Google OR-Tools v9.11
a fast and portable software suite for combinatorial optimization
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affine_relation.h
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1// Copyright 2010-2024 Google LLC
2// Licensed under the Apache License, Version 2.0 (the "License");
3// you may not use this file except in compliance with the License.
4// You may obtain a copy of the License at
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,
10// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
11// See the License for the specific language governing permissions and
12// limitations under the License.
13
14#ifndef OR_TOOLS_UTIL_AFFINE_RELATION_H_
15#define OR_TOOLS_UTIL_AFFINE_RELATION_H_
16
17#include <algorithm>
18#include <cstdint>
19#include <vector>
20
23
24namespace operations_research {
25
26// Union-Find algorithm to maintain "representative" for relations of the form:
27// x = coeff * y + offset, where "coeff" and "offset" are integers. The variable
28// x and y are represented by non-negative integer indices. The idea is to
29// express variables in affine relation using as little different variables as
30// possible (the representatives).
31//
32// IMPORTANT: If there are relations with std::abs(coeff) != 1, then some
33// relations might be ignored. See TryAdd() for more details.
34//
35// TODO(user): it might be possible to do something fancier and drop less
36// relations if all the affine relations are given before hand.
38 public:
39 AffineRelation() : num_relations_(0) {}
40
41 // Returns the number of relations added to the class and not ignored.
42 int NumRelations() const { return num_relations_; }
43
44 // Adds the relation x = coeff * y + offset to the class.
45 // Returns true if it wasn't ignored.
46 //
47 // This relation will only be taken into account if the representative of x
48 // and the one of y are different and if the relation can be transformed into
49 // a similar relation with integer coefficient between the two
50 // representatives.
51 //
52 // That is, given that:
53 // - x = coeff_x * representative_x + offset_x
54 // - y = coeff_y * representative_y + offset_y
55 // we have:
56 // coeff_x * representative_x + offset_x =
57 // coeff * coeff_y * representative_y + coeff * offset_y + offset.
58 // Which can be simplified with the introduction of new variables to:
59 // coeff_x * representative_x = new_coeff * representative_y + new_offset.
60 // And we can merge the two if:
61 // - new_coeff and new_offset are divisible by coeff_x.
62 // - OR coeff_x and new_offset are divisible by new_coeff.
63 //
64 // Checked preconditions: x >=0, y >= 0, coeff != 0 and x != y.
65 //
66 // IMPORTANT: we do not check for integer overflow, but that could be added
67 // if it is needed.
68 bool TryAdd(int x, int y, int64_t coeff, int64_t offset);
69
70 // Same as TryAdd() with the option to disallow the use of a given
71 // representative.
72 bool TryAdd(int x, int y, int64_t coeff, int64_t offset, bool allow_rep_x,
73 bool allow_rep_y);
74
75 // Returns a valid relation of the form x = coeff * representative + offset.
76 // Note that this can return x = x. Non-const because of path-compression.
77 struct Relation {
79 int64_t coeff;
80 int64_t offset;
81
82 Relation(int r, int64_t c, int64_t o)
83 : representative(r), coeff(c), offset(o) {}
84 explicit Relation(int r) : representative(r) {}
85
86 bool operator==(const Relation& other) const {
87 return representative == other.representative && coeff == other.coeff &&
88 offset == other.offset;
89 }
90 };
91 Relation Get(int x) const;
92
93 // Advanced usage. This is a bit hacky and will just decrease the class size
94 // of a variable without any extra checks. Use with care. In particular when
95 // this is called, then x should never be used anymore in any of the non const
96 // calls of this class.
98 if (x >= size_.size()) return; // never seen here.
99 CHECK_NE(size_[x], kSizeForRemovedEntry) << x;
100 const int r = Get(x).representative;
101 if (r != x) {
102 CHECK_GT(size_[r], 1);
103 size_[r]--;
104 } else {
105 CHECK_EQ(size_[r], 1);
106 }
107 size_[x] = kSizeForRemovedEntry;
108 }
109
110 // Returns the size of the class of x.
