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|---|---|---|---|
| 1 | #include "safaryan_a_sparse_matrix_mult_crs/tbb/include/ops_tbb.hpp" | ||
| 2 | |||
| 3 | #include <oneapi/tbb/parallel_for.h> | ||
| 4 | |||
| 5 | #include <algorithm> | ||
| 6 | #include <cmath> | ||
| 7 | #include <cstddef> | ||
| 8 | #include <vector> | ||
| 9 | |||
| 10 | #include "safaryan_a_sparse_matrix_mult_crs/common/include/common.hpp" | ||
| 11 | #include "util/include/util.hpp" | ||
| 12 | |||
| 13 | namespace safaryan_a_sparse_matrix_mult_crs { | ||
| 14 | |||
| 15 |
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20 | SafaryanATaskTBB::SafaryanATaskTBB(const InType &in) { |
| 16 | SetTypeOfTask(GetStaticTypeOfTask()); | ||
| 17 | GetInput() = in; | ||
| 18 | 20 | GetOutput() = SparseMatrixCCS(); | |
| 19 | 20 | } | |
| 20 | |||
| 21 | 40 | bool SafaryanATaskTBB::IsMatrixValid(const SparseMatrixCCS &matrix) { | |
| 22 |
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40 | if (matrix.rows < 0 || matrix.cols < 0) { |
| 23 | return false; | ||
| 24 | } | ||
| 25 |
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40 | if (matrix.col_ptrs.size() != static_cast<size_t>(matrix.cols) + 1) { |
| 26 | return false; | ||
| 27 | } | ||
| 28 |
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40 | if (matrix.values.size() != matrix.row_indices.size()) { |
| 29 | return false; | ||
| 30 | } | ||
| 31 | |||
| 32 |
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40 | if (matrix.col_ptrs.empty() || matrix.col_ptrs[0] != 0) { |
| 33 | return false; | ||
| 34 | } | ||
| 35 | |||
| 36 |
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40 | const int total_elements = static_cast<int>(matrix.values.size()); |
| 37 |
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40 | if (matrix.col_ptrs[matrix.cols] != total_elements) { |
| 38 | return false; | ||
| 39 | } | ||
| 40 | |||
| 41 |
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156 | for (size_t i = 0; i < matrix.col_ptrs.size() - 1; ++i) { |
| 42 |
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116 | if (matrix.col_ptrs[i] > matrix.col_ptrs[i + 1] || matrix.col_ptrs[i] < 0) { |
| 43 | return false; | ||
| 44 | } | ||
| 45 | } | ||
| 46 | |||
| 47 |
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184 | for (size_t i = 0; i < matrix.row_indices.size(); ++i) { |
| 48 |
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144 | if (matrix.row_indices[i] < 0 || matrix.row_indices[i] >= matrix.rows) { |
| 49 | return false; | ||
| 50 | } | ||
| 51 | } | ||
| 52 | |||
| 53 | return true; | ||
| 54 | } | ||
| 55 | |||
| 56 |
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20 | bool SafaryanATaskTBB::ValidationImpl() { |
| 57 | const auto &[a, b] = GetInput(); | ||
| 58 | |||
| 59 |
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20 | if (!IsMatrixValid(a) || !IsMatrixValid(b)) { |
| 60 | return false; | ||
| 61 | } | ||
| 62 |
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20 | if (a.cols != b.rows) { |
| 63 | ✗ | return false; | |
| 64 | } | ||
| 65 | |||
| 66 | return true; | ||
| 67 | } | ||
| 68 | |||
| 69 | 20 | bool SafaryanATaskTBB::PreProcessingImpl() { | |
| 70 | const auto &[a, b] = GetInput(); | ||
| 71 | 20 | GetOutput() = SparseMatrixCCS(a.rows, b.cols); | |
| 72 | 20 | return true; | |
| 73 | } | ||
| 74 | |||
| 75 | namespace { | ||
| 76 | 56 | void ProcessColumn(const SparseMatrixCCS &a, const SparseMatrixCCS &b, int j, std::vector<double> &temp) { | |
| 77 |
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112 | for (int b_idx = b.col_ptrs[j]; b_idx < b.col_ptrs[j + 1]; ++b_idx) { |
| 78 | 56 | const int k = b.row_indices[b_idx]; | |
| 79 | 56 | const double b_val = b.values[b_idx]; | |
| 80 |
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140 | for (int a_idx = a.col_ptrs[k]; a_idx < a.col_ptrs[k + 1]; ++a_idx) { |
| 81 | 84 | const int i = a.row_indices[a_idx]; | |
| 82 | 84 | const double a_val = a.values[a_idx]; | |
| 83 | 84 | temp[i] += a_val * b_val; | |
| 84 | } | ||
| 85 | } | ||
| 86 | 56 | } | |
| 87 | |||
| 88 | 42 | SparseMatrixCCS BuildColumnRange(const SparseMatrixCCS &a, const SparseMatrixCCS &b, int begin_col, int end_col) { | |
