OR-Tools  9.0
probing.h
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13 
14 #ifndef OR_TOOLS_SAT_PROBING_H_
15 #define OR_TOOLS_SAT_PROBING_H_
16 
17 #include "absl/types/span.h"
18 #include "ortools/sat/clause.h"
20 #include "ortools/sat/integer.h"
21 #include "ortools/sat/model.h"
22 #include "ortools/sat/sat_base.h"
23 #include "ortools/sat/util.h"
24 #include "ortools/util/logging.h"
25 
26 namespace operations_research {
27 namespace sat {
28 
29 class Prober {
30  public:
31  explicit Prober(Model* model);
32 
33  // Fixes Booleans variables to true/false and see what is propagated. This
34  // can:
35  //
36  // - Fix some Boolean variables (if we reach a conflict while probing).
37  //
38  // - Infer new direct implications. We add them directly to the
39  // BinaryImplicationGraph and they can later be used to detect equivalent
40  // literals, expand at most ones clique, etc...
41  //
42  // - Tighten the bounds of integer variables. If we probe the two possible
43  // values of a Boolean (b=0 and b=1), we get for each integer variables two
44  // propagated domain D_0 and D_1. The level zero domain can then be
45  // intersected with D_0 U D_1. This can restrict the lower/upper bounds of a
46  // variable, but it can also create holes in the domain! This will detect
47  // common cases like an integer variable in [0, 10] that actually only take
48  // two values [0] or [10] depending on one Boolean.
49  //
50  // Returns false if the problem was proved INFEASIBLE during probing.
51  //
52  // TODO(user): For now we process the Boolean in their natural order, this is
53  // not the most efficient.
54  //
55  // TODO(user): This might generate a lot of new direct implications. We might
56  // not want to add them directly to the BinaryImplicationGraph and could
57  // instead use them directly to detect equivalent literal like in
58  // ProbeAndFindEquivalentLiteral(). The situation is not clear.
59  //
60  // TODO(user): More generally, we might want to register any literal => bound
61  // in the IntegerEncoder. This would allow to remember them and use them in
62  // other part of the solver (cuts, lifting, ...).
63  //
64  // TODO(user): Rename to include Integer in the name and distinguish better
65  // from FailedLiteralProbing() below.
66  bool ProbeBooleanVariables(double deterministic_time_limit);
67 
68  // Same as above method except it probes only on the variables given in
69  // 'bool_vars'.
70  bool ProbeBooleanVariables(double deterministic_time_limit,
71  absl::Span<const BooleanVariable> bool_vars);
72 
73  bool ProbeOneVariable(BooleanVariable b);
74 
75  private:
76  bool ProbeOneVariableInternal(BooleanVariable b);
77 
78  // Model owned classes.
79  const Trail& trail_;
80  const VariablesAssignment& assignment_;
81  IntegerTrail* integer_trail_;
82  ImpliedBounds* implied_bounds_;
83  SatSolver* sat_solver_;
84  TimeLimit* time_limit_;
85  BinaryImplicationGraph* implication_graph_;
86 
87  // To detect literal x that must be true because b => x and not(b) => x.
88  // When probing b, we add all propagated literal to propagated, and when
89  // probing not(b) we check if any are already there.
90  SparseBitset<LiteralIndex> propagated_;
91 
92  // Modifications found during probing.
93  std::vector<Literal> to_fix_at_true_;
94  std::vector<IntegerLiteral> new_integer_bounds_;
95  std::vector<std::pair<Literal, Literal>> new_binary_clauses_;
96 
97  // Probing statistics.
98  int num_new_holes_ = 0;
99  int num_new_binary_ = 0;
100  int num_new_integer_bounds_ = 0;
101 
102  // Logger.
103  SolverLogger* logger_;
104 };
105 
106 // Try to randomly tweak the search and stop at the first conflict each time.
107 // This can sometimes find feasible solution, but more importantly, it is a form
108 // of probing that can sometimes find small and interesting conflicts or fix
109 // variables. This seems to work well on the SAT14/app/rook-* problems and
110 // do fix more variables if run before probing.
111 //
112 // If a feasible SAT solution is found (i.e. all Boolean assigned), then this
113 // abort and leave the solver with the full solution assigned.
114 //
115 // Returns false iff the problem is UNSAT.
116 bool LookForTrivialSatSolution(double deterministic_time_limit, Model* model);
117 
118 // Options for the FailedLiteralProbing() code below.
119 //
120 // A good reference for the algorithms involved here is the paper "Revisiting
121 // Hyper Binary Resolution" Marijn J. H. Heule, Matti Jarvisalo, Armin Biere,
122 // http://www.cs.utexas.edu/~marijn/cpaior2013.pdf
124  // The probing will consume all this deterministic time or stop if nothing
125  // else can be deduced and everything has been probed until fix-point. The
126  // fix point depend on the extract_binay_clauses option:
127  // - If false, we will just stop when no more failed literal can be found.
