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vrp_breaks.cc
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vrp_breaks.cc
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// Copyright 2010-2021 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.
// Vehicle Routing Problem with Breaks.:
// A description of the Vehicle Routing Problem can be found here:
// http://en.wikipedia.org/wiki/Vehicle_routing_problem.
// This variant also includes vehicle breaks which must happen during the day
// with two alternate breaks schemes: either a long break in the middle of the
// day or two smaller ones which can be taken during a longer period of the day.
// [START program]
// [START import]
#include <cstdint>
#include <vector>
#include "ortools/constraint_solver/constraint_solver.h"
#include "ortools/constraint_solver/routing.h"
#include "ortools/constraint_solver/routing_enums.pb.h"
#include "ortools/constraint_solver/routing_index_manager.h"
#include "ortools/constraint_solver/routing_parameters.h"
// [END import]
namespace operations_research {
// [START data_model]
struct DataModel {
const std::vector<std::vector<int64_t>> time_matrix{
{0, 27, 38, 34, 29, 13, 25, 9, 15, 9, 26, 25, 19, 17, 23, 38, 33},
{27, 0, 34, 15, 9, 25, 36, 17, 34, 37, 54, 29, 24, 33, 50, 43, 60},
{38, 34, 0, 49, 43, 25, 13, 40, 23, 37, 20, 63, 58, 56, 39, 77, 37},
{34, 15, 49, 0, 5, 32, 43, 25, 42, 44, 61, 25, 31, 41, 58, 28, 67},
{29, 9, 43, 5, 0, 26, 38, 19, 36, 38, 55, 20, 25, 35, 52, 33, 62},
{13, 25, 25, 32, 26, 0, 11, 15, 9, 12, 29, 38, 33, 31, 25, 52, 35},
{25, 36, 13, 43, 38, 11, 0, 26, 9, 23, 17, 50, 44, 42, 25, 63, 24},
{9, 17, 40, 25, 19, 15, 26, 0, 17, 19, 36, 23, 17, 16, 33, 37, 42},
{15, 34, 23, 42, 36, 9, 9, 17, 0, 13, 19, 40, 34, 33, 16, 54, 25},
{9, 37, 37, 44, 38, 12, 23, 19, 13, 0, 17, 26, 21, 19, 13, 40, 23},
{26, 54, 20, 61, 55, 29, 17, 36, 19, 17, 0, 43, 38, 36, 19, 57, 17},
{25, 29, 63, 25, 20, 38, 50, 23, 40, 26, 43, 0, 5, 15, 32, 13, 42},
{19, 24, 58, 31, 25, 33, 44, 17, 34, 21, 38, 5, 0, 9, 26, 19, 36},
{17, 33, 56, 41, 35, 31, 42, 16, 33, 19, 36, 15, 9, 0, 17, 21, 26},
{23, 50, 39, 58, 52, 25, 25, 33, 16, 13, 19, 32, 26, 17, 0, 38, 9},
{38, 43, 77, 28, 33, 52, 63, 37, 54, 40, 57, 13, 19, 21, 38, 0, 39},
{33, 60, 37, 67, 62, 35, 24, 42, 25, 23, 17, 42, 36, 26, 9, 39, 0},
};
const std::vector<int64_t> service_time{
0, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15,
};
const int num_vehicles = 4;
const RoutingIndexManager::NodeIndex depot{0};
};
// [END data_model]
//! @brief Print the solution.
//! @param[in] data Data of the problem.
//! @param[in] manager Index manager used.
//! @param[in] routing Routing solver used.
//! @param[in] solution Solution found by the solver.
