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ortools-clone/ortools/sat/circuit.cc

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// Copyright 2010-2025 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/circuit.h"
#include <functional>
#include <utility>
#include <vector>
#include "absl/container/flat_hash_map.h"
#include "absl/container/flat_hash_set.h"
#include "absl/log/check.h"
#include "absl/meta/type_traits.h"
#include "absl/types/span.h"
#include "ortools/base/logging.h"
#include "ortools/graph/strongly_connected_components.h"
#include "ortools/sat/all_different.h"
#include "ortools/sat/clause.h"
#include "ortools/sat/integer.h"
#include "ortools/sat/model.h"
#include "ortools/sat/sat_base.h"
#include "ortools/sat/sat_solver.h"
#include "ortools/util/strong_integers.h"
namespace operations_research {
namespace sat {
CircuitPropagator::CircuitPropagator(const int num_nodes,
absl::Span<const int> tails,
absl::Span<const int> heads,
absl::Span<const Literal> literals,
Options options, Model* model)
: num_nodes_(num_nodes),
options_(options),
trail_(model->GetOrCreate<Trail>()),
assignment_(trail_->Assignment()) {
CHECK(!tails.empty()) << "Empty constraint, shouldn't be constructed!";
next_.resize(num_nodes_, -1);
prev_.resize(num_nodes_, -1);
next_literal_.resize(num_nodes_);
must_be_in_cycle_.resize(num_nodes_);
absl::flat_hash_map<LiteralIndex, int> literal_to_watch_index;
// Temporary data to fill watch_index_to_arcs_.
const int num_arcs = tails.size();
std::vector<int> keys;
std::vector<Arc> values;
keys.reserve(num_arcs);
values.reserve(num_arcs);
graph_.reserve(num_arcs);
self_arcs_.resize(num_nodes_, kFalseLiteralIndex);
for (int arc = 0; arc < num_arcs; ++arc) {
const int head = heads[arc];
const int tail = tails[arc];
const Literal literal = literals[arc];
if (assignment_.LiteralIsFalse(literal)) continue;
if (tail == head) {
self_arcs_[tail] = literal.Index();
} else {
graph_[{tail, head}] = literal;
}
if (assignment_.LiteralIsTrue(literal)) {
if (next_[tail] != -1 || prev_[head] != -1) {
VLOG(1) << "Trivially UNSAT or duplicate arcs while adding " << tail
<< " -> " << head;
model->GetOrCreate<SatSolver>()->NotifyThatModelIsUnsat();
return;
}
AddArc(tail, head, kNoLiteralIndex);
continue;
}
// Tricky: For self-arc, we watch instead when the arc become false.
const Literal watched_literal = tail == head ? literal.Negated() : literal;
const auto& it = literal_to_watch_index.find(watched_literal.Index());
int watch_index = it != literal_to_watch_index.end() ? it->second : -1;
if (watch_index == -1) {
watch_index = watch_index_to_literal_.size();
literal_to_watch_index[watched_literal.Index()] = watch_index;
watch_index_to_literal_.push_back(watched_literal);
}
keys.push_back(watch_index);
values.push_back({tail, head});
}
watch_index_to_arcs_.ResetFromFlatMapping(keys, values);
for (int node = 0; node < num_nodes_; ++node) {
if (self_arcs_[node] == kFalseLiteralIndex ||
assignment_.LiteralIsFalse(Literal(self_arcs_[node]))) {
// For the multiple_subcircuit_through_zero case, must_be_in_cycle_ will
// be const and only contains zero.
if (node == 0 || !options_.multiple_subcircuit_through_zero) {
must_be_in_cycle_[rev_must_be_in_cycle_size_++] = node;
}
}
}
}
void CircuitPropagator::RegisterWith(GenericLiteralWatcher* watcher) {
const int id = watcher->Register(this);
for (int w = 0; w < watch_index_to_literal_.size(); ++w) {
watcher->WatchLiteral(watch_index_to_literal_[w], id, w);
}
watcher->RegisterReversibleClass(id, this);
watcher->RegisterReversibleInt(id, &rev_must_be_in_cycle_size_);
// This is needed in case a Literal is used for more than one arc, we may
// propagate it to false/true here, and it might trigger more propagation.