128  // - If true, we will do more work and stop when all failed literal have been
129  // found and all hyper binary resolution have been performed.
130  //
131  // TODO(user): We can also provide a middle ground and probe all failed
132  // literal but do not extract all binary clauses.
133  //
134  // Note that the fix-point is unique, modulo the equivalent literal detection
135  // we do. And if we add binary clauses, modulo the transitive reduction of the
136  // binary implication graph.
137  //
138  // To be fast, we only use the binary clauses in the binary implication graph
139  // for the equivalence detection. So the power of the equivalence detection
140  // changes if the extract_binay_clauses option is true or not.
141  //
142  // TODO(user): The fix point is not yet reached since we don't currently
143  // simplify non-binary clauses with these equivalence, but we will.
144  double deterministic_limit = 1.0;
145 
146  // This is also called hyper binary resolution. Basically, we make sure that
147  // the binary implication graph is augmented with all the implication of the
148  // form a => b that can be derived by fixing 'a' at level zero and doing a
149  // propagation using all constraints. Note that we only add clauses that
150  // cannot be derived by the current implication graph.
151  //
152  // With these extra clause the power of the equivalence literal detection
153  // using only the binary implication graph with increase. Note that it is
154  // possible to do exactly the same thing without adding these binary clause
155  // first. This is what is done by yet another probing algorithm (currently in
156  // simplification.cc).
157  //
158  // TODO(user): Note that adding binary clause before/during the SAT presolve
159  // is currently not always a good idea. This is because we don't simplify the
160  // other clause as much as we could. Also, there can be up to a quadratic
161  // number of clauses added this way, which might slow down things a lot. But
162  // then because of the deterministic limit, we usually cannot add too much
163  // clauses, even for huge problems, since we will reach the limit before that.
165 
166  // Use a version of the "Tree look" algorithm as explained in the paper above.
167  // This is usually faster and more efficient. Note that when extracting binary
168  // clauses it might currently produce more "redundant" one in the sense that a
169  // transitive reduction of the binary implication graph after all hyper binary
170  // resolution have been performed may need to do more work.
171  bool use_tree_look = true;
172 
173  // There is two sligthly different implementation of the tree-look algo.
174  //
175  // TODO(user): Decide which one is better, currently the difference seems
176  // small but the queue seems slightly faster.
177  bool use_queue = true;
178 
179  // If we detect as we probe that a new binary clause subsumes one of the
180  // non-binary clause, we will replace the long clause by the binary one. This
181  // is orthogonal to the extract_binary_clauses parameters which will add all
182  // binary clauses but not neceassirly check for subsumption.
184 
185  // We assume this is also true if --v 1 is activated.
186  bool log_info = false;
187 
188  std::string ToString() const {
189  return absl::StrCat("deterministic_limit: ", deterministic_limit,
190  " extract_binary_clauses: ", extract_binary_clauses,
191  " use_tree_look: ", use_tree_look,
192  " use_queue: ", use_queue);
193  }
194 };
195 
196 // Similar to ProbeBooleanVariables() but different :-)
197 //
198 // First, this do not consider integer variable. It doesn't do any disjunctive
199 // reasoning (i.e. changing the domain of an integer variable by intersecting
200 // it with the union of what happen when x is fixed and not(x) is fixed).
201 //
202 // However this should be more efficient and just work better for pure Boolean
203 // problems. On integer problems, we might also want to run this one first,
204 // and then do just one quick pass of ProbeBooleanVariables().
205 //
206 // Note that this by itself just do one "round", look at the code in the
207 // Inprocessing class that call this interleaved with other reductions until a
208 // fix point is reached.
209 //
210 // This can fix a lot of literals via failed literal detection, that is when
211 // we detect that x => not(x) via propagation after taking x as a decision. It
212 // also use the strongly connected component algorithm to detect equivalent
213 // literals.
214 //
215 // It will add any detected binary clause (via hyper binary resolution) to
216 // the implication graph. See the option comments for more details.
217 bool FailedLiteralProbingRound(ProbingOptions options, Model* model);
218 
219 } // namespace sat
220 } // namespace operations_research
221 
222 #endif // OR_TOOLS_SAT_PROBING_H_
A simple class to enforce both an elapsed time limit and a deterministic time limit in the same threa...
Definition: time_limit.h:105
Class that owns everything related to a particular optimization model.
Definition: sat/model.h:38
bool ProbeOneVariable(BooleanVariable b)
Definition: probing.cc:181
bool ProbeBooleanVariables(double deterministic_time_limit)
Definition: probing.cc:44
int64_t b
GRBmodel * model
bool LookForTrivialSatSolution(double deterministic_time_limit, Model *model)
Definition: probing.cc:276
bool FailedLiteralProbingRound(ProbingOptions options, Model *model)
Definition: probing.cc:354
Collection of objects used to extend the Constraint Solver library.