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|---|---|---|---|
| 1 | #include "dolov_v_crs_mat_mult/seq/include/ops_seq.hpp" | ||
| 2 | |||
| 3 | #include <cmath> | ||
| 4 | #include <vector> | ||
| 5 | |||
| 6 | #include "dolov_v_crs_mat_mult/common/include/common.hpp" | ||
| 7 | |||
| 8 | namespace dolov_v_crs_mat_mult { | ||
| 9 | |||
| 10 |
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56 | DolovVCrsMatMultSeq::DolovVCrsMatMultSeq(const InType &in) { |
| 11 | SetTypeOfTask(GetStaticTypeOfTask()); | ||
| 12 |
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56 | GetInput() = in; |
| 13 | 56 | } | |
| 14 | |||
| 15 |
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56 | bool DolovVCrsMatMultSeq::ValidationImpl() { |
| 16 | const auto &input_data = GetInput(); | ||
| 17 |
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56 | if (input_data.size() != 2) { |
| 18 | return false; | ||
| 19 | } | ||
| 20 | const auto &matrix_a = input_data[0]; | ||
| 21 | const auto &matrix_b = input_data[1]; | ||
| 22 |
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56 | return matrix_a.num_cols == matrix_b.num_rows && matrix_a.num_rows > 0 && matrix_b.num_cols > 0; |
| 23 | } | ||
| 24 | |||
| 25 | 56 | bool DolovVCrsMatMultSeq::PreProcessingImpl() { | |
| 26 | const auto &input_data = GetInput(); | ||
| 27 | auto &result = GetOutput(); | ||
| 28 | 56 | result.num_rows = input_data[0].num_rows; | |
| 29 | 56 | result.num_cols = input_data[1].num_cols; | |
| 30 |
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56 | result.row_pointers.assign(result.num_rows + 1, 0); |
| 31 | result.values.clear(); | ||
| 32 | result.col_indices.clear(); | ||
| 33 | 56 | return true; | |
| 34 | } | ||
| 35 | |||
| 36 | 56 | SparseMatrix DolovVCrsMatMultSeq::TransposeMatrix(const SparseMatrix &matrix) { | |
| 37 | 56 | SparseMatrix transposed; | |
| 38 | 56 | transposed.num_rows = matrix.num_cols; | |
| 39 | 56 | transposed.num_cols = matrix.num_rows; | |
| 40 |
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56 | transposed.row_pointers.assign(transposed.num_rows + 1, 0); |
| 41 | |||
| 42 |
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2440 | for (int col_idx : matrix.col_indices) { |
| 43 | 2384 | transposed.row_pointers[col_idx + 1]++; | |
| 44 | } | ||
| 45 |
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1136 | for (int i = 0; i < transposed.num_rows; ++i) { |
| 46 | 1080 | transposed.row_pointers[i + 1] += transposed.row_pointers[i]; | |
| 47 | } | ||
| 48 | |||
| 49 |
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56 | transposed.values.resize(matrix.values.size()); |
| 50 |
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56 | transposed.col_indices.resize(matrix.col_indices.size()); |
| 51 | |||
| 52 |
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56 | std::vector<int> current_pos = transposed.row_pointers; |
| 53 |
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1888 | for (int i = 0; i < matrix.num_rows; ++i) { |
| 54 |
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4216 | for (int j = matrix.row_pointers[i]; j < matrix.row_pointers[i + 1]; ++j) { |
| 55 | 2384 | int col = matrix.col_indices[j]; | |
| 56 | 2384 | int dest_idx = current_pos[col]++; | |
| 57 | 2384 | transposed.values[dest_idx] = matrix.values[j]; | |
| 58 | 2384 | transposed.col_indices[dest_idx] = i; | |
| 59 | } | ||
| 60 | } | ||
| 61 | 56 | return transposed; | |
| 62 | ✗ | } | |
| 63 | |||
| 64 | 83488 | double DolovVCrsMatMultSeq::DotProduct(const SparseMatrix &matrix_a, int row_a, const SparseMatrix &matrix_b_t, | |
| 65 | int row_b) { | ||
| 66 | double sum = 0.0; | ||
| 67 | 83488 | int ptr_a = matrix_a.row_pointers[row_a]; | |
| 68 | 83488 | int ptr_b = matrix_b_t.row_pointers[row_b]; | |
| 69 | 83488 | const int end_a = matrix_a.row_pointers[row_a + 1]; | |
| 70 | 83488 | const int end_b = matrix_b_t.row_pointers[row_b + 1]; | |
| 71 | |||
| 72 |
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285240 | while (ptr_a < end_a && ptr_b < end_b) { |
| 73 |
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201752 | if (matrix_a.col_indices[ptr_a] == matrix_b_t.col_indices[ptr_b]) { |
| 74 | 4936 | sum += matrix_a.values[ptr_a] * matrix_b_t.values[ptr_b]; | |
| 75 | 4936 | ptr_a++; | |
| 76 | 4936 | ptr_b++; | |
| 77 |
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196816 | } else if (matrix_a.col_indices[ptr_a] < matrix_b_t.col_indices[ptr_b]) { |
| 78 | 105400 | ptr_a++; | |
| 79 | } else { | ||
| 80 | 91416 | ptr_b++; | |
| 81 | } | ||
| 82 | } | ||
| 83 | 83488 | return sum; | |
| 84 | } | ||
| 85 | |||
| 86 | 56 | bool DolovVCrsMatMultSeq::RunImpl() { | |
| 87 | const auto &input_data = GetInput(); | ||
| 88 | const auto &matrix_a = input_data[0]; | ||
| 89 | const auto &matrix_b = input_data[1]; | ||
| 90 | auto &result = GetOutput(); | ||
| 91 | |||
| 92 | 56 | SparseMatrix matrix_b_t = TransposeMatrix(matrix_b); | |
| 93 | |||
| 94 |
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1176 | for (int i = 0; i < matrix_a.num_rows; ++i) { |
| 95 |
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84608 | for (int j = 0; j < matrix_b_t.num_rows; ++j) { |
| 96 |
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83488 | double sum = DotProduct(matrix_a, i, matrix_b_t, j); |
| 97 | |||
| 98 |
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83488 | if (std::abs(sum) > 1e-15) { |
| 99 |
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4504 | result.values.push_back(sum); |
| 100 |
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4504 | result.col_indices.push_back(j); |
| 101 | } | ||
| 102 | } | ||
| 103 | 1120 | result.row_pointers[i + 1] = static_cast<int>(result.values.size()); | |
| 104 | } | ||
| 105 | 56 | return true; | |
| 106 | 56 | } | |
| 107 | |||
| 108 | 56 | bool DolovVCrsMatMultSeq::PostProcessingImpl() { | |
| 109 | 56 | return true; | |
| 110 | } | ||
| 111 | |||
| 112 | } // namespace dolov_v_crs_mat_mult | ||
| 113 |