//
// TODO(user): come up with a test that fail when this is not here.
watcher->NotifyThatPropagatorMayNotReachFixedPointInOnePass(id);
}
void CircuitPropagator::SetLevel(int level) {
if (level == level_ends_.size()) return;
if (level > level_ends_.size()) {
while (level > level_ends_.size()) {
level_ends_.push_back(added_arcs_.size());
}
return;
}
// Backtrack.
for (int i = level_ends_[level]; i < added_arcs_.size(); ++i) {
const Arc arc = added_arcs_[i];
next_[arc.tail] = -1;
prev_[arc.head] = -1;
}
added_arcs_.resize(level_ends_[level]);
level_ends_.resize(level);
}
void CircuitPropagator::FillReasonForPath(int start_node,
std::vector<Literal>* reason) const {
CHECK_NE(start_node, -1);
reason->clear();
int node = start_node;
while (next_[node] != -1) {
if (next_literal_[node] != kNoLiteralIndex) {
reason->push_back(Literal(next_literal_[node]).Negated());
}
node = next_[node];
if (node == start_node) break;
}
}
// If multiple_subcircuit_through_zero is true, we never fill next_[0] and
// prev_[0].
void CircuitPropagator::AddArc(int tail, int head, LiteralIndex literal_index) {
if (tail != 0 || !options_.multiple_subcircuit_through_zero) {
next_[tail] = head;
next_literal_[tail] = literal_index;
}
if (head != 0 || !options_.multiple_subcircuit_through_zero) {
prev_[head] = tail;
}
}
bool CircuitPropagator::IncrementalPropagate(
const std::vector<int>& watch_indices) {
for (const int w : watch_indices) {
const Literal literal = watch_index_to_literal_[w];
for (const Arc arc : watch_index_to_arcs_[w]) {
// Special case for self-arc.
if (arc.tail == arc.head) {
must_be_in_cycle_[rev_must_be_in_cycle_size_++] = arc.tail;
continue;
}
// Get rid of the trivial conflicts: At most one incoming and one outgoing
// arc for each nodes.
if (next_[arc.tail] != -1) {
std::vector<Literal>* conflict = trail_->MutableConflict();
if (next_literal_[arc.tail] != kNoLiteralIndex) {
*conflict = {Literal(next_literal_[arc.tail]).Negated(),
literal.Negated()};
} else {
*conflict = {literal.Negated()};
}
return false;
}
if (prev_[arc.head] != -1) {
std::vector<Literal>* conflict = trail_->MutableConflict();
if (next_literal_[prev_[arc.head]] != kNoLiteralIndex) {
*conflict = {Literal(next_literal_[prev_[arc.head]]).Negated(),
literal.Negated()};
} else {
*conflict = {literal.Negated()};
}
return false;
}
// Add the arc.
AddArc(arc.tail, arc.head, literal.Index());
added_arcs_.push_back(arc);
}
}
return Propagate();
}
// This function assumes that next_, prev_, next_literal_ and must_be_in_cycle_
// are all up to date.
bool CircuitPropagator::Propagate() {
processed_.assign(num_nodes_, false);
for (int n = 0; n < num_nodes_; ++n) {
if (processed_[n]) continue;
if (next_[n] == n) continue;
if (next_[n] == -1 && prev_[n] == -1) continue;
// TODO(user): both this and the loop on must_be_in_cycle_ might take some
// time on large graph. Optimize if this become an issue.
in_current_path_.assign(num_nodes_, false);
// Find the start and end of the path containing node n. If this is a
// circuit, we will have start_node == end_node.
int start_node = n;
int end_node = n;
in_current_path_[n] = true;
processed_[n] = true;
while (next_[end_node] != -1) {
end_node = next_[end_node];
in_current_path_[end_node] = true;
processed_[end_node] = true;
if (end_node == n) break;
}
while (prev_[start_node] != -1) {
start_node = prev_[start_node];
in_current_path_[start_node] = true;
processed_[start_node] = true;
if (start_node == n) break;
}
// TODO(user): we can fail early in more case, like no more possible path
// to any of the mandatory node.
if (options_.multiple_subcircuit_through_zero) {
// Any cycle must contain zero.
if (start_node == end_node && !in_current_path_[0]) {
FillReasonForPath(start_node, trail_->MutableConflict());
return false;
}
// An incomplete path cannot be closed except if one of the end-points
// is zero.
