OR-Tools  9.2
all_different.h
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1// Copyright 2010-2021 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_SAT_ALL_DIFFERENT_H_
15#define OR_TOOLS_SAT_ALL_DIFFERENT_H_
16
17#include <cstdint>
18#include <functional>
19#include <utility>
20#include <vector>
21
22#include "absl/container/flat_hash_map.h"
24#include "ortools/base/macros.h"
25#include "ortools/sat/integer.h"
26#include "ortools/sat/model.h"
28
29namespace operations_research {
30namespace sat {
31
32// Enforces that the given tuple of variables takes different values. This fully
33// encodes all the variables and simply enforces a <= 1 constraint on each
34// possible values.
35std::function<void(Model*)> AllDifferentBinary(
36 const std::vector<IntegerVariable>& vars);
37
38// Enforces that the given tuple of variables takes different values.
39// Same as AllDifferentBinary() but use a different propagator that only enforce
40// the so called "bound consistency" on the variable domains.
41//
42// Compared to AllDifferentBinary() this doesn't require fully encoding the
43// variables and it is also quite fast. Note that the propagation is different,
44// this will not remove already taken values from inside a domain, but it will
45// propagates more the domain bounds.
46std::function<void(Model*)> AllDifferentOnBounds(
47 const std::vector<IntegerVariable>& vars);
48std::function<void(Model*)> AllDifferentOnBounds(
49 const std::vector<AffineExpression>& expressions);
50
51// This constraint forces all variables to take different values. This is meant
52// to be used as a complement to an alldifferent decomposition like
53// AllDifferentBinary(): DO NOT USE WITHOUT ONE. Doing the filtering that the
54// decomposition can do with an appropriate algorithm should be cheaper and
55// yield more accurate explanations.
56//
57// It uses the matching algorithm described in Regin at AAAI1994:
58// "A filtering algorithm for constraints of difference in CSPs".
59//
60// This will fully encode variables.
61std::function<void(Model*)> AllDifferentAC(
62 const std::vector<IntegerVariable>& variables);
63
64// Implementation of AllDifferentAC().
66 public:
67 AllDifferentConstraint(std::vector<IntegerVariable> variables,
68 IntegerEncoder* encoder, Trail* trail,
69 IntegerTrail* integer_trail);
70
71 bool Propagate() final;
73
74 private:
75 // MakeAugmentingPath() is a step in Ford-Fulkerson's augmenting path
76 // algorithm. It changes its current internal state (see vectors below)
77 // to assign a value to the start vertex using an augmenting path.
78 // If it is not possible, it keeps variable_to_value_[start] to -1 and returns
79 // false, otherwise it modifies the current assignment and returns true.
80 // It uses value/variable_visited to mark the nodes it visits during its
81 // search: one can use this information to generate an explanation of failure,
82 // or manipulate it to create what-if scenarios without modifying successor_.
83 bool MakeAugmentingPath(int start);
84
85 // Accessors to the cache of literals.
86 inline LiteralIndex VariableLiteralIndexOf(int x, int64_t value);
87 inline bool VariableHasPossibleValue(int x, int64_t value);
88
89 // This caches all literals of the fully encoded variables.
90 // Values of a given variable are 0-indexed using offsets variable_min_value_,
91 // the set of all values is globally offset using offset min_all_values_.
92 // TODO(user): compare this encoding to a sparser hash_map encoding.
93 const int num_variables_;
94 const std::vector<IntegerVariable> variables_;
95 int64_t min_all_values_;
96 int64_t num_all_values_;
97 std::vector<int64_t> variable_min_value_;
98 std::vector<int64_t> variable_max_value_;
99 std::vector<std::vector<LiteralIndex>> variable_literal_index_;
100
101 // Internal state of MakeAugmentingPath().
102 // value_to_variable_ and variable_to_value_ represent the current assignment;
103 // -1 means not assigned. Otherwise,
104 // variable_to_value_[var] = value <=> value_to_variable_[value] = var.
105 std::vector<std::vector<int>> successor_;
106 std::vector<bool> value_visited_;
107 std::vector<bool> variable_visited_;
108 std::vector<int> value_to_variable_;
109 std::vector<int> variable_to_value_;
110 std::vector<int> prev_matching_;
111 std::vector<int> visiting_;
112 std::vector<int> variable_visited_from_;
113
114 // Internal state of ComputeSCCs().
115 // Variable nodes are indexed by [0, num_variables_),
116 // value nodes by [num_variables_, num_variables_ + num_all_values_),
117 // and a dummy node with index num_variables_ + num_all_values_ is added.
118 // The graph passed to ComputeSCCs() is the residual of the possible graph
119 // by the current matching, i.e. its arcs are:
120 // _ (var, val) if val \in dom(var) and var not matched to val,
121 // _ (val, var) if var matched to val,
122 // _ (val, dummy) if val not matched to any variable,
123 // _ (dummy, var) for all variables.
124 // In the original paper, forbidden arcs are identified by detecting that they
125 // are not in any alternating cycle or alternating path starting at a
126 // free vertex. Adding the dummy node allows to factor the alternating path
127 // part in the alternating cycle, and filter with only the SCC decomposition.