// [START solution_printer]
void PrintSolution(const RoutingIndexManager& manager,
const RoutingModel& routing, const Assignment& solution) {
LOG(INFO) << "Objective: " << solution.ObjectiveValue();
LOG(INFO) << "Breaks:";
const Assignment::IntervalContainer& intervals =
solution.IntervalVarContainer();
for (const IntervalVarElement& break_interval : intervals.elements()) {
if (break_interval.PerformedValue()) {
LOG(INFO) << break_interval.Var()->name() << " "
<< break_interval.DebugString();
} else {
LOG(INFO) << break_interval.Var()->name() << ": Unperformed";
}
}
const RoutingDimension& time_dimension = routing.GetDimensionOrDie("Time");
int64_t total_time{0};
for (int vehicle_id = 0; vehicle_id < manager.num_vehicles(); ++vehicle_id) {
LOG(INFO) << "Route for Vehicle " << vehicle_id << ":";
int64_t index = routing.Start(vehicle_id);
std::stringstream route;
while (routing.IsEnd(index) == false) {
const IntVar* time_var = time_dimension.CumulVar(index);
route << manager.IndexToNode(index).value() << " Time("
<< solution.Value(time_var) << ") -> ";
index = solution.Value(routing.NextVar(index));
}
const IntVar* time_var = time_dimension.CumulVar(index);
route << manager.IndexToNode(index).value() << " Time("
<< solution.Value(time_var) << ")";
LOG(INFO) << route.str();
LOG(INFO) << "Time of the route: " << solution.Value(time_var) << "min";
total_time += solution.Value(time_var);
}
LOG(INFO) << "Total time of all routes: " << total_time << "min";
LOG(INFO) << "";
LOG(INFO) << "Problem solved in " << routing.solver()->wall_time() << "ms";
}
// [END solution_printer]
void VrpBreaks() {
// Instantiate the data problem.
// [START data]
DataModel data;
// [END data]
// Create Routing Index Manager
// [START index_manager]
RoutingIndexManager manager(data.time_matrix.size(), data.num_vehicles,
data.depot);
// [END index_manager]
// Create Routing Model.
// [START routing_model]
RoutingModel routing(manager);
// [END routing_model]
// Create and register a transit callback.
// [START transit_callback]
const int transit_callback_index = routing.RegisterTransitCallback(
[&data, &manager](int64_t from_index, int64_t to_index) -> int64_t {
// Convert from routing variable Index to distance matrix NodeIndex.
int from_node = manager.IndexToNode(from_index).value();
int to_node = manager.IndexToNode(to_index).value();
return data.time_matrix[from_node][to_node] +
data.service_time[from_node];
});
// [END transit_callback]
// Define cost of each arc.
// [START arc_cost]
routing.SetArcCostEvaluatorOfAllVehicles(transit_callback_index);
// [END arc_cost]
// Add Time constraint.
// [START time_constraint]
routing.AddDimension(transit_callback_index,
10, // needed optional waiting time to place break
180, // maximum time per vehicle
true, // Force start cumul to zero.
"Time");
RoutingDimension* time_dimension = routing.GetMutableDimension("Time");
time_dimension->SetGlobalSpanCostCoefficient(10);
// [END time_constraint]
// Add Breaks
std::vector<int64_t> service_times(routing.Size());
for (int index = 0; index < routing.Size(); index++) {
const RoutingIndexManager::NodeIndex node = manager.IndexToNode(index);
service_times[index] = data.service_time[node.value()];
}
Solver* const solver = routing.solver();
for (int vehicle = 0; vehicle < manager.num_vehicles(); ++vehicle) {
std::vector<IntervalVar*> break_intervals;
IntervalVar* const break_interval = solver->MakeFixedDurationIntervalVar(
50, // start min
60, // start max
10, // duration: 10min
false, // optional: no
absl::StrCat("Break for vehicle ", vehicle));
break_intervals.push_back(break_interval);
time_dimension->SetBreakIntervalsOfVehicle(break_intervals, vehicle,
service_times);
}
// Setting first solution heuristic.
// [START parameters]
RoutingSearchParameters searchParameters = DefaultRoutingSearchParameters();
searchParameters.set_first_solution_strategy(
FirstSolutionStrategy::PATH_CHEAPEST_ARC);
// [END parameters]
// Solve the problem.
// [START solve]
const Assignment* solution = routing.SolveWithParameters(searchParameters);
// [END solve]
// Print solution on console.
// [START print_solution]
if (solution != nullptr) {
PrintSolution(manager, routing, *solution);
} else {
LOG(INFO) << "No solution found.";
}
// [END print_solution]
}
} // namespace operations_research
int main(int /*argc*/, char** argv) {
operations_research::VrpBreaks();
return EXIT_SUCCESS;
}
// [END program]