if (start_node != end_node && start_node != 0 && end_node != 0) {
const auto it = graph_.find({end_node, start_node});
if (it == graph_.end()) continue;
const Literal literal = it->second;
if (assignment_.LiteralIsFalse(literal)) continue;
std::vector<Literal>* reason = trail_->GetEmptyVectorToStoreReason();
FillReasonForPath(start_node, reason);
if (!trail_->EnqueueWithStoredReason(literal.Negated())) {
return false;
}
}
// None of the other propagation below are valid in case of multiple
// circuits.
continue;
}
// Check if we miss any node that must be in the circuit. Note that the ones
// for which self_arcs_[i] is kFalseLiteralIndex are first. This is good as
// it will produce shorter reason. Otherwise we prefer the first that was
// assigned in the trail.
bool miss_some_nodes = false;
LiteralIndex extra_reason = kFalseLiteralIndex;
for (int i = 0; i < rev_must_be_in_cycle_size_; ++i) {
const int node = must_be_in_cycle_[i];
if (!in_current_path_[node]) {
miss_some_nodes = true;
extra_reason = self_arcs_[node];
break;
}
}
if (miss_some_nodes) {
// A circuit that miss a mandatory node is a conflict.
if (start_node == end_node) {
FillReasonForPath(start_node, trail_->MutableConflict());
if (extra_reason != kFalseLiteralIndex) {
trail_->MutableConflict()->push_back(Literal(extra_reason));
}
return false;
}
// We have an unclosed path. Propagate the fact that it cannot
// be closed into a cycle, i.e. not(end_node -> start_node).
if (start_node != end_node) {
const auto it = graph_.find({end_node, start_node});
if (it == graph_.end()) continue;
const Literal literal = it->second;
if (assignment_.LiteralIsFalse(literal)) continue;
std::vector<Literal>* reason = trail_->GetEmptyVectorToStoreReason();
FillReasonForPath(start_node, reason);
if (extra_reason != kFalseLiteralIndex) {
reason->push_back(Literal(extra_reason));
}
const bool ok = trail_->EnqueueWithStoredReason(literal.Negated());
if (!ok) return false;
continue;
}
}
// If we have a cycle, we can propagate all the other nodes to point to
// themselves. Otherwise there is nothing else to do.
if (start_node != end_node) continue;
BooleanVariable variable_with_same_reason = kNoBooleanVariable;
for (int node = 0; node < num_nodes_; ++node) {
if (in_current_path_[node]) continue;
if (self_arcs_[node] >= 0 &&
assignment_.LiteralIsTrue(Literal(self_arcs_[node]))) {
continue;
}
// This shouldn't happen because ExactlyOnePerRowAndPerColumn() should
// have executed first and propagated self_arcs_[node] to false.
CHECK_EQ(next_[node], -1);
// We should have detected that above (miss_some_nodes == true). But we
// still need this for corner cases where the same literal is used for
// many arcs, and we just propagated it here.
if (self_arcs_[node] == kFalseLiteralIndex ||
assignment_.LiteralIsFalse(Literal(self_arcs_[node]))) {
FillReasonForPath(start_node, trail_->MutableConflict());
if (self_arcs_[node] != kFalseLiteralIndex) {
trail_->MutableConflict()->push_back(Literal(self_arcs_[node]));
}
return false;
}
// Propagate.
const Literal literal(self_arcs_[node]);
if (variable_with_same_reason == kNoBooleanVariable) {
variable_with_same_reason = literal.Variable();
FillReasonForPath(start_node, trail_->GetEmptyVectorToStoreReason());
const bool ok = trail_->EnqueueWithStoredReason(literal);
if (!ok) return false;
} else {
trail_->EnqueueWithSameReasonAs(literal, variable_with_same_reason);
}
}
}
return true;
}
NoCyclePropagator::NoCyclePropagator(int num_nodes, absl::Span<const int> tails,
absl::Span<const int> heads,
absl::Span<const Literal> literals,
Model* model)
: num_nodes_(num_nodes),
trail_(model->GetOrCreate<Trail>()),
assignment_(trail_->Assignment()) {
CHECK(!tails.empty()) << "Empty constraint, shouldn't be constructed!";
graph_.resize(num_nodes);
graph_literals_.resize(num_nodes);
const int num_arcs = tails.size();
absl::flat_hash_map<LiteralIndex, int> literal_to_watch_index;
for (int arc = 0; arc < num_arcs; ++arc) {
const int head = heads[arc];
const int tail = tails[arc];
const Literal literal = literals[arc];
if (assignment_.LiteralIsFalse(literal)) continue;
if (assignment_.LiteralIsTrue(literal)) {
// Fixed arc. It will never be removed.
