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|---|---|---|---|
| 1 | #include "chyokotov_a_dense_matrix_mul_foxs_algorithm/all/include/ops_all.hpp" | ||
| 2 | |||
| 3 | #include <mpi.h> | ||
| 4 | #include <tbb/blocked_range2d.h> | ||
| 5 | #include <tbb/parallel_for.h> | ||
| 6 | |||
| 7 | #include <algorithm> | ||
| 8 | #include <cmath> | ||
| 9 | #include <cstddef> | ||
| 10 | #include <utility> | ||
| 11 | #include <vector> | ||
| 12 | |||
| 13 | #include "chyokotov_a_dense_matrix_mul_foxs_algorithm/common/include/common.hpp" | ||
| 14 | |||
| 15 | namespace chyokotov_a_dense_matrix_mul_foxs_algorithm { | ||
| 16 | |||
| 17 |
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8 | ChyokotovADenseMatMulFoxAlgorithmALL::ChyokotovADenseMatMulFoxAlgorithmALL(const InType &in) { |
| 18 | SetTypeOfTask(GetStaticTypeOfTask()); | ||
| 19 | GetInput() = in; | ||
| 20 | GetOutput().clear(); | ||
| 21 | 8 | } | |
| 22 | |||
| 23 | 8 | bool ChyokotovADenseMatMulFoxAlgorithmALL::ValidationImpl() { | |
| 24 | 8 | return (GetInput().first.size() == GetInput().second.size()); | |
| 25 | } | ||
| 26 | |||
| 27 |
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8 | bool ChyokotovADenseMatMulFoxAlgorithmALL::PreProcessingImpl() { |
| 28 | GetOutput().clear(); | ||
| 29 | 8 | GetOutput().resize(GetInput().first.size(), 0.0); | |
| 30 | 8 | return true; | |
| 31 | } | ||
| 32 | |||
| 33 | ✗ | int ChyokotovADenseMatMulFoxAlgorithmALL::CalcPaddedSize(int n, int q) { | |
| 34 | ✗ | if (q <= 0) { | |
| 35 | return n; | ||
| 36 | } | ||
| 37 | ✗ | return ((n + q - 1) / q) * q; | |
| 38 | } | ||
| 39 | |||
| 40 | 6 | void ChyokotovADenseMatMulFoxAlgorithmALL::PadMatrix(const std::vector<double> &src, std::vector<double> &dst, | |
| 41 | int original_n, int padded_n) { | ||
| 42 | 6 | dst.assign(static_cast<size_t>(padded_n) * padded_n, 0.0); | |
| 43 | |||
| 44 |
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20 | for (int i = 0; i < original_n; ++i) { |
| 45 |
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56 | for (int j = 0; j < original_n; ++j) { |
| 46 | 42 | dst[(i * padded_n) + j] = src[(i * original_n) + j]; | |
| 47 | } | ||
| 48 | } | ||
| 49 | 6 | } | |
| 50 | |||
| 51 | 3 | void ChyokotovADenseMatMulFoxAlgorithmALL::Multiply(const std::vector<double> &a_block, | |
| 52 | const std::vector<double> &b_block, std::vector<double> &c_block, | ||
| 53 | int block_size) { | ||
| 54 | 6 | tbb::parallel_for(tbb::blocked_range2d<int>(0, block_size, 0, block_size), | |
| 55 | 24 | [&](const tbb::blocked_range2d<int> &range) { | |
| 56 |
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42 | for (int i = range.rows().begin(); i < range.rows().end(); ++i) { |
| 57 |
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94 | for (int k = 0; k < block_size; ++k) { |
| 58 | 73 | double temp = a_block[(i * block_size) + k]; | |
| 59 |
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146 | for (int j = range.cols().begin(); j < range.cols().end(); ++j) { |
| 60 | 73 | c_block[(i * block_size) + j] += temp * b_block[(k * block_size) + j]; | |
| 61 | } | ||
| 62 | } | ||
| 63 | } | ||
| 64 | 21 | }); | |
| 65 | 3 | } | |
| 66 | |||
| 67 | 3 | void ChyokotovADenseMatMulFoxAlgorithmALL::DistributeData(MPI_Comm comm, int worker_rank, int worker_size, int q, | |
| 68 | int block_size, const std::vector<double> &matrix_a_full, | ||
| 69 | const std::vector<double> &matrix_b_full, | ||
| 70 | std::vector<double> &local_a, std::vector<double> &local_b) { | ||
| 71 | 3 | size_t block_sz = static_cast<size_t>(block_size) * block_size; | |
| 72 | |||
| 73 |
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3 | if (worker_rank == 0) { |
| 74 |
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6 | for (int proc = 0; proc < worker_size; ++proc) { |
| 75 | 3 | int row = proc / q; | |
| 76 | 3 | int col = proc % q; | |
| 77 | |||
| 78 | 3 | std::vector<double> send_a(block_sz); | |
| 79 |
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3 | std::vector<double> send_b(block_sz); |
| 80 | |||
| 81 |
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10 | for (int i = 0; i < block_size; ++i) { |
| 82 |
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28 | for (int j = 0; j < block_size; ++j) { |
| 83 | 21 | int a_row = (row * block_size) + i; | |
