76 | 7146 | const int kernel_x = kx + 1; | |
| 77 | 7146 | gx += pixel_value * kSobelX.at(static_cast<std::size_t>(kernel_y)).at(static_cast<std::size_t>(kernel_x)); | |
| 78 | 7146 | gy += pixel_value * kSobelY.at(static_cast<std::size_t>(kernel_y)).at(static_cast<std::size_t>(kernel_x)); | |
| 79 | } | ||
| 80 | } | ||
| 81 | |||
| 82 | // Вычисляем величину градиента: |Gx| + |Gy| | ||
| 83 | 794 | int magnitude = std::abs(gx) + std::abs(gy); | |
| 84 | |||
| 85 | // Нормализуем в диапазон [0, 255] | ||
| 86 |
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794 | magnitude = std::min(255, magnitude / 4); |
| 87 | |||
| 88 | 794 | const int result_idx = (row_idx * width) + col_idx; | |
| 89 | 794 | result[result_idx] = static_cast<uint8_t>(magnitude); | |
| 90 | } | ||
| 91 | } | ||
| 92 | |||
| 93 | 12 | return result; | |
| 94 | } | ||
| 95 | |||
| 96 | // Копирование локальных данных процессом 0 | ||
| 97 | 6 | void CopyLocalData(int width, int channels, const std::vector<uint8_t> &all_pixels, std::vector<uint8_t> &local_pixels, | |
| 98 | int local_start_row_with_border, int local_rows_with_borders) { | ||
| 99 |
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48 | for (int row_idx = 0; row_idx < local_rows_with_borders; ++row_idx) { |
| 100 | 42 | const int src_y = local_start_row_with_border + row_idx; | |
| 101 |
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642 | for (int col_idx = 0; col_idx < width; ++col_idx) { |
| 102 |
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1800 | for (int ch_idx = 0; ch_idx < channels; ++ch_idx) { |
| 103 | 1200 | const int src_idx = (((src_y * width) + col_idx) * channels) + ch_idx; | |
| 104 | 1200 | const int dst_idx = (((row_idx * width) + col_idx) * channels) + ch_idx; | |
| 105 | 1200 | local_pixels[dst_idx] = all_pixels[src_idx]; | |
| 106 | } | ||
| 107 | } | ||
| 108 | } | ||
| 109 | 6 | } | |
| 110 | |||
| 111 | // Отправка данных процессу-получателю | ||
| 112 | 6 | void SendDataToProcess(int dest, int size_z, int width, int channels, int base_rows, int rem_rows, | |
| 113 | const std::vector<uint8_t> &all_pixels) { | ||
| 114 |
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6 | const int dest_start_row = (dest * base_rows) + std::min(dest, rem_rows); |
| 115 |
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6 | const int dest_num_rows = base_rows + (dest < rem_rows ? 1 : 0); |
| 116 | int dest_rows_with_borders = dest_num_rows; | ||
| 117 |
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6 | if (dest > 0) { |
| 118 | 6 | dest_rows_with_borders++; | |
| 119 | } | ||
| 120 |
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6 | if (dest < size_z - 1) { |
| 121 | ✗ | dest_rows_with_borders++; | |
| 122 | } | ||
| 123 |
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6 | const int dest_start_row_with_border = (dest > 0) ? dest_start_row - 1 : dest_start_row; |
| 124 | |||
| 125 | 6 | const int send_count = dest_rows_with_borders * width * channels; | |
| 126 | 6 | const auto offset = static_cast<ptrdiff_t>(dest_start_row_with_border) * static_cast<ptrdiff_t>(width) * | |
| 127 | 6 | static_cast<ptrdiff_t>(channels); | |
| 128 | 6 | MPI_Send(all_pixels.data() + offset, send_count, MPI_UNSIGNED_CHAR, dest, 0, MPI_COMM_WORLD); | |
| 129 | 6 | } | |
| 130 | |||
| 131 | // Распределение данных по процессам | ||
| 132 | 12 | void DistributeData(int rank, int size_z, int width, int channels, const std::vector<uint8_t> &all_pixels, | |
| 133 | std::vector<uint8_t> &local_pixels, int local_start_row_with_border, int local_rows_with_borders, | ||
