22 #include "absl/status/status.h"
23 #include "absl/time/time.h"
27 #include "ortools/constraint_solver/routing_enums.pb.h"
29 #include "ortools/util/optional_boolean.pb.h"
35 "Routing: forbids use of Large Neighborhood Search.");
37 "Routing: forbids use of Full-path Large Neighborhood Search.");
39 "Routing: forbids use of Relocate neighborhood.");
40 ABSL_FLAG(
bool, routing_no_relocate_neighbors,
true,
41 "Routing: forbids use of RelocateNeighbors neighborhood.");
43 "Routing: forbids use of RelocateSubtrips neighborhood.");
45 "Routing: forbids use of Exchange neighborhood.");
47 "Routing: forbids use of ExchangeSubtrips neighborhood.");
49 "Routing: forbids use of Cross neighborhood.");
51 "Routing: forbids use of 2Opt neighborhood.");
53 "Routing: forbids use of OrOpt neighborhood.");
55 "Routing: forbids use of MakeActive/SwapActive/MakeInactive "
58 "Routing: forbids use of LKH neighborhood.");
59 ABSL_FLAG(
bool, routing_no_relocate_expensive_chain,
false,
60 "Routing: forbids use of RelocateExpensiveChain operator.");
62 "Routing: forbids use of TSPOpt neighborhood.");
64 "Routing: forbids use of TSPLNS neighborhood.");
65 ABSL_FLAG(
bool, routing_use_chain_make_inactive,
false,
66 "Routing: use chain version of MakeInactive neighborhood.");
67 ABSL_FLAG(
bool, routing_use_extended_swap_active,
false,
68 "Routing: use extended version of SwapActive neighborhood.");
71 ABSL_FLAG(
bool, routing_guided_local_search,
false,
"Routing: use GLS.");
72 ABSL_FLAG(
double, routing_guided_local_search_lambda_coefficient, 0.1,
73 "Lambda coefficient in GLS.");
75 "Routing: use simulated annealing.");
76 ABSL_FLAG(
bool, routing_tabu_search,
false,
"Routing: use tabu search.");
78 "Routing: use tabu search based on a list of values.");
82 "Routing: number of solutions limit.");
84 "Routing: time limit in ms.");
86 "Routing: time limit in ms for LNS sub-decisionbuilder.");
90 "Routing first solution heuristic. See SetupParametersFromFlags "
91 "in the code to get a full list.");
92 ABSL_FLAG(
bool, routing_use_filtered_first_solutions,
true,
93 "Use filtered version of first solution heuristics if available.");
95 "Ratio of neighbors to consider for each node when "
96 "constructing the savings.");
98 "Add savings related to reverse arcs when finding the nearest "
99 "neighbors of the nodes.");
101 "Coefficient of the cost of the arc for which the saving value "
102 "is being computed.");
103 ABSL_FLAG(
double, cheapest_insertion_farthest_seeds_ratio, 0,
104 "Ratio of available vehicles in the model on which farthest "
105 "nodes of the model are inserted as seeds.");
106 ABSL_FLAG(
double, cheapest_insertion_first_solution_neighbors_ratio, 1.0,
107 "Ratio of nodes considered as neighbors in the "
108 "GlobalCheapestInsertion first solution heuristic.");
110 "Routing: use a complete depth-first search.");
111 ABSL_FLAG(
double, routing_optimization_step, 0.0,
"Optimization step.");
112 ABSL_FLAG(
int, routing_number_of_solutions_to_collect, 1,
113 "Number of solutions to collect.");
114 ABSL_FLAG(
int, routing_relocate_expensive_chain_num_arcs_to_consider, 4,
115 "Number of arcs to consider in the RelocateExpensiveChain "
116 "neighborhood operator.");
120 "Use constraints with light propagation in routing model.");
