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ortools-clone/examples/cpp/random_tsp.cc
2020-10-29 14:25:39 +01:00

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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.
//
// Traveling Salesman Sample.
//
// This is a sample using the routing library to solve a Traveling Salesman
// Problem.
// The description of the problem can be found here:
// http://en.wikipedia.org/wiki/Travelling_salesman_problem.
// For small problems one can use the hamiltonian path library directly (cf
// graph/hamiltonian_path.h).
// The optimization engine uses local search to improve solutions, first
// solutions being generated using a cheapest addition heuristic.
// Optionally one can randomly forbid a set of random connections between nodes
// (forbidden arcs).
#include <memory>
#include "absl/memory/memory.h"
#include "absl/strings/str_cat.h"
#include "google/protobuf/text_format.h"
#include "ortools/base/commandlineflags.h"
#include "ortools/base/integral_types.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"
ABSL_FLAG(int, tsp_size, 10, "Size of Traveling Salesman Problem instance.");
ABSL_FLAG(bool, tsp_use_random_matrix, true, "Use random cost matrix.");
ABSL_FLAG(int, tsp_random_forbidden_connections, 0,
"Number of random forbidden connections.");
ABSL_FLAG(bool, tsp_use_deterministic_random_seed, false,
"Use deterministic random seeds.");
ABSL_FLAG(std::string, routing_search_parameters,
"local_search_operators {"
" use_path_lns:BOOL_TRUE"
" use_inactive_lns:BOOL_TRUE"
"}",
"Text proto RoutingSearchParameters (possibly partial) that will "
"override the DefaultRoutingSearchParameters()");
namespace operations_research {
// Random seed generator.
int32 GetSeed() {
if (absl::GetFlag(FLAGS_tsp_use_deterministic_random_seed)) {
return ACMRandom::DeterministicSeed();
} else {
return ACMRandom::HostnamePidTimeSeed();
}
}
// Cost/distance functions.
// Sample function.
int64 MyDistance(RoutingIndexManager::NodeIndex from,
RoutingIndexManager::NodeIndex to) {
// Put your distance code here.
return (from + to).value(); // for instance
}
// Random matrix.
class RandomMatrix {
public:
explicit RandomMatrix(int size) : size_(size) {}
void Initialize() {
matrix_ = absl::make_unique<int64[]>(size_ * size_);
const int64 kDistanceMax = 100;
ACMRandom randomizer(GetSeed());
for (RoutingIndexManager::NodeIndex from(0); from < size_; ++from) {
for (RoutingIndexManager::NodeIndex to(0); to < size_; ++to) {
if (to != from) {
matrix_[MatrixIndex(from, to)] = randomizer.Uniform(kDistanceMax);
} else {
matrix_[MatrixIndex(from, to)] = 0LL;
}
}
}
}
int64 Distance(RoutingIndexManager::NodeIndex from,
RoutingIndexManager::NodeIndex to) const {
return matrix_[MatrixIndex(from, to)];
}
private:
int64 MatrixIndex(RoutingIndexManager::NodeIndex from,
RoutingIndexManager::NodeIndex to) const {
return (from * size_ + to).value();
}
std::unique_ptr<int64[]> matrix_;
const int size_;
};
void Tsp() {
if (absl::GetFlag(FLAGS_tsp_size) > 0) {
// TSP of size absl::GetFlag(FLAGS_tsp_size).
// Second argument = 1 to build a single tour (it's a TSP).
// Nodes are indexed from 0 to absl::GetFlag(FLAGS_tsp_size) - 1, by default
// the start of
// the route is node 0.
RoutingIndexManager manager(absl::GetFlag(FLAGS_tsp_size), 1,
RoutingIndexManager::NodeIndex(0));
RoutingModel routing(manager);
RoutingSearchParameters parameters = DefaultRoutingSearchParameters();
CHECK(google::protobuf::TextFormat::MergeFromString(
absl::GetFlag(FLAGS_routing_search_parameters), &parameters));
// Setting the cost function.
// Put a permanent callback to the distance accessor here. The callback
// has the following signature: ResultCallback2<int64, int64, int64>.
// The two arguments are the from and to node inidices.
RandomMatrix matrix(absl::GetFlag(FLAGS_tsp_size));
if (absl::GetFlag(FLAGS_tsp_use_random_matrix)) {
matrix.Initialize();
const int vehicle_cost = routing.RegisterTransitCallback(
[&matrix, &manager](int64 i, int64 j) {
return matrix.Distance(manager.IndexToNode(i),
manager.IndexToNode(j));
});
routing.SetArcCostEvaluatorOfAllVehicles(vehicle_cost);
} else {
const int vehicle_cost =
routing.RegisterTransitCallback([&manager](int64 i, int64 j) {
return MyDistance(manager.IndexToNode(i), manager.IndexToNode(j));
});
routing.SetArcCostEvaluatorOfAllVehicles(vehicle_cost);
}
// Forbid node connections (randomly).
ACMRandom randomizer(GetSeed());
int64 forbidden_connections = 0;
while (forbidden_connections <
absl::GetFlag(FLAGS_tsp_random_forbidden_connections)) {
const int64 from = randomizer.Uniform(absl::GetFlag(FLAGS_tsp_size) - 1);
const int64 to =
randomizer.Uniform(absl::GetFlag(FLAGS_tsp_size) - 1) + 1;
if (routing.NextVar(from)->Contains(to)) {
LOG(INFO) << "Forbidding connection " << from << " -> " << to;
routing.NextVar(from)->RemoveValue(to);
++forbidden_connections;
}
}
// Solve, returns a solution if any (owned by RoutingModel).
const Assignment* solution = routing.SolveWithParameters(parameters);
if (solution != nullptr) {
// Solution cost.
LOG(INFO) << "Cost " << solution->ObjectiveValue();
// Inspect solution.
// Only one route here; otherwise iterate from 0 to routing.vehicles() - 1
const int route_number = 0;
std::string route;
for (int64 node = routing.Start(route_number); !routing.IsEnd(node);
node = solution->Value(routing.NextVar(node))) {
absl::StrAppend(&route, manager.IndexToNode(node).value(), " (", node,
") -> ");
}
const int64 end = routing.End(route_number);
absl::StrAppend(&route, manager.IndexToNode(end).value(), " (", end, ")");
LOG(INFO) << route;
} else {
LOG(INFO) << "No solution found.";
}
} else {
LOG(INFO) << "Specify an instance size greater than 0.";
}
}
} // namespace operations_research
int main(int argc, char** argv) {
absl::ParseCommandLine(argc, argv);
operations_research::Tsp();
return EXIT_SUCCESS;
}