Simple VRP example.
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16#include <algorithm>
17#include <cstdint>
18#include <cstdlib>
19#include <sstream>
20#include <vector>
21
22#include "google/protobuf/duration.pb.h"
29
30
32
33struct DataModel {
34 const std::vector<std::vector<int64_t>> distance_matrix{
35 {0, 548, 776, 696, 582, 274, 502, 194, 308, 194, 536, 502, 388, 354, 468,
36 776, 662},
37 {548, 0, 684, 308, 194, 502, 730, 354, 696, 742, 1084, 594, 480, 674,
38 1016, 868, 1210},
39 {776, 684, 0, 992, 878, 502, 274, 810, 468, 742, 400, 1278, 1164, 1130,
40 788, 1552, 754},
41 {696, 308, 992, 0, 114, 650, 878, 502, 844, 890, 1232, 514, 628, 822,
42 1164, 560, 1358},
43 {582, 194, 878, 114, 0, 536, 764, 388, 730, 776, 1118, 400, 514, 708,
44 1050, 674, 1244},
45 {274, 502, 502, 650, 536, 0, 228, 308, 194, 240, 582, 776, 662, 628, 514,
46 1050, 708},
47 {502, 730, 274, 878, 764, 228, 0, 536, 194, 468, 354, 1004, 890, 856, 514,
48 1278, 480},
49 {194, 354, 810, 502, 388, 308, 536, 0, 342, 388, 730, 468, 354, 320, 662,
50 742, 856},
51 {308, 696, 468, 844, 730, 194, 194, 342, 0, 274, 388, 810, 696, 662, 320,
52 1084, 514},
53 {194, 742, 742, 890, 776, 240, 468, 388, 274, 0, 342, 536, 422, 388, 274,
54 810, 468},
55 {536, 1084, 400, 1232, 1118, 582, 354, 730, 388, 342, 0, 878, 764, 730,
56 388, 1152, 354},
57 {502, 594, 1278, 514, 400, 776, 1004, 468, 810, 536, 878, 0, 114, 308,
58 650, 274, 844},
59 {388, 480, 1164, 628, 514, 662, 890, 354, 696, 422, 764, 114, 0, 194, 536,
60 388, 730},
61 {354, 674, 1130, 822, 708, 628, 856, 320, 662, 388, 730, 308, 194, 0, 342,
62 422, 536},
63 {468, 1016, 788, 1164, 1050, 514, 514, 662, 320, 274, 388, 650, 536, 342,
64 0, 764, 194},
65 {776, 868, 1552, 560, 674, 1050, 1278, 742, 1084, 810, 1152, 274, 388,
66 422, 764, 0, 798},
67 {662, 1210, 754, 1358, 1244, 708, 480, 856, 514, 468, 354, 844, 730, 536,
68 194, 798, 0},
69 };
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71 const std::vector<std::vector<int64_t>> initial_routes{
72 {8, 16, 14, 13, 12, 11},
73 {3, 4, 9, 10},
74 {15, 1},
75 {7, 5, 2, 6},
76 };
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78 const int num_vehicles = 4;
79 const RoutingIndexManager::NodeIndex depot{0};
80};
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88
89void PrintSolution(const DataModel& data, const RoutingIndexManager& manager,
90 const RoutingModel& routing,
const Assignment&
solution) {
91 LOG(INFO) <<
"Objective: " <<
solution.ObjectiveValue();
92 int64_t max_route_distance{0};
93 for (int vehicle_id = 0; vehicle_id < data.num_vehicles; ++vehicle_id) {
94 if (!routing.IsVehicleUsed(
solution, vehicle_id)) {
95 continue;
96 }
97 int64_t index = routing.Start(vehicle_id);
98 LOG(INFO) << "Route for Vehicle " << vehicle_id << ":";
99 int64_t route_distance{0};
100 std::stringstream route;
101 while (!routing.IsEnd(index)) {
102 route << manager.IndexToNode(index).value() << " -> ";
103 const int64_t previous_index = index;
104 index =
solution.Value(routing.NextVar(index));
105 route_distance += routing.GetArcCostForVehicle(previous_index, index,
106 int64_t{vehicle_id});
107 }
108 LOG(INFO) << route.str() << manager.IndexToNode(index).value();
109 LOG(INFO) << "Distance of the route: " << route_distance << "m";
110 max_route_distance = std::max(route_distance, max_route_distance);
111 }
112 LOG(INFO) << "Maximum of the route distances: " << max_route_distance << "m";
113 LOG(INFO) << "";
114 LOG(INFO) << "Problem solved in " << routing.solver()->wall_time() << "ms";
115}
116
117
118void VrpInitialRoutes() {
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121 DataModel data;
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126 RoutingIndexManager manager(data.distance_matrix.size(), data.num_vehicles,
127 data.depot);
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132 RoutingModel routing(manager);
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137 const int transit_callback_index = routing.RegisterTransitCallback(
138 [&data, &manager](const int64_t from_index,
139 const int64_t to_index) -> int64_t {
140
141 const int from_node = manager.IndexToNode(from_index).value();
142 const int to_node = manager.IndexToNode(to_index).value();
143 return data.distance_matrix[from_node][to_node];
144 });
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149 routing.SetArcCostEvaluatorOfAllVehicles(transit_callback_index);
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154 routing.AddDimension(transit_callback_index, 0, 3000,
155 true,
156 "Distance");
157 routing.GetMutableDimension("Distance")->SetGlobalSpanCostCoefficient(100);
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163 searchParameters.set_first_solution_strategy(
165 searchParameters.set_local_search_metaheuristic(
167 searchParameters.mutable_time_limit()->set_seconds(5);
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171 routing.CloseModelWithParameters(searchParameters);
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176 const Assignment* initial_solution =
177 routing.ReadAssignmentFromRoutes(data.initial_routes, true);
178
179 LOG(INFO) << "Initial solution: ";
180 PrintSolution(data, manager, routing, *initial_solution);
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185 const Assignment*
solution = routing.SolveFromAssignmentWithParameters(
186 initial_solution, searchParameters);
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190
191 LOG(INFO) << "";
192 LOG(INFO) << "Solution from search: ";
193 PrintSolution(data, manager, routing, *
solution);
194
195}
196}
197
198int main(
int ,
char* []) {
199 operations_research::VrpInitialRoutes();
200 return EXIT_SUCCESS;
201}
static constexpr Value PATH_CHEAPEST_ARC
int main(int argc, char **argv)
Select next search node to expand Select next item_i to add this new search node to the search Generate a new search node where item_i is not in the knapsack Check validity of this new partial solution(using propagators) - If valid
RoutingSearchParameters DefaultRoutingSearchParameters()
The vehicle routing library lets one model and solve generic vehicle routing problems ranging from th...