OR-Tools  9.1
update_row.h
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5//
6// http://www.apache.org/licenses/LICENSE-2.0
7//
8// Unless required by applicable law or agreed to in writing, software
9// distributed under the License is distributed on an "AS IS" BASIS,
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11// See the License for the specific language governing permissions and
12// limitations under the License.
13
14#ifndef OR_TOOLS_GLOP_UPDATE_ROW_H_
15#define OR_TOOLS_GLOP_UPDATE_ROW_H_
16
17#include <cstdint>
18
24#include "ortools/util/stats.h"
25
26namespace operations_research {
27namespace glop {
28
29// During a simplex iteration, when the basis 'leaving_row' has been
30// selected, one of the main quantities needed in the primal or dual simplex
31// algorithm is called the update row.
32//
33// By definition, update_row[col] is the coefficient at position
34// 'leaving_row' in the current basis of the column 'col' of the matrix A.
35//
36// One efficient way to compute it is to compute the left inverse by B of the
37// unit vector with a one at the given leaving_row, and then to take the
38// scalar product of this left inverse with all the columns of A:
39// update_row[col] = (unit_{leaving_row} . B^{-1}) . A_col
40class UpdateRow {
41 public:
42 // Takes references to the linear program data we need.
43 UpdateRow(const CompactSparseMatrix& matrix,
44 const CompactSparseMatrix& transposed_matrix,
45 const VariablesInfo& variables_info, const RowToColMapping& basis,
46 const BasisFactorization& basis_factorization);
47
48 // Invalidates the current update row and unit_row_left_inverse so the next
49 // call to ComputeUpdateRow() will recompute everything and not just return
50 // right away.
51 void Invalidate();
52
53 // Computes the relevant coefficients (See GetIsRelevantBitRow() in
54 // VariablesInfo) of the update row. The result is only computed once until
55 // the next Invalidate() call and calling this function more than once will
56 // have no effect until then.
57 void ComputeUpdateRow(RowIndex leaving_row);
58
59 // Returns the left inverse of the unit row as computed by the last call to
60 // ComputeUpdateRow().
62
63 // Returns true if ComputeUpdateRow() was called since the last Invalidate().
64 const bool IsComputed() const { return !compute_update_row_; }
65
66 // Returns the update coefficients and non-zero positions corresponding to the
67 // last call to ComputeUpdateRow().
68 const DenseRow& GetCoefficients() const;
70 const Fractional GetCoefficient(ColIndex col) const {
71 return coefficient_[col];
72 }
73
74 // This must be called after a call to ComputeUpdateRow(). It will fill
75 // all the non-relevant positions that where not filled by ComputeUpdateRow().
76 void RecomputeFullUpdateRow(RowIndex leaving_row);
77
78 // Sets the algorithm parameters.
80
81 // Returns statistics about this class as a string.
82 std::string StatString() const { return stats_.StatString(); }
83
84 // Only used for testing.
85 // Computes as the update row the product 'lhs' times the linear program
86 // matrix given at construction. Only the relevant columns matter (see
87 // VariablesInfo) and 'algorithm' can be one of "column", "row" or
88 // "row_hypersparse".
90 const std::string& algorithm);
91
92 // Deterministic time used by the scalar product computation of this class.
93 double DeterministicTime() const {
94 return DeterministicTimeForFpOperations(num_operations_);
95 }
96
97 // This returns the asked unit row left inverse. It temporarily invalidate
98 // the class state by calling Invalidate().
99 const ScatteredRow& ComputeAndGetUnitRowLeftInverse(RowIndex leaving_row);
100
101 // Advanced usage. This has side effects and should be used with care.
102 //
103 // Computes the left inverse of the given unit row, and stores it in
104 // unit_row_left_inverse_.
105 void ComputeUnitRowLeftInverse(RowIndex leaving_row);
106
107 private:
108 // ComputeUpdateRow() does the common work and calls one of these functions
109 // depending on the situation.
