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cvrptw_lib.h
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cvrptw_lib.h
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// Copyright 2010-2022 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.
// This header provides functions to help creating random instaces of the
// vehicle routing problem; random capacities and random time windows.
#ifndef OR_TOOLS_EXAMPLES_CVRPTW_LIB_H_
#define OR_TOOLS_EXAMPLES_CVRPTW_LIB_H_
#include <cstdint>
#include <memory>
#include <set>
#include "absl/strings/str_format.h"
#include "ortools/base/logging.h"
#include "ortools/constraint_solver/routing.h"
#include "ortools/util/random_engine.h"
namespace operations_research {
typedef std::function<int64_t(RoutingNodeIndex, RoutingNodeIndex)>
RoutingNodeEvaluator2;
// Random seed generator.
int32_t GetSeed(bool deterministic);
// Location container, contains positions of orders and can be used to obtain
// Manhattan distances/times between locations.
class LocationContainer {
public:
LocationContainer(int64_t speed, bool use_deterministic_seed);
void AddLocation(int64_t x, int64_t y) {
locations_.push_back(Location(x, y));
}
void AddRandomLocation(int64_t x_max, int64_t y_max);
void AddRandomLocation(int64_t x_max, int64_t y_max, int duplicates);
int64_t ManhattanDistance(RoutingIndexManager::NodeIndex from,
RoutingIndexManager::NodeIndex to) const;
int64_t NegManhattanDistance(RoutingIndexManager::NodeIndex from,
RoutingIndexManager::NodeIndex to) const;
int64_t ManhattanTime(RoutingIndexManager::NodeIndex from,
RoutingIndexManager::NodeIndex to) const;
bool SameLocation(RoutingIndexManager::NodeIndex node1,
RoutingIndexManager::NodeIndex node2) const;
int64_t SameLocationFromIndex(int64_t node1, int64_t node2) const;
private:
class Location {
public:
Location();
Location(int64_t x, int64_t y);
int64_t DistanceTo(const Location& location) const;
bool IsAtSameLocation(const Location& location) const;
private:
static int64_t Abs(int64_t value);
int64_t x_;
int64_t y_;
};
random_engine_t randomizer_;
const int64_t speed_;
absl::StrongVector<RoutingIndexManager::NodeIndex, Location> locations_;
};
// Random demand.
class RandomDemand {
public:
RandomDemand(int size, RoutingIndexManager::NodeIndex depot,
bool use_deterministic_seed);
void Initialize();
int64_t Demand(RoutingIndexManager::NodeIndex from,
RoutingIndexManager::NodeIndex to) const;
private:
std::unique_ptr<int64_t[]> demand_;
const int size_;
const RoutingIndexManager::NodeIndex depot_;
const bool use_deterministic_seed_;
};
// Service time (proportional to demand) + transition time callback.
class ServiceTimePlusTransition {
public:
ServiceTimePlusTransition(
int64_t time_per_demand_unit,
operations_research::RoutingNodeEvaluator2 demand,
operations_research::RoutingNodeEvaluator2 transition_time);
int64_t Compute(RoutingIndexManager::NodeIndex from,
RoutingIndexManager::NodeIndex to) const;
private:
const int64_t time_per_demand_unit_;
operations_research::RoutingNodeEvaluator2 demand_;
operations_research::RoutingNodeEvaluator2 transition_time_;
};
// Stop service time + transition time callback.
class StopServiceTimePlusTransition {
public:
StopServiceTimePlusTransition(
int64_t stop_time, const LocationContainer& location_container,
operations_research::RoutingNodeEvaluator2 transition_time);
int64_t Compute(RoutingIndexManager::NodeIndex from,
RoutingIndexManager::NodeIndex to) const;
private:
const int64_t stop_time_;
const LocationContainer& location_container_;
operations_research::RoutingNodeEvaluator2 demand_;
operations_research::RoutingNodeEvaluator2 transition_time_;
};
// Route plan displayer.