| 84 | 21 | int a_col = (((col + row) % q) * block_size) + j; | |
| 85 | 21 | int b_row = (((row + col) % q) * block_size) + i; | |
| 86 | 21 | int b_col = (col * block_size) + j; | |
| 87 | |||
| 88 | 21 | send_a[(i * block_size) + j] = matrix_a_full[(a_row * block_size * q) + a_col]; | |
| 89 | 21 | send_b[(i * block_size) + j] = matrix_b_full[(b_row * block_size * q) + b_col]; | |
| 90 | } | ||
| 91 | } | ||
| 92 | |||
| 93 |
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3 | if (proc == 0) { |
| 94 | local_a = std::move(send_a); | ||
| 95 | local_b = std::move(send_b); | ||
| 96 | } else { | ||
| 97 | ✗ | MPI_Send(send_a.data(), static_cast<int>(block_sz), MPI_DOUBLE, proc, 0, comm); | |
| 98 | ✗ | MPI_Send(send_b.data(), static_cast<int>(block_sz), MPI_DOUBLE, proc, 1, comm); | |
| 99 | } | ||
| 100 | } | ||
| 101 | } else { | ||
| 102 | ✗ | local_a.resize(block_sz); | |
| 103 | ✗ | local_b.resize(block_sz); | |
| 104 | ✗ | MPI_Recv(local_a.data(), static_cast<int>(block_sz), MPI_DOUBLE, 0, 0, comm, MPI_STATUS_IGNORE); | |
| 105 | ✗ | MPI_Recv(local_b.data(), static_cast<int>(block_sz), MPI_DOUBLE, 0, 1, comm, MPI_STATUS_IGNORE); | |
| 106 | } | ||
| 107 | 3 | } | |
| 108 | |||
| 109 | 3 | void ChyokotovADenseMatMulFoxAlgorithmALL::FoxAlgorithm(MPI_Comm comm, int worker_rank, int q, int block_size, | |
| 110 | std::vector<double> &local_a, std::vector<double> &local_b, | ||
| 111 | std::vector<double> &local_c) { | ||
| 112 | 3 | int row = worker_rank / q; | |
| 113 | 3 | int col = worker_rank % q; | |
| 114 | |||
| 115 | 3 | int left = (row * q) + ((col - 1 + q) % q); | |
| 116 | 3 | int right = (row * q) + ((col + 1) % q); | |
| 117 | 3 | int up = (((row - 1 + q) % q) * q) + col; | |
| 118 | 3 | int down = (((row + 1) % q) * q) + col; | |
| 119 | |||
| 120 | 3 | size_t block_sz = static_cast<size_t>(block_size) * block_size; | |
| 121 | 3 | std::vector<double> next_a(block_sz); | |
| 122 |
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3 | std::vector<double> next_b(block_sz); |
| 123 | |||
| 124 |
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6 | for (int step = 0; step < q; ++step) { |
| 125 |
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3 | Multiply(local_a, local_b, local_c, block_size); |
| 126 | |||
| 127 |
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3 | if (step < q - 1) { |
| 128 | ✗ | MPI_Sendrecv(local_a.data(), static_cast<int>(block_sz), MPI_DOUBLE, left, 10, next_a.data(), | |
| 129 | static_cast<int>(block_sz), MPI_DOUBLE, right, 10, comm, MPI_STATUS_IGNORE); | ||
| 130 | |||
| 131 | ✗ | MPI_Sendrecv(local_b.data(), static_cast<int>(block_sz), MPI_DOUBLE, up, 11, next_b.data(), | |
| 132 | static_cast<int>(block_sz), MPI_DOUBLE, down, 11, comm, MPI_STATUS_IGNORE); | ||
| 133 | |||
| 134 | local_a.swap(next_a); | ||
| 135 | local_b.swap(next_b); | ||
| 136 | } | ||
| 137 | } | ||
| 138 | 3 | } | |
| 139 | |||
| 140 | 3 | void ChyokotovADenseMatMulFoxAlgorithmALL::CollectResult(MPI_Comm comm, int worker_rank, int worker_size, int q, | |
| 141 | int block_size, std::vector<double> &flat_result, | ||
| 142 | const std::vector<double> &local_c) { | ||
| 143 | 3 | int padded_n = q * block_size; | |
| 144 | |||
| 145 | 3 | auto fillres = [&](const std::vector<double> &buffer, int row, int col) { | |
| 146 |
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10 | for (int i = 0; i < block_size; ++i) { |
| 147 |
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28 | for (int j = 0; j < block_size; ++j) { |
| 148 | 21 | int global_row = (row * block_size) + i; | |
| 149 | 21 | int global_col = (col * block_size) + j; | |
| 150 | 21 | flat_result[(global_row * padded_n) + global_col] = buffer[(i * block_size) + j]; | |
| 151 | } | ||
| 152 | } | ||
| 153 | 6 | }; | |
| 154 | |||
| 155 |
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3 | if (worker_rank == 0) { |
| 156 | 3 | fillres(local_c, 0, 0); | |
| 157 | |||
| 158 | 3 | std::vector<double> recv_buf(static_cast<size_t>(block_size) * block_size); | |
| 159 |
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3 | for (int proc = 1; proc < worker_size; ++proc) { |
| 160 | ✗ | MPI_Recv(recv_buf.data(), static_cast<int>(recv_buf.size()), MPI_DOUBLE, proc, 20, comm, MPI_STATUS_IGNORE); | |