128 // When num_variables_ == num_all_values_, the dummy node is useless,
129 // we add it anyway to simplify the code.
130 std::vector<std::vector<int>> residual_graph_successors_;
131 std::vector<int> component_number_;
132
133 Trail* trail_;
134 IntegerTrail* integer_trail_;
135};
136
137// Implements the all different bound consistent propagator with explanation.
138// That is, given n affine expressions that must take different values, this
139// propagates the bounds of each expression as much as possible. The key is to
140// detect the so called Hall interval which are interval of size k that contains
141// the domain of k expressinos. Because all the variables must take different
142// values, we can deduce that the domain of the other variables cannot contains
143// such Hall interval.
144//
145// We use a "fast" O(n log n) algorithm.
146//
147// TODO(user): It might be difficult to find something faster than what is
148// implemented here. Some related reference:
149// https://cs.uwaterloo.ca/~vanbeek/Publications/ijcai03_TR.pdf
151 public:
152 AllDifferentBoundsPropagator(const std::vector<AffineExpression>& expressions,
153 IntegerTrail* integer_trail);
154
155 bool Propagate() final;
156 void RegisterWith(GenericLiteralWatcher* watcher);
157
158 private:
159 // We locally cache the lb/ub for faster sorting and to guarantee some
160 // invariant when we push bounds.
161 struct CachedBounds {
162 AffineExpression expr;
163 IntegerValue lb;
164 IntegerValue ub;
165 };
166
167 // Fills integer_reason_ with the reason why we have the given hall interval.
168 void FillHallReason(IntegerValue hall_lb, IntegerValue hall_ub);
169
170 // Do half the job of Propagate(). This will split the variable into
171 // independent subset, and call PropagateLowerBoundsInternal() on each of
172 // them.
173 bool PropagateLowerBounds();
174 bool PropagateLowerBoundsInternal(IntegerValue min_lb,
175 absl::Span<CachedBounds> vars);
176
177 // Internally, we will maintain a set of non-consecutive integer intervals of
178 // the form [start, end]. Each point (i.e. IntegerValue) of such interval will
179 // be associated to an unique input expression and via an union-find algorithm
180 // point to its start. The end only make sense for representative.
181 //
182 // TODO(user): Because we don't use rank, we have a worst case complexity of
183 // O(n log n). We could try a normal Union-find data structure, but then we
184 // also have to maintain a start vector.
185 //
186 // Note that during the execution of the algorithm we start from empty
187 // intervals and finish with a set of points of size num_vars.
188 //
189 // The list of all points are maintained in the dense vectors index_to_*_
190 // where we have remapped values to indices (with GetIndex()) to make sure it
191 // always fall into the correct range.
192 int FindStartIndexAndCompressPath(int index);
193
194 int GetIndex(IntegerValue value) const {
195 DCHECK_GE(value, base_);
196 DCHECK_LT(value - base_, index_to_start_index_.size());
197 return (value - base_).value();
198 }
199
200 IntegerValue GetValue(int index) const { return base_ + IntegerValue(index); }
201
202 IntegerTrail* integer_trail_;
203
204 // These vector will be either sorted by lb or by -ub.
205 std::vector<CachedBounds> bounds_;
206 std::vector<CachedBounds> negated_bounds_;
207
208 // The list of Hall intervalls detected so far, sorted.
209 std::vector<IntegerValue> hall_starts_;
210 std::vector<IntegerValue> hall_ends_;
211
212 // Non-consecutive intervals related data-structures.
213 IntegerValue base_;
214 std::vector<int> indices_to_clear_;
215 std::vector<int> index_to_start_index_;
216 std::vector<int> index_to_end_index_;
217 std::vector<bool> index_is_present_;
218 std::vector<AffineExpression> index_to_expr_;
219
220 // Temporary integer reason.
221 std::vector<IntegerLiteral> integer_reason_;
222
223 DISALLOW_COPY_AND_ASSIGN(AllDifferentBoundsPropagator);
224};
225
226} // namespace sat
227} // namespace operations_research
228
229#endif // OR_TOOLS_SAT_ALL_DIFFERENT_H_
#define DCHECK_GE(val1, val2)
Definition: base/logging.h:891
#define DCHECK_LT(val1, val2)
Definition: base/logging.h:890
void RegisterWith(GenericLiteralWatcher *watcher)
AllDifferentBoundsPropagator(const std::vector< AffineExpression > &expressions, IntegerTrail *integer_trail)
void RegisterWith(GenericLiteralWatcher *watcher)
AllDifferentConstraint(std::vector< IntegerVariable > variables, IntegerEncoder *encoder, Trail *trail, IntegerTrail *integer_trail)
int64_t value
std::function< void(Model *)> AllDifferentAC(const std::vector< IntegerVariable > &variables)
std::function< void(Model *)> AllDifferentBinary(const std::vector< IntegerVariable > &vars)
std::function< void(Model *)> AllDifferentOnBounds(const std::vector< AffineExpression > &expressions)
Collection of objects used to extend the Constraint Solver library.
int index
Definition: pack.cc:509