// Copyright 2010-2018 Google LLC // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. #include "ortools/sat/integer_expr.h" #include #include #include "absl/container/flat_hash_map.h" #include "ortools/base/stl_util.h" #include "ortools/util/sorted_interval_list.h" namespace operations_research { namespace sat { IntegerSumLE::IntegerSumLE(const std::vector& enforcement_literals, const std::vector& vars, const std::vector& coeffs, IntegerValue upper, Model* model) : enforcement_literals_(enforcement_literals), upper_bound_(upper), trail_(model->GetOrCreate()), integer_trail_(model->GetOrCreate()), rev_integer_value_repository_( model->GetOrCreate()), vars_(vars), coeffs_(coeffs) { // TODO(user): deal with this corner case. CHECK(!vars_.empty()); // Handle negative coefficients. for (int i = 0; i < vars.size(); ++i) { if (coeffs_[i] < 0) { vars_[i] = NegationOf(vars_[i]); coeffs_[i] = -coeffs_[i]; } } // Literal reason will only be used with the negation of enforcement_literals. for (const Literal literal : enforcement_literals) { literal_reason_.push_back(literal.Negated()); } // Initialize the reversible numbers. rev_num_fixed_vars_ = 0; rev_lb_fixed_vars_ = IntegerValue(0); } void IntegerSumLE::FillIntegerReason() { integer_reason_.clear(); reason_coeffs_.clear(); const int num_vars = vars_.size(); for (int i = 0; i < num_vars; ++i) { const IntegerVariable var = vars_[i]; if (!integer_trail_->VariableLowerBoundIsFromLevelZero(var)) { integer_reason_.push_back(integer_trail_->LowerBoundAsLiteral(var)); reason_coeffs_.push_back(coeffs_[i]); } } } bool IntegerSumLE::Propagate() { // Reified case: If any of the enforcement_literals are false, we ignore the // constraint. int num_unassigned_enforcement_literal = 0; LiteralIndex unique_unnasigned_literal = kNoLiteralIndex; for (const Literal literal : enforcement_literals_) { if (trail_->Assignment().LiteralIsFalse(literal)) return true; if (!trail_->Assignment().LiteralIsTrue(literal)) { ++num_unassigned_enforcement_literal; unique_unnasigned_literal = literal.Index(); } } // Unfortunately, we can't propagate anything if we have more than one // unassigned enforcement literal. if (num_unassigned_enforcement_literal > 1) return true; // Save the current sum of fixed variables. if (is_registered_) { rev_integer_value_repository_->SaveState(&rev_lb_fixed_vars_); } // Compute the new lower bound and update the reversible structures. IntegerValue lb_unfixed_vars = IntegerValue(0); const int num_vars = vars_.size(); for (int i = rev_num_fixed_vars_; i < num_vars; ++i) { const IntegerVariable var = vars_[i]; const IntegerValue coeff = coeffs_[i]; const IntegerValue lb = integer_trail_->LowerBound(var); if (lb != integer_trail_->UpperBound(var)) { lb_unfixed_vars += lb * coeff; } else { // Update the set of fixed variables. std::swap(vars_[i], vars_[rev_num_fixed_vars_]); std::swap(coeffs_[i], coeffs_[rev_num_fixed_vars_]); rev_num_fixed_vars_++; rev_lb_fixed_vars_ += lb * coeff; } } const IntegerValue new_lb = rev_lb_fixed_vars_ + lb_unfixed_vars; // Conflict? const IntegerValue slack = upper_bound_ - new_lb; if (slack < 0) { FillIntegerReason(); integer_trail_->RelaxLinearReason(-slack - 1, reason_coeffs_, &integer_reason_); if (num_unassigned_enforcement_literal == 1) { // Propagate the only non-true literal to false. const Literal to_propagate = Literal(unique_unnasigned_literal).Negated(); std::vector tmp = literal_reason_; tmp.erase(std::find(tmp.begin(), tmp.end(), to_propagate)); integer_trail_->EnqueueLiteral(to_propagate, tmp, integer_reason_); return true; } return integer_trail_->ReportConflict(literal_reason_, integer_reason_); } // We can only propagate more if all the enforcement literals are true. if (num_unassigned_enforcement_literal > 0) return true; // The lower bound of all the variables except one can be used to update the // upper bound of the last one. for (int i = rev_num_fixed_vars_; i < num_vars; ++i) { const IntegerVariable var = vars_[i]; const IntegerValue coeff = coeffs_[i]; const IntegerValue domain_size = integer_trail_->UpperBound(var) - integer_trail_->LowerBound(var); if (domain_size * coeff > slack) { const IntegerValue div = slack / coeff; const IntegerValue new_ub = integer_trail_->LowerBound(var) + div; const IntegerValue propagation_slack = (div + 1) * coeff - slack - 1; if (!integer_trail_->Enqueue( IntegerLiteral::LowerOrEqual(var, new_ub), /*lazy_reason=*/[this, propagation_slack]( IntegerLiteral i_lit, int trail_index, std::vector* literal_reason, std::vector* trail_indices_reason) { *literal_reason = literal_reason_; trail_indices_reason->clear(); reason_coeffs_.clear(); const int size = vars_.size(); for (int i = 0; i < size; ++i) { const IntegerVariable var = vars_[i]; if (PositiveVariable(var) == PositiveVariable(i_lit.var)) { continue; } const int index = integer_trail_->FindTrailIndexOfVarBefore( var, trail_index); if (index >= 0) { trail_indices_reason->push_back(index); if (propagation_slack > 0) { reason_coeffs_.push_back(coeffs_[i]); } } } if (propagation_slack > 0) { integer_trail_->RelaxLinearReason( propagation_slack, reason_coeffs_, trail_indices_reason); } })) { return false; } } } return true; } void IntegerSumLE::RegisterWith(GenericLiteralWatcher* watcher) { is_registered_ = true; const int id = watcher->Register(this); for (const IntegerVariable& var : vars_) { watcher->WatchLowerBound(var, id); } for (const Literal literal : enforcement_literals_) { // We only watch the true direction. // // TODO(user): if there is more than one, maybe we should watch more to // propagate a "conflict" as soon as only one is unassigned? watcher->WatchLiteral(Literal(literal), id); } watcher->RegisterReversibleInt(id, &rev_num_fixed_vars_); } MinPropagator::MinPropagator(const std::vector& vars, IntegerVariable min_var, IntegerTrail* integer_trail) : vars_(vars), min_var_(min_var), integer_trail_(integer_trail) {} bool MinPropagator::Propagate() { if (vars_.empty()) return true; // Count the number of interval that are possible candidate for the min. // Only the intervals for which lb > current_min_ub cannot. const IntegerLiteral min_ub_literal = integer_trail_->UpperBoundAsLiteral(min_var_); const IntegerValue current_min_ub = integer_trail_->UpperBound(min_var_); int num_intervals_that_can_be_min = 0; int last_possible_min_interval = 0; IntegerValue min = kMaxIntegerValue; for (int i = 0; i < vars_.size(); ++i) { const IntegerValue lb = integer_trail_->LowerBound(vars_[i]); min = std::min(min, lb); if (lb <= current_min_ub) { ++num_intervals_that_can_be_min; last_possible_min_interval = i; } } // Propagation a) if (min > integer_trail_->LowerBound(min_var_)) { integer_reason_.clear(); for (const IntegerVariable var : vars_) { integer_reason_.push_back(IntegerLiteral::GreaterOrEqual(var, min)); } if (!integer_trail_->Enqueue(IntegerLiteral::GreaterOrEqual(min_var_, min), {}, integer_reason_)) { return false; } } // Propagation b) if (num_intervals_that_can_be_min == 1) { const IntegerValue ub_of_only_candidate = integer_trail_->UpperBound(vars_[last_possible_min_interval]); if (current_min_ub < ub_of_only_candidate) { integer_reason_.clear(); // The reason is that all the other interval start after current_min_ub. // And that min_ub has its current value. integer_reason_.push_back(min_ub_literal); for (const IntegerVariable var : vars_) { if (var == vars_[last_possible_min_interval]) continue; integer_reason_.push_back( IntegerLiteral::GreaterOrEqual(var, current_min_ub + 1)); } if (!integer_trail_->Enqueue( IntegerLiteral::LowerOrEqual(vars_[last_possible_min_interval], current_min_ub), {}, integer_reason_)) { return false; } } } // Conflict. // // TODO(user): Not sure this code is useful since this will be detected // by the fact that the [lb, ub] of the min is empty. It depends on the // propagation order though, but probably the precedences propagator would // propagate before this one. So change this to a CHECK? if (num_intervals_that_can_be_min == 0) { integer_reason_.clear(); // Almost the same as propagation b). integer_reason_.push_back(min_ub_literal); for (const IntegerVariable var : vars_) { integer_reason_.push_back( IntegerLiteral::GreaterOrEqual(var, current_min_ub + 1)); } return integer_trail_->ReportConflict(integer_reason_); } return true; } void MinPropagator::RegisterWith(GenericLiteralWatcher* watcher) { const int id = watcher->Register(this); for (const IntegerVariable& var : vars_) { watcher->WatchLowerBound(var, id); } watcher->WatchUpperBound(min_var_, id); } PositiveProductPropagator::PositiveProductPropagator( IntegerVariable a, IntegerVariable b, IntegerVariable p, IntegerTrail* integer_trail) : a_(a), b_(b), p_(p), integer_trail_(integer_trail) {} namespace { // The maximum value of x such that x * b <= p with b > 0 and p >= 0; IntegerValue MaxValue(IntegerValue b, IntegerValue p) { CHECK_GT(b, 0); CHECK_GE(p, 0); return p / b; } // The minimum value of x such that x * b >= p with b > 0 and p >= 0; IntegerValue MinValue(IntegerValue b, IntegerValue p) { CHECK_GT(b, 0); CHECK_GE(p, 0); return (p + b - 1) / b; } } // namespace bool PositiveProductPropagator::Propagate() { // Copy because we will swap them. IntegerVariable a = a_; IntegerVariable b = b_; IntegerValue min_a = integer_trail_->LowerBound(a); IntegerValue max_a = integer_trail_->UpperBound(a); IntegerValue min_b = integer_trail_->LowerBound(b); IntegerValue max_b = integer_trail_->UpperBound(b); IntegerValue min_p = integer_trail_->LowerBound(p_); IntegerValue max_p = integer_trail_->UpperBound(p_); // TODO(user): support these cases. CHECK_GE(min_a, 0); CHECK_GE(min_b, 0); const IntegerValue zero(0); // For convenience. bool may_propagate = true; while (may_propagate) { may_propagate = false; if (max_a * max_b < max_p) { may_propagate = true; max_p = max_a * max_b; if (!integer_trail_->Enqueue(IntegerLiteral::LowerOrEqual(p_, max_p), {}, {integer_trail_->UpperBoundAsLiteral(a), integer_trail_->UpperBoundAsLiteral(b), IntegerLiteral::GreaterOrEqual(a, zero), IntegerLiteral::GreaterOrEqual(b, zero)})) { return false; } } if (min_a * min_b > min_p) { may_propagate = true; min_p = min_a * min_b; if (!integer_trail_->Enqueue(IntegerLiteral::GreaterOrEqual(p_, min_p), {}, {integer_trail_->LowerBoundAsLiteral(a), integer_trail_->LowerBoundAsLiteral(b)})) { return false; } } // This helps to check the validity of the test below. CHECK_GE(min_p, 0); CHECK_GE(max_p, min_p); for (int i = 0; i < 2; ++i) { if (max_a * min_b > max_p) { may_propagate = true; max_a = MaxValue(min_b, max_p); if (!integer_trail_->Enqueue( IntegerLiteral::LowerOrEqual(a, max_a), {}, {integer_trail_->LowerBoundAsLiteral(b), integer_trail_->UpperBoundAsLiteral(p_)})) { return false; } } else if (max_a * min_b < min_p) { may_propagate = true; min_b = MinValue(max_a, min_p); if (!integer_trail_->Enqueue( IntegerLiteral::GreaterOrEqual(b, min_b), {}, {integer_trail_->UpperBoundAsLiteral(a), IntegerLiteral::GreaterOrEqual(b, zero), integer_trail_->LowerBoundAsLiteral(p_)})) { return false; } } // Same thing with a and b swapped. std::swap(a, b); std::swap(min_a, min_b); std::swap(max_a, max_b); } } return true; } void PositiveProductPropagator::RegisterWith(GenericLiteralWatcher* watcher) { const int id = watcher->Register(this); watcher->WatchIntegerVariable(a_, id); watcher->WatchIntegerVariable(b_, id); watcher->WatchIntegerVariable(p_, id); } SquarePropagator::SquarePropagator(IntegerVariable x, IntegerVariable s, IntegerTrail* integer_trail) : x_(x), s_(s), integer_trail_(integer_trail) {} bool SquarePropagator::Propagate() { bool may_propagate = true; while (may_propagate) { may_propagate = false; IntegerValue min_x = integer_trail_->LowerBound(x_); IntegerValue max_x = integer_trail_->UpperBound(x_); IntegerValue min_s = integer_trail_->LowerBound(s_); IntegerValue max_s = integer_trail_->UpperBound(s_); // TODO(user): support this case. CHECK_GE(min_x, 0); // Propagation from x to s: s in [min_x*min_x, max_x*max_x]. if (min_x * min_x > min_s) { may_propagate = true; min_s = min_x * min_x; if (!integer_trail_->Enqueue( IntegerLiteral::GreaterOrEqual(s_, min_s), {}, {IntegerLiteral::GreaterOrEqual(x_, min_x)})) { return