// TODO(user): Move the display code to the routing library.
void DisplayPlan(
const operations_research::RoutingIndexManager& manager,
const operations_research::RoutingModel& routing,
const operations_research::Assignment& plan, bool use_same_vehicle_costs,
int64_t max_nodes_per_group, int64_t same_vehicle_cost,
const operations_research::RoutingDimension& capacity_dimension,
const operations_research::RoutingDimension& time_dimension);
using NodeIndex = RoutingIndexManager::NodeIndex;
int32_t GetSeed(bool deterministic) {
if (deterministic) {
return 0;
} else {
return std::random_device()();
}
}
LocationContainer::LocationContainer(int64_t speed, bool use_deterministic_seed)
: randomizer_(GetSeed(use_deterministic_seed)), speed_(speed) {
CHECK_LT(0, speed_);
}
void LocationContainer::AddRandomLocation(int64_t x_max, int64_t y_max) {
AddRandomLocation(x_max, y_max, 1);
}
void LocationContainer::AddRandomLocation(int64_t x_max, int64_t y_max,
int duplicates) {
const int64_t x = absl::Uniform(randomizer_, 0, x_max + 1);
const int64_t y = absl::Uniform(randomizer_, 0, y_max + 1);
for (int i = 0; i < duplicates; ++i) {
AddLocation(x, y);
}
}
int64_t LocationContainer::ManhattanDistance(NodeIndex from,
NodeIndex to) const {
return locations_[from].DistanceTo(locations_[to]);
}
int64_t LocationContainer::NegManhattanDistance(NodeIndex from,
NodeIndex to) const {
return -ManhattanDistance(from, to);
}
int64_t LocationContainer::ManhattanTime(NodeIndex from, NodeIndex to) const {
return ManhattanDistance(from, to) / speed_;
}
bool LocationContainer::SameLocation(NodeIndex node1, NodeIndex node2) const {
if (node1 < locations_.size() && node2 < locations_.size()) {
return locations_[node1].IsAtSameLocation(locations_[node2]);
}
return false;
}
int64_t LocationContainer::SameLocationFromIndex(int64_t node1,
int64_t node2) const {
// The direct conversion from constraint model indices to routing model
// nodes is correct because the depot is node 0.
// TODO(user): Fetch proper indices from routing model.
return SameLocation(NodeIndex(node1), NodeIndex(node2));
}
LocationContainer::Location::Location() : x_(0), y_(0) {}
LocationContainer::Location::Location(int64_t x, int64_t y) : x_(x), y_(y) {}
int64_t LocationContainer::Location::DistanceTo(
const Location& location) const {
return Abs(x_ - location.x_) + Abs(y_ - location.y_);
}
bool LocationContainer::Location::IsAtSameLocation(
const Location& location) const {
return x_ == location.x_ && y_ == location.y_;
}
int64_t LocationContainer::Location::Abs(int64_t value) {
return std::max(value, -value);
}
RandomDemand::RandomDemand(int size, NodeIndex depot,
bool use_deterministic_seed)
: size_(size),
depot_(depot),
use_deterministic_seed_(use_deterministic_seed) {
CHECK_LT(0, size_);
}
void RandomDemand::Initialize() {
const int64_t kDemandMax = 5;
const int64_t kDemandMin = 1;
demand_ = absl::make_unique<int64_t[]>(size_);
random_engine_t randomizer;
for (int order = 0; order < size_; ++order) {
if (order == depot_) {
demand_[order] = 0;
} else {
demand_[order] = kDemandMin + absl::Uniform(randomizer, 0,
kDemandMax - kDemandMin + 1);
}
}
}
int64_t RandomDemand::Demand(NodeIndex from, NodeIndex /*to*/) const {
return demand_[from.value()];
}
ServiceTimePlusTransition::ServiceTimePlusTransition(
int64_t time_per_demand_unit, RoutingNodeEvaluator2 demand,
RoutingNodeEvaluator2 transition_time)
: time_per_demand_unit_(time_per_demand_unit),
demand_(std::move(demand)),
transition_time_(std::move(transition_time)) {}
int64_t ServiceTimePlusTransition::Compute(NodeIndex from, NodeIndex to) const {
return time_per_demand_unit_ * demand_(from, to) + transition_time_(from, to);
}
StopServiceTimePlusTransition::StopServiceTimePlusTransition(
int64_t stop_time, const LocationContainer& location_container,
RoutingNodeEvaluator2 transition_time)
: stop_time_(stop_time),
location_container_(location_container),
transition_time_(std::move(transition_time)) {}
int64_t StopServiceTimePlusTransition::Compute(NodeIndex from,
NodeIndex to) const {
return location_container_.SameLocation(from, to)
? 0
: stop_time_ + transition_time_(from, to);
}
void DisplayPlan(
const RoutingIndexManager& manager, const RoutingModel& routing,
const operations_research::Assignment& plan, bool use_same_vehicle_costs,
int64_t max_nodes_per_group, int64_t same_vehicle_cost,
const operations_research::RoutingDimension& capacity_dimension,
const operations_research::RoutingDimension& time_dimension) {
// Display plan cost.