graph_[tail].push_back(head);
graph_literals_[tail].push_back(literal);
continue;
}
// We have to deal with the same literal controlling more than one arc.
const auto [it, inserted] = literal_to_watch_index.insert(
{literal.Index(), watch_index_to_literal_.size()});
if (inserted) {
watch_index_to_literal_.push_back(literal);
watch_index_to_arcs_.push_back({});
}
watch_index_to_arcs_[it->second].push_back({tail, head});
}
// We register at construction.
//
// TODO(user): Uniformize this across propagator. Sometimes it is nice not
// to register them, but most of them can be registered right away.
RegisterWith(model->GetOrCreate<GenericLiteralWatcher>());
}
void NoCyclePropagator::RegisterWith(GenericLiteralWatcher* watcher) {
const int id = watcher->Register(this);
for (int w = 0; w < watch_index_to_literal_.size(); ++w) {
watcher->WatchLiteral(watch_index_to_literal_[w], id, w);
}
watcher->RegisterReversibleClass(id, this);
// This class currently only test for conflict, so no need to call it twice.
// watcher->NotifyThatPropagatorMayNotReachFixedPointInOnePass(id);
}
void NoCyclePropagator::SetLevel(int level) {
if (level == level_ends_.size()) return;
if (level > level_ends_.size()) {
while (level > level_ends_.size()) {
level_ends_.push_back(touched_nodes_.size());
}
return;
}
// Backtrack.
for (int i = level_ends_[level]; i < touched_nodes_.size(); ++i) {
graph_literals_[touched_nodes_[i]].pop_back();
graph_[touched_nodes_[i]].pop_back();
}
touched_nodes_.resize(level_ends_[level]);
level_ends_.resize(level);
}
bool NoCyclePropagator::IncrementalPropagate(
const std::vector<int>& watch_indices) {
for (const int w : watch_indices) {
const Literal literal = watch_index_to_literal_[w];
for (const auto& [tail, head] : watch_index_to_arcs_[w]) {
graph_[tail].push_back(head);
graph_literals_[tail].push_back(literal);
touched_nodes_.push_back(tail);
}
}
return Propagate();
}
// TODO(user): only explore node with newly added arcs.
//
// TODO(user): We could easily re-index the graph so that only nodes with arcs
// are used. Because right now we are in O(num_nodes) even if the graph is
// empty.
bool NoCyclePropagator::Propagate() {
// The graph should be up to date when this is called thanks to
// IncrementalPropagate(). We just do a SCC on the graph.
components_.clear();
FindStronglyConnectedComponents(num_nodes_, graph_, &components_);
for (const std::vector<int>& compo : components_) {
if (compo.size() <= 1) continue;
// We collect all arc from this compo.
//
// TODO(user): We could be more efficient here, but this is only executed on
// conflicts. We should at least make sure we return a single cycle even
// though if this is called often enough, we shouldn't have a lot more than
// this.
absl::flat_hash_set<int> nodes(compo.begin(), compo.end());
std::vector<Literal>* conflict = trail_->MutableConflict();
conflict->clear();
for (const int tail : compo) {
const int degree = graph_[tail].size();
CHECK_EQ(degree, graph_literals_[tail].size());
for (int i = 0; i < degree; ++i) {
if (nodes.contains(graph_[tail][i])) {
conflict->push_back(graph_literals_[tail][i].Negated());
}
}
}
return false;
}
return true;
}
CircuitCoveringPropagator::CircuitCoveringPropagator(
std::vector<std::vector<Literal>> graph,
absl::Span<const int> distinguished_nodes, Model* model)
: graph_(std::move(graph)),
num_nodes_(graph_.size()),
trail_(model->GetOrCreate<Trail>()) {
node_is_distinguished_.resize(num_nodes_, false);
for (const int node : distinguished_nodes) {
node_is_distinguished_[node] = true;
}
}
void CircuitCoveringPropagator::RegisterWith(GenericLiteralWatcher* watcher) {
const int watcher_id = watcher->Register(this);
// Fill fixed_arcs_ with arcs that are initially fixed to true,
// assign arcs to watch indices.