| 134 | int base_rows, int rem_rows) { | ||
| 135 |
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12 | if (rank == 0) { |
| 136 | // Процесс 0 копирует свои данные | ||
| 137 | 6 | CopyLocalData(width, channels, all_pixels, local_pixels, local_start_row_with_border, local_rows_with_borders); | |
| 138 | |||
| 139 | // Отправляем данные остальным процессам | ||
| 140 |
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12 | for (int dest = 1; dest < size_z; ++dest) { |
| 141 | 6 | SendDataToProcess(dest, size_z, width, channels, base_rows, rem_rows, all_pixels); | |
| 142 | } | ||
| 143 | } else { | ||
| 144 | // Принимаем данные от процесса 0 | ||
| 145 | 6 | const int recv_count = local_rows_with_borders * width * channels; | |
| 146 | 6 | MPI_Recv(local_pixels.data(), recv_count, MPI_UNSIGNED_CHAR, 0, 0, MPI_COMM_WORLD, MPI_STATUS_IGNORE); | |
| 147 | } | ||
| 148 | 12 | } | |
| 149 | |||
| 150 | // Сбор результатов от всех процессов | ||
| 151 | 12 | void GatherResults(int rank, int size_z, int width, int height, int local_num_rows, int base_rows, int rem_rows, | |
| 152 | const std::vector<uint8_t> &local_result_clean, std::vector<uint8_t> &output) { | ||
| 153 |
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12 | if (rank == 0) { |
| 154 | 6 | const auto output_size = static_cast<std::size_t>(width) * static_cast<std::size_t>(height); | |
| 155 | 6 | output.resize(output_size); | |
| 156 | // Копируем результат процесса 0 | ||
| 157 |
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42 | for (int row_idx = 0; row_idx < local_num_rows; ++row_idx) { |
| 158 |
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566 | for (int col_idx = 0; col_idx < width; ++col_idx) { |
| 159 | 530 | const int output_idx = (row_idx * width) + col_idx; | |
| 160 | const int clean_idx = (row_idx * width) + col_idx; | ||
| 161 | 530 | output[output_idx] = local_result_clean[clean_idx]; | |
| 162 | } | ||
| 163 | } | ||
| 164 | |||
| 165 | // Принимаем результаты от остальных процессов | ||
| 166 | int current_row = local_num_rows; | ||
| 167 |
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12 | for (int src = 1; src < size_z; ++src) { |
| 168 |
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6 | const int src_num_rows = base_rows + (src < rem_rows ? 1 : 0); |
| 169 | 6 | const int recv_count = src_num_rows * width; | |
| 170 | 6 | const auto offset = static_cast<ptrdiff_t>(current_row) * static_cast<ptrdiff_t>(width); | |
| 171 | 6 | MPI_Recv(output.data() + offset, recv_count, MPI_UNSIGNED_CHAR, src, 0, MPI_COMM_WORLD, MPI_STATUS_IGNORE); | |
| 172 | 6 | current_row += src_num_rows; | |
| 173 | } | ||
| 174 | } else { | ||
| 175 | // Отправляем результат процессу 0 | ||
| 176 | 6 | const int send_count = local_num_rows * width; | |
| 177 | 6 | MPI_Send(local_result_clean.data(), send_count, MPI_UNSIGNED_CHAR, 0, 0, MPI_COMM_WORLD); | |
| 178 | } | ||
| 179 | 12 | } | |
| 180 | |||
| 181 | // Рассылка результата всем процессам | ||
| 182 | 12 | void BroadcastResult(int rank, int size_z, int width, int height, std::vector<uint8_t> &output) { | |
| 183 |
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12 | if (rank == 0) { |
| 184 | 6 | const int total_size = width * height; | |
| 185 |
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12 | for (int dest = 1; dest < size_z; ++dest) { |
| 186 | 6 | MPI_Send(output.data(), total_size, MPI_UNSIGNED_CHAR, dest, 1, MPI_COMM_WORLD); | |
| 187 | } | ||
| 188 | } else { | ||