false; } } if (max_x * max_x < max_s) { may_propagate = true; max_s = max_x * max_x; if (!integer_trail_->Enqueue(IntegerLiteral::LowerOrEqual(s_, max_s), {}, {IntegerLiteral::LowerOrEqual(x_, max_x)})) { return false; } } // Propagation from s to x: x in [ceil(sqrt(min_s)), floor(sqrt(max_s))]. if (max_x * max_x > max_s) { may_propagate = true; // TODO(user): O(log(max_x)) version or someone will be unhappy. while (max_x * max_x > max_s) max_x--; if (!integer_trail_->Enqueue(IntegerLiteral::LowerOrEqual(x_, max_x), {}, {IntegerLiteral::LowerOrEqual( s_, (max_x + 1) * (max_x + 1) - 1)})) { return false; } } if (min_x * min_x < min_s) { may_propagate = true; // TODO(user): O(log(min_x)) version or someone will be unhappy. while (min_x * min_x < min_s) min_x++; if (!integer_trail_->Enqueue(IntegerLiteral::GreaterOrEqual(x_, min_x), {}, {IntegerLiteral::GreaterOrEqual( s_, (min_x - 1) * (min_x - 1) + 1)})) { return false; } } } return true; } void SquarePropagator::RegisterWith(GenericLiteralWatcher* watcher) { const int id = watcher->Register(this); watcher->WatchIntegerVariable(x_, id); watcher->WatchIntegerVariable(s_, id); } DivisionPropagator::DivisionPropagator(IntegerVariable a, IntegerVariable b, IntegerVariable c, IntegerTrail* integer_trail) : a_(a), b_(b), c_(c), integer_trail_(integer_trail) {} bool DivisionPropagator::Propagate() { const IntegerValue min_a = integer_trail_->LowerBound(a_); const IntegerValue max_a = integer_trail_->UpperBound(a_); const IntegerValue min_b = integer_trail_->LowerBound(b_); const IntegerValue max_b = integer_trail_->UpperBound(b_); IntegerValue min_c = integer_trail_->LowerBound(c_); IntegerValue max_c = integer_trail_->UpperBound(c_); // TODO(user): support these cases. CHECK_GE(min_a, 0); CHECK_GT(min_b, 0); // b can never be zero. bool may_propagate = true; while (may_propagate) { may_propagate = false; if (max_a / min_b < max_c) { may_propagate = true; max_c = max_a / min_b; if (!integer_trail_->Enqueue(IntegerLiteral::LowerOrEqual(c_, max_c), {}, {integer_trail_->UpperBoundAsLiteral(a_), integer_trail_->LowerBoundAsLiteral(b_)})) { return false; } } if (min_a / max_b > min_c) { may_propagate = true; min_c = min_a / max_b; if (!integer_trail_->Enqueue(IntegerLiteral::GreaterOrEqual(c_, min_c), {}, {integer_trail_->LowerBoundAsLiteral(a_), integer_trail_->UpperBoundAsLiteral(b_)})) { return false; } } // TODO(user): propagate the bounds on a and b from the ones of c. // Note however that what we did is enough to enforce the constraint when // all the values are fixed. } return true; } void DivisionPropagator::RegisterWith(GenericLiteralWatcher* watcher) { const int id = watcher->Register(this); watcher->WatchIntegerVariable(a_, id); watcher->WatchIntegerVariable(b_, id); watcher->WatchIntegerVariable(c_, id); } std::function IsOneOf(IntegerVariable var, const std::vector& selectors, const std::vector& values) { return [=](Model* model) { IntegerTrail* integer_trail = model->GetOrCreate(); IntegerEncoder* encoder = model->GetOrCreate(); CHECK(!values.empty()); CHECK_EQ(values.size(), selectors.size()); std::vector unique_values; absl::flat_hash_map> value_to_selector; for (int i = 0; i < values.size(); ++i) { unique_values.push_back(values[i].value()); value_to_selector[values[i].value()].push_back(selectors[i]); } gtl::STLSortAndRemoveDuplicates(&unique_values); integer_trail->UpdateInitialDomain(var, Domain::FromValues(unique_values)); if (unique_values.size() == 1) { model->Add(ClauseConstraint(selectors)); return; } // Note that it is more efficient to call AssociateToIntegerEqualValue() // with the values ordered, like we do here. for (const int64 v : unique_values) { const std::vector& selectors = value_to_selector[v]; if (selectors.size() == 1) { encoder->AssociateToIntegerEqualValue(selectors[0], var, IntegerValue(v)); } else { const Literal l(model->Add(NewBooleanVariable()), true); model->Add(ReifiedBoolOr(selectors, l)); encoder->AssociateToIntegerEqualValue(l, var, IntegerValue(v)); } } }; } } // namespace sat } // namespace operations_research