for (int node1 = 0; node1 < num_nodes_; node1++) {
for (int node2 = 0; node2 < num_nodes_; node2++) {
const Literal l = graph_[node1][node2];
if (trail_->Assignment().LiteralIsFalse(l)) continue;
if (trail_->Assignment().LiteralIsTrue(l)) {
fixed_arcs_.emplace_back(node1, node2);
} else {
watcher->WatchLiteral(l, watcher_id, watch_index_to_arc_.size());
watch_index_to_arc_.emplace_back(node1, node2);
}
}
}
watcher->RegisterReversibleClass(watcher_id, this);
}
void CircuitCoveringPropagator::SetLevel(int level) {
if (level == level_ends_.size()) return;
if (level > level_ends_.size()) {
while (level > level_ends_.size()) {
level_ends_.push_back(fixed_arcs_.size());
}
} else {
// Backtrack.
fixed_arcs_.resize(level_ends_[level]);
level_ends_.resize(level);
}
}
bool CircuitCoveringPropagator::IncrementalPropagate(
const std::vector<int>& watch_indices) {
for (const int w : watch_indices) {
const auto& arc = watch_index_to_arc_[w];
fixed_arcs_.push_back(arc);
}
return Propagate();
}
void CircuitCoveringPropagator::FillFixedPathInReason(
int start, int end, std::vector<Literal>* reason) {
reason->clear();
int current = start;
do {
DCHECK_NE(next_[current], -1);
DCHECK(trail_->Assignment().LiteralIsTrue(graph_[current][next_[current]]));
reason->push_back(graph_[current][next_[current]].Negated());
current = next_[current];
} while (current != end);
}
bool CircuitCoveringPropagator::Propagate() {
// Gather next_ and prev_ from fixed arcs.
next_.assign(num_nodes_, -1);
prev_.assign(num_nodes_, -1);
for (const auto& arc : fixed_arcs_) {
// Two arcs go out of arc.first, forbidden.
if (next_[arc.first] != -1) {
*trail_->MutableConflict() = {
graph_[arc.first][next_[arc.first]].Negated(),
graph_[arc.first][arc.second].Negated()};
return false;
}
next_[arc.first] = arc.second;
// Two arcs come into arc.second, forbidden.
if (prev_[arc.second] != -1) {
*trail_->MutableConflict() = {
graph_[prev_[arc.second]][arc.second].Negated(),
graph_[arc.first][arc.second].Negated()};
return false;
}
prev_[arc.second] = arc.first;
}
// For every node, find partial path/circuit in which the node is.
// Use visited_ to visit each path/circuit only once.
visited_.assign(num_nodes_, false);
for (int node = 0; node < num_nodes_; node++) {
// Skip if already visited, isolated or loop.
if (visited_[node]) continue;
if (prev_[node] == -1 && next_[node] == -1) continue;
if (prev_[node] == node) continue;
// Find start of path/circuit.
int start = node;
for (int current = prev_[node]; current != -1 && current != node;
current = prev_[current]) {
start = current;
}
// Find distinguished node of path. Fail if there are several,
// fail if this is a non loop circuit and there are none.
int distinguished = node_is_distinguished_[start] ? start : -1;
int current = next_[start];
int end = start;
visited_[start] = true;
while (current != -1 && current != start) {
if (node_is_distinguished_[current]) {
if (distinguished != -1) {
FillFixedPathInReason(distinguished, current,
trail_->MutableConflict());
return false;
}
distinguished = current;
}
visited_[current] = true;
end = current;
current = next_[current];
}
// Circuit with no distinguished nodes, forbidden.
if (start == current && distinguished == -1) {
FillFixedPathInReason(start, start, trail_->MutableConflict());
return false;
}
// Path with no distinguished node: forbid to close it.
