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cvrptw_with_stop_times_and_resources.cc
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cvrptw_with_stop_times_and_resources.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.
// Capacitated Vehicle Routing Problem with Time Windows, fixed stop times and
// capacitated resources. A stop is defined as consecutive nodes at the same
// location.
// This is an extension to the model in cvrptw.cc so refer to that file for
// more information on the common part of the model. The model implemented here
// limits the number of vehicles which can simultaneously leave or enter a node
// to one.
#include <vector>
#include "absl/strings/str_cat.h"
#include "examples/cpp/cvrptw_lib.h"
#include "google/protobuf/text_format.h"
#include "ortools/base/commandlineflags.h"
#include "ortools/base/integral_types.h"
#include "ortools/base/logging.h"
#include "ortools/base/random.h"
#include "ortools/constraint_solver/routing.h"
#include "ortools/constraint_solver/routing_index_manager.h"
#include "ortools/constraint_solver/routing_parameters.h"
#include "ortools/constraint_solver/routing_parameters.pb.h"
using operations_research::ACMRandom;
using operations_research::Assignment;
using operations_research::DefaultRoutingSearchParameters;
using operations_research::GetSeed;
using operations_research::IntervalVar;
using operations_research::IntVar;
using operations_research::LocationContainer;
using operations_research::RandomDemand;
using operations_research::RoutingDimension;
using operations_research::RoutingIndexManager;
using operations_research::RoutingModel;
using operations_research::RoutingNodeIndex;
using operations_research::RoutingSearchParameters;
using operations_research::Solver;
using operations_research::StopServiceTimePlusTransition;
ABSL_FLAG(int, vrp_stops, 25, "Stop locations in the problem.");
ABSL_FLAG(int, vrp_orders_per_stop, 5, "Nodes for each stop.");
ABSL_FLAG(int, vrp_vehicles, 20,
"Size of Traveling Salesman Problem instance.");
ABSL_FLAG(bool, vrp_use_deterministic_random_seed, false,
"Use deterministic random seeds.");
ABSL_FLAG(std::string, routing_search_parameters, "",
"Text proto RoutingSearchParameters (possibly partial) that will "
"override the DefaultRoutingSearchParameters()");
const char* kTime = "Time";
const char* kCapacity = "Capacity";
int main(int argc, char** argv) {
absl::ParseCommandLine(argc, argv);
CHECK_LT(0, absl::GetFlag(FLAGS_vrp_stops))
<< "Specify an instance size greater than 0.";
CHECK_LT(0, absl::GetFlag(FLAGS_vrp_orders_per_stop))
<< "Specify an instance size greater than 0.";
CHECK_LT(0, absl::GetFlag(FLAGS_vrp_vehicles))
<< "Specify a non-null vehicle fleet size.";
const int vrp_orders =
absl::GetFlag(FLAGS_vrp_stops) * absl::GetFlag(FLAGS_vrp_orders_per_stop);
// Nodes are indexed from 0 to vrp_orders, the starts and ends of the routes
// are at node 0.
const RoutingIndexManager::NodeIndex kDepot(0);
RoutingIndexManager manager(vrp_orders + 1, absl::GetFlag(FLAGS_vrp_vehicles),
kDepot);
RoutingModel routing(manager);
// Setting up locations.
const int64 kXMax = 100000;
const int64 kYMax = 100000;
const int64 kSpeed = 10;
LocationContainer locations(
kSpeed, absl::GetFlag(FLAGS_vrp_use_deterministic_random_seed));
for (int stop = 0; stop <= absl::GetFlag(FLAGS_vrp_stops); ++stop) {
const int num_orders =
stop == 0 ? 1 : absl::GetFlag(FLAGS_vrp_orders_per_stop);
locations.AddRandomLocation(kXMax, kYMax, num_orders);
}
// Setting the cost function.
const int vehicle_cost =
routing.RegisterTransitCallback([&locations, &manager](int64 i, int64 j) {
return locations.ManhattanDistance(manager.IndexToNode(i),
manager.IndexToNode(j));
});
routing.SetArcCostEvaluatorOfAllVehicles(vehicle_cost);
// Adding capacity dimension constraints.
const int64 kVehicleCapacity = 40;
const int64 kNullCapacitySlack = 0;
RandomDemand demand(manager.num_nodes(), kDepot,
absl::GetFlag(FLAGS_vrp_use_deterministic_random_seed));
demand.Initialize();
routing.AddDimension(
routing.RegisterTransitCallback([&demand, &manager](int64 i, int64 j) {
return demand.Demand(manager.IndexToNode(i), manager.IndexToNode(j));
}),
kNullCapacitySlack, kVehicleCapacity, /*fix_start_cumul_to_zero=*/true,
kCapacity);
// Adding time dimension constraints.
const int64 kStopTime = 300;
const int64 kHorizon = 24 * 3600;
StopServiceTimePlusTransition time(
kStopTime, locations,
[&locations](RoutingNodeIndex i, RoutingNodeIndex j) {
return locations.ManhattanTime(i, j);
});
routing.AddDimension(
routing.RegisterTransitCallback([&time, &manager](int64 i, int64 j) {
return time.Compute(manager.IndexToNode(i), manager.IndexToNode(j));
}),
kHorizon, kHorizon, /*fix_start_cumul_to_zero=*/false, kTime);
const RoutingDimension& time_dimension = routing.GetDimensionOrDie(kTime);
// Adding time windows, for the sake of simplicty same for each stop.
