Program Listing for File tabu_search.cpp¶
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#include "cvrp/tabu_search.hpp"
#include <iostream>
#include <numeric>
TabuSearchSolution::TabuSearchSolution(
const std::vector<Node> &nodes, const std::vector<Vehicle> &vehicles,
const std::vector<std::vector<double>> &distanceMatrix, const int n_tabu,
const int max_it)
: Solution(nodes, vehicles, distanceMatrix),
n_tabu_(n_tabu),
max_it_(max_it) {
CreateInitialSolution();
}
TabuSearchSolution::TabuSearchSolution(const Problem &p, const int n_tabu,
const int max_it)
: Solution(p.nodes_, p.vehicles_, p.distanceMatrix_),
n_tabu_(n_tabu),
max_it_(max_it) {
CreateInitialSolution();
}
TabuSearchSolution::TabuSearchSolution(const Solution &s, const int n_tabu,
const int max_it)
: Solution(s), n_tabu_(n_tabu), max_it_(max_it) {
if (!s.CheckSolutionValid()) {
std::cout << "The input solution is invalid. Exiting." << '\n';
exit(0);
}
}
inline bool TabuSearchSolution::IsTabu(const std::pair<int, int> &p) const {
return tabu_list_set_.find(p) != std::end(tabu_list_set_);
}
inline bool TabuSearchSolution::Aspiration(const double cost_increase,
const double cost_reduction) const {
return new_cost_ + cost_increase + cost_reduction < best_cost_;
}
void TabuSearchSolution::Solve() {
double cost = std::accumulate(
std::begin(vehicles_), std::end(vehicles_), 0.0,
[](const double sum, const Vehicle &v) { return sum + v.cost_; });
tabu_list_set_.clear();
for (int i = 0; i < n_tabu_; i++) {
tabu_list_queue_.emplace();
}
auto best_vehicles = vehicles_;
best_cost_ = cost;
new_cost_ = cost;
Vehicle *v_temp = nullptr;
Vehicle *v_temp_2 = nullptr;
for (int c_it = 0; c_it < max_it_; c_it++) {
int best_c = -1;
int best_r = -1;
double delta = std::numeric_limits<double>::max();
for (auto &v : vehicles_) {
for (size_t cur = 1; cur < v.nodes_.size() - 1; cur++) {
const int v_cur = v.nodes_[cur];
const int v_prev = v.nodes_[cur - 1];
const int v_next_c = v.nodes_[cur + 1];
const double cost_reduction = distanceMatrix_[v_prev][v_next_c] -
distanceMatrix_[v_prev][v_cur] -
distanceMatrix_[v_cur][v_next_c];
const bool is_tabu_1 =
IsTabu({v_prev, v_cur}) || IsTabu({v_cur, v_prev}) ||
IsTabu({v_cur, v_next_c}) || IsTabu({v_next_c, v_cur});
for (auto &v2 : vehicles_) {
for (size_t rep = 0; rep < v2.nodes_.size() - 1; rep++) {
const int v_rep = v2.nodes_[rep];
const int v_next_r = v2.nodes_[rep + 1];
if (v_rep != v_cur && (v.id_ != v2.id_ || v_rep != v_prev)) {
const bool is_tabu_2 =
IsTabu({v_rep, v_cur}) || IsTabu({v_cur, v_next_r});
const double cost_increase = distanceMatrix_[v_rep][v_cur] +
distanceMatrix_[v_cur][v_next_r] -
distanceMatrix_[v_rep][v_next_r];
if ((cost_increase + cost_reduction < delta) &&
(v2.load_ - nodes_[v_cur].demand_ >= 0 || v.id_ == v2.id_) &&
(!(is_tabu_1 || is_tabu_2) ||
Aspiration(cost_increase, cost_reduction))) {
delta = cost_increase + cost_reduction;
best_c = cur;
best_r = rep;
v_temp_2 = &v2;
v_temp = &v;
}
}
}
}
}
}
if (delta == std::numeric_limits<double>::max() || v_temp == nullptr ||
v_temp_2 == nullptr) {
std::cout << "On iteration " << c_it
<< "No possible moves. Consider adjusting tabu list size.\n";
break;
}
const int val_best_c = *std::next(v_temp->nodes_.begin(), best_c);
v_temp->nodes_.erase(std::next(v_temp->nodes_.begin(), best_c));
v_temp->CalculateCost(distanceMatrix_);
if (v_temp->id_ == v_temp_2->id_ && best_c < best_r) {
v_temp_2->nodes_.insert(std::next(v_temp_2->nodes_.begin(), best_r),
val_best_c);
tabu_list_set_.insert({v_temp_2->nodes_[best_r - 1], val_best_c});
tabu_list_queue_.push({v_temp_2->nodes_[best_r - 1], val_best_c});
} else {
v_temp_2->nodes_.insert(std::next(v_temp_2->nodes_.begin(), best_r + 1),
val_best_c);
tabu_list_set_.insert({v_temp_2->nodes_[best_r], val_best_c});
tabu_list_queue_.push({v_temp_2->nodes_[best_r], val_best_c});
}
tabu_list_set_.insert({v_temp->nodes_[best_c - 1], val_best_c});
tabu_list_queue_.push({v_temp->nodes_[best_c - 1], val_best_c});
v_temp_2->CalculateCost(distanceMatrix_);
v_temp->load_ += nodes_[val_best_c].demand_;
v_temp_2->load_ -= nodes_[val_best_c].demand_;
new_cost_ = std::accumulate(
std::begin(vehicles_), std::end(vehicles_), 0.0,
[](const double sum, const Vehicle &v) { return sum + v.cost_; });
if (new_cost_ < best_cost_) {
best_vehicles = vehicles_;
best_cost_ = new_cost_;
}
tabu_list_set_.erase(tabu_list_queue_.front());
tabu_list_queue_.pop();
tabu_list_set_.erase(tabu_list_queue_.front());
tabu_list_queue_.pop();
}
vehicles_ = best_vehicles;
cost = std::accumulate(
std::begin(vehicles_), std::end(vehicles_), 0.0,
[](const double sum, const Vehicle &v) { return sum + v.cost_; });
std::cout << "Cost: " << cost << '\n';
for (const auto &i : nodes_) {
if (!i.is_routed_) {
std::cout << "Unreached node: " << '\n';
std::cout << i << '\n';
}
}
std::cout << "Solution valid: " << CheckSolutionValid() << '\n';
}