if (current == -1 && distinguished == -1 &&
!trail_->Assignment().LiteralIsFalse(graph_[end][start])) {
auto* reason = trail_->GetEmptyVectorToStoreReason();
FillFixedPathInReason(start, end, reason);
const bool ok =
trail_->EnqueueWithStoredReason(graph_[end][start].Negated());
if (!ok) return false;
}
}
return true;
}
std::function<void(Model*)> ExactlyOnePerRowAndPerColumn(
absl::Span<const std::vector<Literal>> graph) {
return [=, graph = std::vector<std::vector<Literal>>(
graph.begin(), graph.end())](Model* model) {
const int n = graph.size();
std::vector<Literal> exactly_one_constraint;
exactly_one_constraint.reserve(n);
for (const bool transpose : {false, true}) {
for (int i = 0; i < n; ++i) {
exactly_one_constraint.clear();
for (int j = 0; j < n; ++j) {
exactly_one_constraint.push_back(transpose ? graph[j][i]
: graph[i][j]);
}
model->Add(ExactlyOneConstraint(exactly_one_constraint));
}
}
};
}
void LoadSubcircuitConstraint(int num_nodes, absl::Span<const int> tails,
absl::Span<const int> heads,
absl::Span<const Literal> literals, Model* model,
bool multiple_subcircuit_through_zero) {
const int num_arcs = tails.size();
CHECK_GT(num_arcs, 0);
CHECK_EQ(heads.size(), num_arcs);
CHECK_EQ(literals.size(), num_arcs);
// If a node has no outgoing or no incoming arc, the model will be unsat
// as soon as we add the corresponding ExactlyOneConstraint().
auto sat_solver = model->GetOrCreate<SatSolver>();
auto implications = model->GetOrCreate<BinaryImplicationGraph>();
std::vector<std::vector<Literal>> exactly_one_incoming(num_nodes);
std::vector<std::vector<Literal>> exactly_one_outgoing(num_nodes);
for (int arc = 0; arc < num_arcs; arc++) {
const int tail = tails[arc];
const int head = heads[arc];
exactly_one_outgoing[tail].push_back(literals[arc]);
exactly_one_incoming[head].push_back(literals[arc]);
}
for (int i = 0; i < exactly_one_incoming.size(); ++i) {
if (i == 0 && multiple_subcircuit_through_zero) continue;
if (!implications->AddAtMostOne(exactly_one_incoming[i])) {
sat_solver->NotifyThatModelIsUnsat();
return;
}
sat_solver->AddProblemClause(exactly_one_incoming[i]);
if (sat_solver->ModelIsUnsat()) return;
}
for (int i = 0; i < exactly_one_outgoing.size(); ++i) {
if (i == 0 && multiple_subcircuit_through_zero) continue;
if (!implications->AddAtMostOne(exactly_one_outgoing[i])) {
sat_solver->NotifyThatModelIsUnsat();
return;
}
sat_solver->AddProblemClause(exactly_one_outgoing[i]);
if (sat_solver->ModelIsUnsat()) return;
}
CircuitPropagator::Options options;
options.multiple_subcircuit_through_zero = multiple_subcircuit_through_zero;
CircuitPropagator* constraint =
new CircuitPropagator(num_nodes, tails, heads, literals, options, model);
constraint->RegisterWith(model->GetOrCreate<GenericLiteralWatcher>());
model->TakeOwnership(constraint);
// TODO(user): Just ignore node zero if multiple_subcircuit_through_zero is
// true.
if (model->GetOrCreate<SatParameters>()->use_all_different_for_circuit() &&
!multiple_subcircuit_through_zero) {
AllDifferentConstraint* constraint =
new AllDifferentConstraint(num_nodes, tails, heads, literals, model);
constraint->RegisterWith(model->GetOrCreate<GenericLiteralWatcher>());
model->TakeOwnership(constraint);
}
}
std::function<void(Model*)> CircuitCovering(
absl::Span<const std::vector<Literal>> graph,
absl::Span<const int> distinguished_nodes) {
return [=,
distinguished_nodes = std::vector<int>(distinguished_nodes.begin(),
distinguished_nodes.end()),
graph = std::vector<std::vector<Literal>>(
graph.begin(), graph.end())](Model* model) {
CircuitCoveringPropagator* constraint =
new CircuitCoveringPropagator(graph, distinguished_nodes, model);
constraint->RegisterWith(model->GetOrCreate<GenericLiteralWatcher>());
model->TakeOwnership(constraint);
};
}
} // namespace sat
} // namespace operations_research