ACMRandom randomizer(
GetSeed(absl::GetFlag(FLAGS_vrp_use_deterministic_random_seed)));
const int64 kTWDuration = 5 * 3600;
for (int stop = 0; stop < absl::GetFlag(FLAGS_vrp_stops); ++stop) {
const int64 start = randomizer.Uniform(kHorizon - kTWDuration);
for (int stop_order = 0;
stop_order < absl::GetFlag(FLAGS_vrp_orders_per_stop); ++stop_order) {
const int order =
stop * absl::GetFlag(FLAGS_vrp_orders_per_stop) + stop_order + 1;
time_dimension.CumulVar(order)->SetRange(start, start + kTWDuration);
}
}
// Adding resource constraints at order locations.
Solver* const solver = routing.solver();
std::vector<IntervalVar*> intervals;
for (int stop = 0; stop < absl::GetFlag(FLAGS_vrp_stops); ++stop) {
std::vector<IntervalVar*> stop_intervals;
for (int stop_order = 0;
stop_order < absl::GetFlag(FLAGS_vrp_orders_per_stop); ++stop_order) {
const int order =
stop * absl::GetFlag(FLAGS_vrp_orders_per_stop) + stop_order + 1;
IntervalVar* const interval = solver->MakeFixedDurationIntervalVar(
0, kHorizon, kStopTime, true, absl::StrCat("Order", order));
intervals.push_back(interval);
stop_intervals.push_back(interval);
// Link order and interval.
IntVar* const order_start = time_dimension.CumulVar(order);
solver->AddConstraint(
solver->MakeIsEqualCt(interval->SafeStartExpr(0), order_start,
interval->PerformedExpr()->Var()));
// Make interval performed iff corresponding order has service time.
// An order has no service time iff it is at the same location as the
// next order on the route.
IntVar* const is_null_duration =
solver
->MakeElement(
[&locations, order](int64 index) {
return locations.SameLocationFromIndex(order, index);
},
routing.NextVar(order))
->Var();
solver->AddConstraint(
solver->MakeNonEquality(interval->PerformedExpr(), is_null_duration));
routing.AddIntervalToAssignment(interval);
// We are minimizing route durations by minimizing route ends; so we can
// maximize order starts to pack them together.
routing.AddVariableMaximizedByFinalizer(order_start);
}
// Only one order can happen at the same time at a given location.
std::vector<int64> location_usage(stop_intervals.size(), 1);
solver->AddConstraint(solver->MakeCumulative(
stop_intervals, location_usage, 1, absl::StrCat("Client", stop)));
}
// Minimizing route duration.
for (int vehicle = 0; vehicle < manager.num_vehicles(); ++vehicle) {
routing.AddVariableMinimizedByFinalizer(
time_dimension.CumulVar(routing.End(vehicle)));
}
// Adding penalty costs to allow skipping orders.
const int64 kPenalty = 100000;
const RoutingIndexManager::NodeIndex kFirstNodeAfterDepot(1);
for (RoutingIndexManager::NodeIndex order = kFirstNodeAfterDepot;
order < routing.nodes(); ++order) {
std::vector<int64> orders(1, manager.NodeToIndex(order));
routing.AddDisjunction(orders, kPenalty);
}
// Solve, returns a solution if any (owned by RoutingModel).
RoutingSearchParameters parameters = DefaultRoutingSearchParameters();
CHECK(google::protobuf::TextFormat::MergeFromString(
absl::GetFlag(FLAGS_routing_search_parameters), ¶meters));
const Assignment* solution = routing.SolveWithParameters(parameters);
if (solution != nullptr) {
DisplayPlan(manager, routing, *solution, /*use_same_vehicle_costs=*/false,
/*max_nodes_per_group=*/0, /*same_vehicle_cost=*/0,
routing.GetDimensionOrDie(kCapacity),
routing.GetDimensionOrDie(kTime));
LOG(INFO) << "Stop intervals:";
for (IntervalVar* const interval : intervals) {
if (solution->PerformedValue(interval)) {
LOG(INFO) << interval->name() << ": " << solution->StartValue(interval);
}
}
} else {
LOG(INFO) << "No solution found.";
}
return EXIT_SUCCESS;
}