110 void ComputeUpdatesRowWise();
111 void ComputeUpdatesRowWiseHypersparse();
112 void ComputeUpdatesColumnWise();
113
114 // Problem data that should be updated from outside.
115 const CompactSparseMatrix& matrix_;
116 const CompactSparseMatrix& transposed_matrix_;
117 const VariablesInfo& variables_info_;
118 const RowToColMapping& basis_;
119 const BasisFactorization& basis_factorization_;
120
121 // Left inverse by B of a unit row. Its scalar product with a column 'a' of A
122 // gives the value of the right inverse of 'a' on the 'leaving_row'.
123 ScatteredRow unit_row_left_inverse_;
124
125 // The non-zeros of unit_row_left_inverse_ above the drop tolerance.
126 std::vector<ColIndex> unit_row_left_inverse_filtered_non_zeros_;
127
128 // Holds the current update row data.
129 // TODO(user): Introduce a ScatteredSparseRow class?
130 ColIndexVector non_zero_position_list_;
131 DenseBitRow non_zero_position_set_;
132 DenseRow coefficient_;
133
134 // Boolean used to avoid recomputing many times the same thing.
135 bool compute_update_row_;
136 RowIndex update_row_computed_for_;
137
138 // Statistics about this class.
139 struct Stats : public StatsGroup {
140 Stats()
141 : StatsGroup("UpdateRow"),
142 unit_row_left_inverse_density("unit_row_left_inverse_density", this),
143 unit_row_left_inverse_accuracy("unit_row_left_inverse_accuracy",
144 this),
145 update_row_density("update_row_density", this) {}
146 RatioDistribution unit_row_left_inverse_density;
147 DoubleDistribution unit_row_left_inverse_accuracy;
148 RatioDistribution update_row_density;
149 };
150
151 // Track the number of basic floating point multiplication.
152 // Used by DeterministicTime().
153 int64_t num_operations_;
154
155 // Glop standard classes.
156 GlopParameters parameters_;
157 Stats stats_;
158
159 DISALLOW_COPY_AND_ASSIGN(UpdateRow);
160};
161
162} // namespace glop
163} // namespace operations_research
164
165#endif // OR_TOOLS_GLOP_UPDATE_ROW_H_
const ScatteredRow & GetUnitRowLeftInverse() const
Definition: update_row.cc:45
const ScatteredRow & ComputeAndGetUnitRowLeftInverse(RowIndex leaving_row)
Definition: update_row.cc:49
const DenseRow & GetCoefficients() const
Definition: update_row.cc:165
void ComputeUpdateRowForBenchmark(const DenseRow &lhs, const std::string &algorithm)
Definition: update_row.cc:149
void ComputeUnitRowLeftInverse(RowIndex leaving_row)
Definition: update_row.cc:57
UpdateRow(const CompactSparseMatrix &matrix, const CompactSparseMatrix &transposed_matrix, const VariablesInfo &variables_info, const RowToColMapping &basis, const BasisFactorization &basis_factorization)
Definition: update_row.cc:21
void RecomputeFullUpdateRow(RowIndex leaving_row)
Definition: update_row.cc:241
const Fractional GetCoefficient(ColIndex col) const
Definition: update_row.h:70
void ComputeUpdateRow(RowIndex leaving_row)
Definition: update_row.cc:71
void SetParameters(const GlopParameters &parameters)
Definition: update_row.cc:171
const ColIndexVector & GetNonZeroPositions() const
Definition: update_row.cc:167
std::string StatString() const
Definition: update_row.h:82
SatParameters parameters
ColIndex col
Definition: markowitz.cc:183
std::vector< ColIndex > ColIndexVector
Definition: lp_types.h:312
static double DeterministicTimeForFpOperations(int64_t n)
Definition: lp_types.h:383
Collection of objects used to extend the Constraint Solver library.