123 ABSL_FLAG(
bool, routing_cache_callbacks,
false,
"Cache callback calls.");
125 "Maximum cache size when callback caching is on.");
128 ABSL_FLAG(
bool, routing_trace,
false,
"Routing: trace search.");
129 ABSL_FLAG(
bool, routing_profile,
false,
"Routing: profile search.");
133 "Routing: use homogeneous cost model when possible.");
135 "Use gzip to compress the trail, zippy otherwise.");
141 const std::map<std::string, FirstSolutionStrategy::Value>
142 first_solution_string_to_parameters = {
143 {
"PathCheapestArc", FirstSolutionStrategy::PATH_CHEAPEST_ARC},
144 {
"PathMostConstrainedArc",
145 FirstSolutionStrategy::PATH_MOST_CONSTRAINED_ARC},
146 {
"EvaluatorStrategy", FirstSolutionStrategy::EVALUATOR_STRATEGY},
147 {
"Savings", FirstSolutionStrategy::SAVINGS},
148 {
"Sweep", FirstSolutionStrategy::SWEEP},
149 {
"Christofides", FirstSolutionStrategy::CHRISTOFIDES},
150 {
"AllUnperformed", FirstSolutionStrategy::ALL_UNPERFORMED},
151 {
"BestInsertion", FirstSolutionStrategy::BEST_INSERTION},
152 {
"GlobalCheapestInsertion",
153 FirstSolutionStrategy::PARALLEL_CHEAPEST_INSERTION},
154 {
"SequentialGlobalCheapestInsertion",
155 FirstSolutionStrategy::SEQUENTIAL_CHEAPEST_INSERTION},
156 {
"LocalCheapestInsertion",
157 FirstSolutionStrategy::LOCAL_CHEAPEST_INSERTION},
158 {
"GlobalCheapestArc", FirstSolutionStrategy::GLOBAL_CHEAPEST_ARC},
159 {
"LocalCheapestArc", FirstSolutionStrategy::LOCAL_CHEAPEST_ARC},
160 {
"DefaultStrategy", FirstSolutionStrategy::FIRST_UNBOUND_MIN_VALUE},
161 {
"", FirstSolutionStrategy::FIRST_UNBOUND_MIN_VALUE}};
164 absl::GetFlag(FLAGS_routing_first_solution), &strategy)) {
165 parameters->set_first_solution_strategy(strategy);
167 parameters->set_use_unfiltered_first_solution_strategy(
168 !absl::GetFlag(FLAGS_routing_use_filtered_first_solutions));
170 absl::GetFlag(FLAGS_savings_neighbors_ratio));
171 parameters->set_savings_max_memory_usage_bytes(6e9);
173 absl::GetFlag(FLAGS_savings_add_reverse_arcs));
175 absl::GetFlag(FLAGS_savings_arc_coefficient));
176 parameters->set_cheapest_insertion_farthest_seeds_ratio(
177 absl::GetFlag(FLAGS_cheapest_insertion_farthest_seeds_ratio));
178 parameters->set_cheapest_insertion_first_solution_neighbors_ratio(
179 absl::GetFlag(FLAGS_cheapest_insertion_first_solution_neighbors_ratio));
180 parameters->set_cheapest_insertion_first_solution_min_neighbors(1);
185 if (absl::GetFlag(FLAGS_routing_tabu_search)) {
187 LocalSearchMetaheuristic::TABU_SEARCH);
188 }
else if (absl::GetFlag(FLAGS_routing_generic_tabu_search)) {
190 LocalSearchMetaheuristic::GENERIC_TABU_SEARCH);
191 }
else if (absl::GetFlag(FLAGS_routing_simulated_annealing)) {
193 LocalSearchMetaheuristic::SIMULATED_ANNEALING);
194 }
else if (absl::GetFlag(FLAGS_routing_guided_local_search)) {
196 LocalSearchMetaheuristic::GUIDED_LOCAL_SEARCH);
198 parameters->set_guided_local_search_lambda_coefficient(
199 absl::GetFlag(FLAGS_routing_guided_local_search_lambda_coefficient));
203 OptionalBoolean ToOptionalBoolean(
bool x) {
return x ? BOOL_TRUE : BOOL_FALSE; }
209 parameters->set_cheapest_insertion_ls_operator_neighbors_ratio(1.0);
210 parameters->set_cheapest_insertion_ls_operator_min_neighbors(1);
211 RoutingSearchParameters::LocalSearchNeighborhoodOperators*
const