111 int ClassSize(int x) const {
112 if (x >= representative_.size()) return 1;
113 return size_[Get(x).representative];
114 }
115
116 private:
117 const int kSizeForRemovedEntry = 0;
118
119 void IncreaseSizeOfMemberVectors(int new_size) {
120 if (new_size <= representative_.size()) return;
121 for (int i = representative_.size(); i < new_size; ++i) {
122 representative_.push_back(i);
123 }
124 offset_.resize(new_size, 0);
125 coeff_.resize(new_size, 1);
126 size_.resize(new_size, 1);
127 }
128
129 void CompressPath(int x) const {
130 DCHECK_GE(x, 0);
131 DCHECK_LT(x, representative_.size());
132 tmp_path_.clear();
133 int parent = x;
134 while (parent != representative_[parent]) {
135 tmp_path_.push_back(parent);
136 parent = representative_[parent];
137 }
138 for (const int var : ::gtl::reversed_view(tmp_path_)) {
139 const int old_parent = representative_[var];
140 offset_[var] += coeff_[var] * offset_[old_parent];
141 coeff_[var] *= coeff_[old_parent];
142 representative_[var] = parent;
143 }
144 }
145
146 int num_relations_;
147
148 // The equivalence class representative for each variable index.
149 mutable std::vector<int> representative_;
150
151 // The offset and coefficient such that
152 // variable[index] = coeff * variable[representative_[index]] + offset;
153 mutable std::vector<int64_t> coeff_;
154 mutable std::vector<int64_t> offset_;
155
156 // The size of each representative "tree", used to get a good complexity when
157 // we have the choice of which tree to merge into the other.
158 //
159 // TODO(user): Using a "rank" might be faster, but because we sometimes
160 // need to merge the bad subtree into the better one, it is trickier to
161 // maintain than in the classic union-find algorithm.
162 std::vector<int> size_;
163
164 // Used by CompressPath() to maintain the coeff/offset during compression.
165 mutable std::vector<int> tmp_path_;
166};
167
168inline bool AffineRelation::TryAdd(int x, int y, int64_t coeff,
169 int64_t offset) {
170 return TryAdd(x, y, coeff, offset, true, true);
171}
172
173inline bool AffineRelation::TryAdd(int x, int y, int64_t coeff, int64_t offset,
174 bool allow_rep_x, bool allow_rep_y) {
175 CHECK_NE(coeff, 0);
176 CHECK_NE(x, y);
177 CHECK_GE(x, 0);
178 CHECK_GE(y, 0);
179 IncreaseSizeOfMemberVectors(std::max(x, y) + 1);
180 CHECK_NE(size_[x], kSizeForRemovedEntry) << x;
181 CHECK_NE(size_[y], kSizeForRemovedEntry) << y;
182 CompressPath(x);
183 CompressPath(y);
184 const int rep_x = representative_[x];
185 const int rep_y = representative_[y];
186 if (rep_x == rep_y) return false;
187
188 // TODO(user): It should be possible to optimize this code block a bit, for
189 // instance depending on the magnitude of new_coeff vs coeff_x, we may already
190 // know that one of the two merge is not possible.
191 const int64_t coeff_x = coeff_[x];
192 const int64_t new_coeff = coeff * coeff_[y];
193 const int64_t new_offset = coeff * offset_[y] + offset - offset_[x];
194 const bool condition1 =
195 allow_rep_y && (new_coeff % coeff_x == 0) && (new_offset % coeff_x == 0);
196 const bool condition2 = allow_rep_x && (coeff_x % new_coeff == 0) &&
197 (new_offset % new_coeff == 0);
198 if (condition1 && (!condition2 || size_[x] <= size_[y])) {
199 representative_[rep_x] = rep_y;
200 size_[rep_y] += size_[rep_x];
201 coeff_[rep_x] = new_coeff / coeff_x;
202 offset_[rep_x] = new_offset / coeff_x;
203 } else if (condition2) {
204 representative_[rep_y] = rep_x;
205 size_[rep_x] += size_[rep_y];
206 coeff_[rep_y] = coeff_x / new_coeff;
207 offset_[rep_y] = -new_offset / new_coeff;
208 } else {
209 return false;
210 }
211 ++num_relations_;
212 return true;
213}
214
216 if (x >= representative_.size() || representative_[x] == x) return {x, 1, 0};
217 CompressPath(x);
218 return {representative_[x], coeff_[x], offset_[x]};
219}
220
221} // namespace operations_research
222
223#endif // OR_TOOLS_UTIL_AFFINE_RELATION_H_
IntegerValue y
bool TryAdd(int x, int y, int64_t coeff, int64_t offset)
int NumRelations() const
Returns the number of relations added to the class and not ignored.
int ClassSize(int x) const
Returns the size of the class of x.
IntVar * var
ReverseView< Container > reversed_view(const Container &c)
In SWIG mode, we don't want anything besides these top-level includes.
const Variable x
Definition qp_tests.cc:127
bool operator==(const Relation &other) const