| 161 | ✗ | fillres(recv_buf, proc / q, proc % q); | |
| 162 | } | ||
| 163 | } else { | ||
| 164 | ✗ | MPI_Send(local_c.data(), static_cast<int>(local_c.size()), MPI_DOUBLE, 0, 20, comm); | |
| 165 | } | ||
| 166 | 3 | } | |
| 167 | |||
| 168 | 8 | bool ChyokotovADenseMatMulFoxAlgorithmALL::RunImpl() { | |
| 169 | 8 | int rank = 0; | |
| 170 | 8 | int size = 1; | |
| 171 | |||
| 172 | 8 | MPI_Comm_rank(MPI_COMM_WORLD, &rank); | |
| 173 | 8 | MPI_Comm_size(MPI_COMM_WORLD, &size); | |
| 174 | |||
| 175 | 8 | int q = static_cast<int>(std::sqrt(static_cast<double>(size))); | |
| 176 | 8 | int active = q * q; | |
| 177 | |||
| 178 | 8 | int n = 0; | |
| 179 |
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8 | if (rank == 0) { |
| 180 | 4 | n = static_cast<int>(std::sqrt(static_cast<double>(GetInput().first.size()))); | |
| 181 | } | ||
| 182 | |||
| 183 | 8 | MPI_Bcast(&n, 1, MPI_INT, 0, MPI_COMM_WORLD); | |
| 184 | |||
| 185 |
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8 | if (n == 0) { |
| 186 | return true; | ||
| 187 | } | ||
| 188 | |||
| 189 | int padded_n = CalcPaddedSize(n, std::max(1, q)); | ||
| 190 | 6 | int block_size = padded_n / std::max(1, q); | |
| 191 | |||
| 192 | 6 | std::vector<double> padded_a; | |
| 193 | 6 | std::vector<double> padded_b; | |
| 194 | |||
| 195 |
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6 | if (rank == 0) { |
| 196 |
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3 | PadMatrix(GetInput().first, padded_a, n, padded_n); |
| 197 |
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3 | PadMatrix(GetInput().second, padded_b, n, padded_n); |
| 198 | } | ||
| 199 | |||
| 200 | 6 | MPI_Comm comm = MPI_COMM_NULL; | |
| 201 |
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6 | int color = (rank < active) ? 0 : MPI_UNDEFINED; |
| 202 |
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6 | MPI_Comm_split(MPI_COMM_WORLD, color, rank, &comm); |
| 203 | |||
| 204 |
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6 | std::vector<double> flat_result(static_cast<size_t>(padded_n) * padded_n, 0.0); |
| 205 | |||
| 206 |
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6 | if (rank < active) { |
| 207 | 3 | int wrank = 0; | |
| 208 | 3 | int wsize = 0; | |
| 209 |
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3 | MPI_Comm_rank(comm, &wrank); |
| 210 |
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3 | MPI_Comm_size(comm, &wsize); |
| 211 | |||
| 212 | 3 | size_t block_sz = static_cast<size_t>(block_size) * block_size; | |
| 213 |
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3 | std::vector<double> local_a(block_sz); |
| 214 |
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3 | std::vector<double> local_b(block_sz); |
| 215 |
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3 | std::vector<double> local_c(block_sz, 0.0); |
| 216 | |||
| 217 |
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3 | DistributeData(comm, wrank, wsize, q, block_size, padded_a, padded_b, local_a, local_b); |
| 218 |
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3 | FoxAlgorithm(comm, wrank, q, block_size, local_a, local_b, local_c); |
| 219 |
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3 | CollectResult(comm, wrank, wsize, q, block_size, flat_result, local_c); |
| 220 | |||
| 221 |
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3 | MPI_Comm_free(&comm); |
| 222 | } | ||
| 223 | |||
| 224 |
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6 | MPI_Bcast(flat_result.data(), padded_n * padded_n, MPI_DOUBLE, 0, MPI_COMM_WORLD); |
| 225 | |||
| 226 |
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6 | GetOutput().resize(static_cast<size_t>(n) * n); |
| 227 |
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20 | for (int i = 0; i < n; ++i) { |
| 228 |
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56 | for (int j = 0; j < n; ++j) { |
| 229 | 42 | GetOutput()[(i * n) + j] = flat_result[(i * padded_n) + j]; | |
| 230 | } | ||
| 231 | } | ||
| 232 | |||
| 233 | return true; | ||
| 234 | } | ||
| 235 | |||
| 236 | 8 | bool ChyokotovADenseMatMulFoxAlgorithmALL::PostProcessingImpl() { | |
| 237 | 8 | return true; | |
| 238 | } | ||
| 239 | |||
| 240 | } // namespace chyokotov_a_dense_matrix_mul_foxs_algorithm | ||
| 241 |