std::string plan_output = absl::StrFormat("Cost %d\n", plan.ObjectiveValue());
// Display dropped orders.
std::string dropped;
for (int64_t order = 0; order < routing.Size(); ++order) {
if (routing.IsStart(order) || routing.IsEnd(order)) continue;
if (plan.Value(routing.NextVar(order)) == order) {
if (dropped.empty()) {
absl::StrAppendFormat(&dropped, " %d",
manager.IndexToNode(order).value());
} else {
absl::StrAppendFormat(&dropped, ", %d",
manager.IndexToNode(order).value());
}
}
}
if (!dropped.empty()) {
plan_output += "Dropped orders:" + dropped + "\n";
}
if (use_same_vehicle_costs) {
int group_size = 0;
int64_t group_same_vehicle_cost = 0;
std::set<int> visited;
for (int64_t order = 0; order < routing.Size(); ++order) {
if (routing.IsStart(order) || routing.IsEnd(order)) continue;
++group_size;
visited.insert(plan.Value(routing.VehicleVar(order)));
if (group_size == max_nodes_per_group) {
if (visited.size() > 1) {
group_same_vehicle_cost += (visited.size() - 1) * same_vehicle_cost;
}
group_size = 0;
visited.clear();
}
}
if (visited.size() > 1) {
group_same_vehicle_cost += (visited.size() - 1) * same_vehicle_cost;
}
LOG(INFO) << "Same vehicle costs: " << group_same_vehicle_cost;
}
// Display actual output for each vehicle.
for (int route_number = 0; route_number < routing.vehicles();
++route_number) {
int64_t order = routing.Start(route_number);
absl::StrAppendFormat(&plan_output, "Route %d: ", route_number);
if (routing.IsEnd(plan.Value(routing.NextVar(order)))) {
plan_output += "Empty\n";
} else {
while (true) {
operations_research::IntVar* const load_var =
capacity_dimension.CumulVar(order);
operations_research::IntVar* const time_var =
time_dimension.CumulVar(order);
operations_research::IntVar* const slack_var =
routing.IsEnd(order) ? nullptr : time_dimension.SlackVar(order);
if (slack_var != nullptr && plan.Contains(slack_var)) {
absl::StrAppendFormat(
&plan_output, "%d Load(%d) Time(%d, %d) Slack(%d, %d)",
manager.IndexToNode(order).value(), plan.Value(load_var),
plan.Min(time_var), plan.Max(time_var), plan.Min(slack_var),
plan.Max(slack_var));
} else {
absl::StrAppendFormat(&plan_output, "%d Load(%d) Time(%d, %d)",
manager.IndexToNode(order).value(),
plan.Value(load_var), plan.Min(time_var),
plan.Max(time_var));
}
if (routing.IsEnd(order)) break;
plan_output += " -> ";
order = plan.Value(routing.NextVar(order));
}
plan_output += "\n";
}
}
LOG(INFO) << plan_output;
}
} // namespace operations_research
#endif // OR_TOOLS_EXAMPLES_CVRPTW_LIB_H_