212 local_search_operators =
parameters->mutable_local_search_operators();
216 local_search_operators->set_use_relocate_pair(BOOL_TRUE);
217 local_search_operators->set_use_light_relocate_pair(BOOL_TRUE);
218 local_search_operators->set_use_exchange_pair(BOOL_TRUE);
219 local_search_operators->set_use_relocate_and_make_active(BOOL_FALSE);
220 local_search_operators->set_use_node_pair_swap_active(BOOL_FALSE);
221 local_search_operators->set_use_cross_exchange(BOOL_FALSE);
222 local_search_operators->set_use_global_cheapest_insertion_path_lns(BOOL_TRUE);
223 local_search_operators->set_use_local_cheapest_insertion_path_lns(BOOL_TRUE);
224 local_search_operators
225 ->set_use_relocate_path_global_cheapest_insertion_insert_unperformed(
227 local_search_operators->set_use_global_cheapest_insertion_expensive_chain_lns(
229 local_search_operators->set_use_local_cheapest_insertion_expensive_chain_lns(
231 local_search_operators->set_use_global_cheapest_insertion_close_nodes_lns(
233 local_search_operators->set_use_local_cheapest_insertion_close_nodes_lns(
236 local_search_operators->set_use_relocate(
237 ToOptionalBoolean(!absl::GetFlag(FLAGS_routing_no_relocate)));
238 local_search_operators->set_use_relocate_neighbors(
239 ToOptionalBoolean(!absl::GetFlag(FLAGS_routing_no_relocate_neighbors)));
240 local_search_operators->set_use_relocate_subtrip(
241 ToOptionalBoolean(!absl::GetFlag(FLAGS_routing_no_relocate_subtrip)));
242 local_search_operators->set_use_exchange_subtrip(
243 ToOptionalBoolean(!absl::GetFlag(FLAGS_routing_no_exchange_subtrip)));
244 local_search_operators->set_use_exchange(
245 ToOptionalBoolean(!absl::GetFlag(FLAGS_routing_no_exchange)));
246 local_search_operators->set_use_cross(
247 ToOptionalBoolean(!absl::GetFlag(FLAGS_routing_no_cross)));
248 local_search_operators->set_use_two_opt(
249 ToOptionalBoolean(!absl::GetFlag(FLAGS_routing_no_2opt)));
250 local_search_operators->set_use_or_opt(
251 ToOptionalBoolean(!absl::GetFlag(FLAGS_routing_no_oropt)));
252 local_search_operators->set_use_lin_kernighan(
253 ToOptionalBoolean(!absl::GetFlag(FLAGS_routing_no_lkh)));
254 local_search_operators->set_use_relocate_expensive_chain(ToOptionalBoolean(
255 !absl::GetFlag(FLAGS_routing_no_relocate_expensive_chain)));
256 local_search_operators->set_use_tsp_opt(
257 ToOptionalBoolean(!absl::GetFlag(FLAGS_routing_no_tsp)));
258 local_search_operators->set_use_make_active(
259 ToOptionalBoolean(!absl::GetFlag(FLAGS_routing_no_make_active)));
260 local_search_operators->set_use_make_inactive(
261 ToOptionalBoolean(!absl::GetFlag(FLAGS_routing_use_chain_make_inactive) &&
262 !absl::GetFlag(FLAGS_routing_no_make_active)));
263 local_search_operators->set_use_make_chain_inactive(
264 ToOptionalBoolean(absl::GetFlag(FLAGS_routing_use_chain_make_inactive) &&
265 !absl::GetFlag(FLAGS_routing_no_make_active)));
266 local_search_operators->set_use_swap_active(ToOptionalBoolean(
267 !absl::GetFlag(FLAGS_routing_use_extended_swap_active) &&
268 !absl::GetFlag(FLAGS_routing_no_make_active)));
269 local_search_operators->set_use_extended_swap_active(
270 ToOptionalBoolean(absl::GetFlag(FLAGS_routing_use_extended_swap_active) &&
271 !absl::GetFlag(FLAGS_routing_no_make_active)));
272 local_search_operators->set_use_path_lns(