| 189 | 6 | const auto output_size = static_cast<std::size_t>(width) * static_cast<std::size_t>(height); | |
| 190 | 6 | output.resize(output_size); | |
| 191 | 6 | const int total_size = width * height; | |
| 192 | 6 | MPI_Recv(output.data(), total_size, MPI_UNSIGNED_CHAR, 0, 1, MPI_COMM_WORLD, MPI_STATUS_IGNORE); | |
| 193 | } | ||
| 194 | 12 | } | |
| 195 | |||
| 196 | } // namespace | ||
| 197 | |||
| 198 |
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12 | KorolevKSobelOpratorMPI::KorolevKSobelOpratorMPI(const InType &in) { |
| 199 | SetTypeOfTask(GetStaticTypeOfTask()); | ||
| 200 | GetInput() = in; | ||
| 201 | GetOutput() = {}; | ||
| 202 | 12 | } | |
| 203 | |||
| 204 | 12 | bool KorolevKSobelOpratorMPI::ValidationImpl() { | |
| 205 | const auto &input = GetInput(); | ||
| 206 |
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12 | if (input.width <= 0 || input.height <= 0 || input.channels <= 0) { |
| 207 | return false; | ||
| 208 | } | ||
| 209 | 12 | const auto expected_size = static_cast<std::size_t>(input.width) * static_cast<std::size_t>(input.height) * | |
| 210 |
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12 | static_cast<std::size_t>(input.channels); |
| 211 |
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12 | if (input.pixels.size() != expected_size) { |
| 212 | return false; | ||
| 213 | } | ||
| 214 | 12 | return GetOutput().empty(); | |
| 215 | } | ||
| 216 | |||
| 217 | 12 | bool KorolevKSobelOpratorMPI::PreProcessingImpl() { | |
| 218 | GetOutput() = {}; | ||
| 219 | 12 | return true; | |
| 220 | } | ||
| 221 | |||
| 222 | 12 | bool KorolevKSobelOpratorMPI::RunImpl() { | |
| 223 | 12 | int rank = 0; | |
| 224 | 12 | int size = 1; | |
| 225 | 12 | MPI_Comm_rank(MPI_COMM_WORLD, &rank); | |
| 226 | 12 | MPI_Comm_size(MPI_COMM_WORLD, &size); | |
| 227 | |||
| 228 | 12 | int width = 0; | |
| 229 | 12 | int height = 0; | |
| 230 | 12 | int channels = 0; | |
| 231 | 12 | std::vector<uint8_t> all_pixels; | |
| 232 | |||
| 233 | // Процесс 0 рассылает размеры изображения | ||
| 234 |
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12 | if (rank == 0) { |
| 235 | const auto &input = GetInput(); | ||
| 236 | 6 | width = input.width; | |
| 237 | 6 | height = input.height; | |
| 238 | 6 | channels = input.channels; | |
| 239 |
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6 | all_pixels = input.pixels; |
| 240 | } | ||
| 241 | |||
| 242 |
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12 | MPI_Bcast(&width, 1, MPI_INT, 0, MPI_COMM_WORLD); |
| 243 |
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12 | MPI_Bcast(&height, 1, MPI_INT, 0, MPI_COMM_WORLD); |
| 244 |
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12 | MPI_Bcast(&channels, 1, MPI_INT, 0, MPI_COMM_WORLD); |
| 245 | |||
| 246 | // Если изображение слишком маленькое | ||
| 247 |
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12 | if (width < 3 || height < 3) { |
| 248 | ✗ | if (rank == 0) { | |
| 249 | ✗ | const auto output_size = static_cast<std::size_t>(width) * static_cast<std::size_t>(height); | |
| 250 | ✗ | GetOutput() = std::vector<uint8_t>(output_size, 0); | |
| 251 | } else { | ||
| 252 | GetOutput() = {}; | ||
| 253 | } | ||
| 254 | ✗ | return true; | |
| 255 | } | ||
| 256 | |||
| 257 | // Распределяем строки между процессами | ||
| 258 | 12 | const int size_z = size; | |
| 259 | 12 | const int base_rows = height / size_z; | |
| 260 | 12 | const int rem_rows = height % size_z; | |
| 261 | |||
| 262 |
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12 | int local_start_row = (rank * base_rows) + std::min(rank, rem_rows); |
