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integer_expr.cc
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// 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 <algorithm>
#include <memory>
#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<Literal>& enforcement_literals,
const std::vector<IntegerVariable>& vars,
const std::vector<IntegerValue>& coeffs,
IntegerValue upper, Model* model)
: enforcement_literals_(enforcement_literals),
upper_bound_(upper),
trail_(model->GetOrCreate<Trail>()),
integer_trail_(model->GetOrCreate<IntegerTrail>()),
rev_integer_value_repository_(
model->GetOrCreate<RevIntegerValueRepository>()),
vars_(vars),
coeffs_(coeffs) {
// TODO(user): deal with this corner case.
CHECK(!vars_.empty());
max_variations_.resize(vars_.size());
// 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);
const IntegerValue ub = integer_trail_->UpperBound(var);
if (lb != ub) {
max_variations_[i] = (ub - lb) * coeff;
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_]);
std::swap(max_variations_[i], max_variations_[rev_num_fixed_vars_]);
rev_num_fixed_vars_++;
rev_lb_fixed_vars_ += lb * coeff;
}
}
// Conflict?
const IntegerValue slack =
upper_bound_ - (rev_lb_fixed_vars_ + lb_unfixed_vars);
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<Literal> 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) {
if (max_variations_[i] <= slack) continue;
const IntegerVariable var = vars_[i];
const IntegerValue coeff = coeffs_[i];
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>* literal_reason,
std::vector<int>* 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<IntegerVariable>& 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);
}
FixedDivisionPropagator::FixedDivisionPropagator(IntegerVariable a,
IntegerValue b,
IntegerVariable c,
IntegerTrail* integer_trail)
: a_(a), b_(b), c_(c), integer_trail_(integer_trail) {}
bool FixedDivisionPropagator::Propagate() {
const IntegerValue min_a = integer_trail_->LowerBound(a_);
const IntegerValue max_a = integer_trail_->UpperBound(a_);
IntegerValue min_c = integer_trail_->LowerBound(c_);
IntegerValue max_c = integer_trail_->UpperBound(c_);
CHECK_GT(b_, 0);
if (max_a / b_ < max_c) {
max_c = max_a / b_;
if (!integer_trail_->Enqueue(IntegerLiteral::LowerOrEqual(c_, max_c), {},
{integer_trail_->UpperBoundAsLiteral(a_)})) {
return false;
}
} else if (max_a / b_ > max_c) {
const IntegerValue new_max_a =
max_c >= 0 ? max_c * b_ + b_ - 1
: IntegerValue(CapProd(max_c.value(), b_.value()));
CHECK_LT(new_max_a, max_a);
if (!integer_trail_->Enqueue(IntegerLiteral::LowerOrEqual(a_, new_max_a),
{},
{integer_trail_->UpperBoundAsLiteral(c_)})) {
return false;
}
}
if (min_a / b_ > min_c) {
min_c = min_a / b_;
if (!integer_trail_->Enqueue(IntegerLiteral::GreaterOrEqual(c_, min_c), {},
{integer_trail_->LowerBoundAsLiteral(a_)})) {
return false;
}
} else if (min_a / b_ < min_c) {
const IntegerValue new_min_a =
min_c > 0 ? IntegerValue(CapProd(min_c.value(), b_.value()))
: min_c * b_ - b_ + 1;
CHECK_GT(new_min_a, min_a);
if (!integer_trail_->Enqueue(IntegerLiteral::GreaterOrEqual(a_, new_min_a),
{},
{integer_trail_->LowerBoundAsLiteral(c_)})) {
return false;
}
}
return true;
}
void FixedDivisionPropagator::RegisterWith(GenericLiteralWatcher* watcher) {
const int id = watcher->Register(this);
watcher->WatchIntegerVariable(a_, id);
watcher->WatchIntegerVariable(c_, id);
}
std::function<void(Model*)> IsOneOf(IntegerVariable var,
const std::vector<Literal>& selectors,
const std::vector<IntegerValue>& values) {
return [=](Model* model) {
IntegerTrail* integer_trail = model->GetOrCreate<IntegerTrail>();
IntegerEncoder* encoder = model->GetOrCreate<IntegerEncoder>();
CHECK(!values.empty());
CHECK_EQ(values.size(), selectors.size());
std::vector<int64> unique_values;
absl::flat_hash_map<int64, std::vector<Literal>> 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<Literal>& 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