273 ToOptionalBoolean(!absl::GetFlag(FLAGS_routing_no_lns)));
274 local_search_operators->set_use_inactive_lns(
275 ToOptionalBoolean(!absl::GetFlag(FLAGS_routing_no_lns)));
276 local_search_operators->set_use_full_path_lns(
277 ToOptionalBoolean(!absl::GetFlag(FLAGS_routing_no_fullpathlns)));
278 local_search_operators->set_use_tsp_lns(
279 ToOptionalBoolean(!absl::GetFlag(FLAGS_routing_no_tsplns)));
284 parameters->set_use_depth_first_search(absl::GetFlag(FLAGS_routing_dfs));
288 absl::GetFlag(FLAGS_routing_optimization_step));
289 parameters->set_number_of_solutions_to_collect(
290 absl::GetFlag(FLAGS_routing_number_of_solutions_to_collect));
291 parameters->set_solution_limit(absl::GetFlag(FLAGS_routing_solution_limit));
292 if (absl::GetFlag(FLAGS_routing_time_limit) !=
295 absl::Milliseconds(absl::GetFlag(FLAGS_routing_time_limit)),
298 if (absl::GetFlag(FLAGS_routing_lns_time_limit) !=
301 absl::Milliseconds(absl::GetFlag(FLAGS_routing_lns_time_limit)),
309 !absl::GetFlag(FLAGS_routing_use_light_propagation));
310 parameters->set_log_search(absl::GetFlag(FLAGS_routing_trace));
312 parameters->set_relocate_expensive_chain_num_arcs_to_consider(absl::GetFlag(
313 FLAGS_routing_relocate_expensive_chain_num_arcs_to_consider));
314 parameters->set_heuristic_expensive_chain_lns_num_arcs_to_consider(4);
315 parameters->set_heuristic_close_nodes_lns_num_nodes(5);
317 RoutingSearchParameters::SCHEDULING_GLOP);
318 parameters->set_mixed_integer_scheduling_solver(
319 RoutingSearchParameters::SCHEDULING_CP_SAT);
330 LOG_IF(DFATAL, !error.empty())
331 <<
"Error in the routing search parameters built from flags: " << error;
337 ConstraintSolverParameters*
const solver_parameters =
341 absl::GetFlag(FLAGS_routing_use_homogeneous_costs));
342 if (absl::GetFlag(FLAGS_routing_cache_callbacks)) {
344 absl::GetFlag(FLAGS_routing_max_cache_size));
346 solver_parameters->set_profile_local_search(
347 absl::GetFlag(FLAGS_routing_profile));
static ConstraintSolverParameters DefaultSolverParameters()
Create a ConstraintSolverParameters proto with all the default values.
bool FindCopy(const Collection &collection, const Key &key, Value *const value)
std::function< int64_t(const Model &)> Value(IntegerVariable v)
Collection of objects used to extend the Constraint Solver library.
void SetLocalSearchMetaheuristicFromFlags(RoutingSearchParameters *parameters)
std::string FindErrorInRoutingSearchParameters(const RoutingSearchParameters &search_parameters)
Returns an empty std::string if the routing search parameters are valid, and a non-empty,...
RoutingSearchParameters BuildSearchParametersFromFlags()
Builds routing search parameters from flags.
void SetSearchLimitsFromFlags(RoutingSearchParameters *parameters)
void SetFirstSolutionStrategyFromFlags(RoutingSearchParameters *parameters)
void AddLocalSearchNeighborhoodOperatorsFromFlags(RoutingSearchParameters *parameters)
void SetMiscellaneousParametersFromFlags(RoutingSearchParameters *parameters)
RoutingModelParameters BuildModelParametersFromFlags()
Builds routing search parameters from flags.
inline ::absl::StatusOr< google::protobuf::Duration > EncodeGoogleApiProto(absl::Duration d)
ABSL_FLAG(bool, routing_no_lns, false, "Routing: forbids use of Large Neighborhood Search.")