| 89 | 42 | SparseMatrixCCS part(a.rows, end_col - begin_col); | |
| 90 |
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42 | std::vector<double> temp(a.rows, 0.0); |
| 91 | |||
| 92 |
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98 | for (int j = begin_col; j < end_col; ++j) { |
| 93 | 56 | part.col_ptrs[j - begin_col] = static_cast<int>(part.values.size()); | |
| 94 | 56 | ProcessColumn(a, b, j, temp); | |
| 95 | |||
| 96 |
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224 | for (int i = 0; i < a.rows; ++i) { |
| 97 |
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168 | if (std::abs(temp[i]) > 1e-10) { |
| 98 |
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84 | part.values.push_back(temp[i]); |
| 99 |
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84 | part.row_indices.push_back(i); |
| 100 | 84 | temp[i] = 0.0; | |
| 101 | } | ||
| 102 | } | ||
| 103 | } | ||
| 104 | |||
| 105 |
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42 | part.col_ptrs[end_col - begin_col] = static_cast<int>(part.values.size()); |
| 106 | 42 | return part; | |
| 107 | ✗ | } | |
| 108 | } // namespace | ||
| 109 | |||
| 110 | 20 | SparseMatrixCCS SafaryanATaskTBB::MultiplyMatrices(const SparseMatrixCCS &a, const SparseMatrixCCS &b) { | |
| 111 | 20 | SparseMatrixCCS result(a.rows, b.cols); | |
| 112 |
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20 | if (b.cols == 0) { |
| 113 | return result; | ||
| 114 | } | ||
| 115 | |||
| 116 |
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26 | const int chunks_count = std::max(1, std::min(ppc::util::GetNumThreads(), b.cols)); |
| 117 |
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20 | std::vector<SparseMatrixCCS> parts(chunks_count); |
| 118 |
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20 | std::vector<int> begin_cols(chunks_count + 1, 0); |
| 119 | |||
| 120 |
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82 | for (int i = 0; i <= chunks_count; ++i) { |
| 121 | 62 | begin_cols[i] = (b.cols * i) / chunks_count; | |
| 122 | } | ||
| 123 | |||
| 124 |
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20 | tbb::parallel_for(0, chunks_count, [&](int chunk_id) { |
| 125 | 42 | parts[chunk_id] = BuildColumnRange(a, b, begin_cols[chunk_id], begin_cols[chunk_id + 1]); | |
| 126 | 42 | }); | |
| 127 | |||
| 128 |
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62 | for (int part_id = 0; part_id < chunks_count; ++part_id) { |
| 129 | 42 | const SparseMatrixCCS &part = parts[part_id]; | |
| 130 | 42 | const int column_offset = begin_cols[part_id]; | |
| 131 |
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98 | for (int local_col = 0; local_col < part.cols; ++local_col) { |
| 132 |
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56 | result.col_ptrs[column_offset + local_col] = static_cast<int>(result.values.size()); |
| 133 |
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56 | const int begin = part.col_ptrs[local_col]; |
| 134 | 56 | const int end = part.col_ptrs[local_col + 1]; | |
| 135 |
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56 | result.values.insert(result.values.end(), part.values.begin() + begin, part.values.begin() + end); |
| 136 |
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56 | result.row_indices.insert(result.row_indices.end(), part.row_indices.begin() + begin, |
| 137 | part.row_indices.begin() + end); | ||
| 138 | } | ||
| 139 | } | ||
| 140 | |||
| 141 |
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20 | result.col_ptrs[b.cols] = static_cast<int>(result.values.size()); |
| 142 | return result; | ||
| 143 | 20 | } | |
| 144 | |||
| 145 | 20 | bool SafaryanATaskTBB::RunImpl() { | |
| 146 | const auto &[a, b] = GetInput(); | ||
| 147 | 20 | GetOutput() = SparseMatrixCCS(a.rows, b.cols); | |
| 148 | 20 | GetOutput() = MultiplyMatrices(a, b); | |
| 149 | 20 | return true; | |
| 150 | } | ||
| 151 | |||
| 152 | 20 | bool SafaryanATaskTBB::PostProcessingImpl() { | |
| 153 | 20 | return true; | |
| 154 | } | ||
| 155 | |||
| 156 | } // namespace safaryan_a_sparse_matrix_mult_crs | ||
| 157 |