| 263 |
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12 | int local_num_rows = base_rows + (rank < rem_rows ? 1 : 0); |
| 264 | |||
| 265 | // Каждому процессу нужна дополнительная строка сверху и снизу для свертки | ||
| 266 | int local_rows_with_borders = local_num_rows; | ||
| 267 |
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12 | if (rank > 0) { |
| 268 | 6 | local_rows_with_borders++; // Верхняя граница | |
| 269 | } | ||
| 270 |
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12 | if (rank < size_z - 1) { |
| 271 | 6 | local_rows_with_borders++; // Нижняя граница | |
| 272 | } | ||
| 273 | |||
| 274 |
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12 | int local_start_row_with_border = (rank > 0) ? local_start_row - 1 : local_start_row; |
| 275 | |||
| 276 | // Распределяем данные по процессам | ||
| 277 | 12 | const auto local_pixels_size = static_cast<std::size_t>(width) * static_cast<std::size_t>(local_rows_with_borders) * | |
| 278 | 12 | static_cast<std::size_t>(channels); | |
| 279 |
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12 | std::vector<uint8_t> local_pixels(local_pixels_size); |
| 280 | |||
| 281 |
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12 | DistributeData(rank, size_z, width, channels, all_pixels, local_pixels, local_start_row_with_border, |
| 282 | local_rows_with_borders, base_rows, rem_rows); | ||
| 283 | |||
| 284 | // Конвертируем локальный блок в grayscale | ||
| 285 |
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12 | std::vector<uint8_t> local_grayscale = ConvertToGrayscale(local_pixels, width, channels, 0, local_rows_with_borders); |
| 286 | |||
| 287 | // Применяем оператор Собеля к локальному блоку | ||
| 288 |
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12 | std::vector<uint8_t> local_result = ApplySobelOperatorLocal(local_grayscale, width, local_rows_with_borders); |
| 289 | |||
| 290 | // Извлекаем только нужные строки (без граничных) | ||
| 291 | 12 | const auto clean_size = static_cast<std::size_t>(width) * static_cast<std::size_t>(local_num_rows); | |
| 292 |
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12 | std::vector<uint8_t> local_result_clean(clean_size); |
| 293 |
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12 | const int offset = (rank > 0) ? 1 : 0; |
| 294 |
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82 | for (int row_idx = 0; row_idx < local_num_rows; ++row_idx) { |
| 295 |
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1120 | for (int col_idx = 0; col_idx < width; ++col_idx) { |
| 296 | 1050 | const int clean_idx = (row_idx * width) + col_idx; | |
| 297 | 1050 | const int result_idx = ((row_idx + offset) * width) + col_idx; | |
| 298 | 1050 | local_result_clean[clean_idx] = local_result[result_idx]; | |
| 299 | } | ||
| 300 | } | ||
| 301 | |||
| 302 | // Собираем результаты в процесс 0 | ||
| 303 |
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12 | GatherResults(rank, size_z, width, height, local_num_rows, base_rows, rem_rows, local_result_clean, GetOutput()); |
| 304 | |||
| 305 | // Рассылаем результат всем процессам | ||
| 306 |
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12 | BroadcastResult(rank, size_z, width, height, GetOutput()); |
| 307 | |||
| 308 | return true; | ||
| 309 | } | ||
| 310 | |||
| 311 | 12 | bool KorolevKSobelOpratorMPI::PostProcessingImpl() { | |
| 312 | 12 | return true; | |
| 313 | } | ||
| 314 | |||
| 315 | } // namespace korolev_k_sobel_oprator | ||
| 316 |