[3070] | 1 | #region License Information
|
---|
| 2 | /* HeuristicLab
|
---|
[7259] | 3 | * Copyright (C) 2002-2012 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
|
---|
[3070] | 4 | *
|
---|
| 5 | * This file is part of HeuristicLab.
|
---|
| 6 | *
|
---|
| 7 | * HeuristicLab is free software: you can redistribute it and/or modify
|
---|
| 8 | * it under the terms of the GNU General Public License as published by
|
---|
| 9 | * the Free Software Foundation, either version 3 of the License, or
|
---|
| 10 | * (at your option) any later version.
|
---|
| 11 | *
|
---|
| 12 | * HeuristicLab is distributed in the hope that it will be useful,
|
---|
| 13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
|
---|
| 14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
---|
| 15 | * GNU General Public License for more details.
|
---|
| 16 | *
|
---|
| 17 | * You should have received a copy of the GNU General Public License
|
---|
| 18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
|
---|
| 19 | */
|
---|
| 20 | #endregion
|
---|
| 21 |
|
---|
| 22 | using System;
|
---|
| 23 | using System.Collections.Generic;
|
---|
| 24 | using System.Linq;
|
---|
| 25 | using HeuristicLab.Common;
|
---|
| 26 | using HeuristicLab.Core;
|
---|
| 27 | using HeuristicLab.Data;
|
---|
| 28 | using HeuristicLab.Encodings.BinaryVectorEncoding;
|
---|
| 29 | using HeuristicLab.Optimization;
|
---|
| 30 | using HeuristicLab.Parameters;
|
---|
| 31 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
|
---|
| 32 | using HeuristicLab.PluginInfrastructure;
|
---|
| 33 |
|
---|
| 34 | namespace HeuristicLab.Problems.Knapsack {
|
---|
[4513] | 35 | [Item("Knapsack Problem", "Represents a Knapsack problem.")]
|
---|
[3070] | 36 | [Creatable("Problems")]
|
---|
| 37 | [StorableClass]
|
---|
[6938] | 38 | public sealed class KnapsackProblem : SingleObjectiveHeuristicOptimizationProblem<IKnapsackEvaluator, IBinaryVectorCreator>, IStorableContent {
|
---|
[4419] | 39 | public string Filename { get; set; }
|
---|
| 40 |
|
---|
[3070] | 41 | #region Parameter Properties
|
---|
| 42 | public ValueParameter<IntValue> KnapsackCapacityParameter {
|
---|
| 43 | get { return (ValueParameter<IntValue>)Parameters["KnapsackCapacity"]; }
|
---|
| 44 | }
|
---|
| 45 | public ValueParameter<IntArray> WeightsParameter {
|
---|
| 46 | get { return (ValueParameter<IntArray>)Parameters["Weights"]; }
|
---|
| 47 | }
|
---|
| 48 | public ValueParameter<IntArray> ValuesParameter {
|
---|
| 49 | get { return (ValueParameter<IntArray>)Parameters["Values"]; }
|
---|
| 50 | }
|
---|
[3109] | 51 | public ValueParameter<DoubleValue> PenaltyParameter {
|
---|
| 52 | get { return (ValueParameter<DoubleValue>)Parameters["Penalty"]; }
|
---|
| 53 | }
|
---|
[3787] | 54 | public OptionalValueParameter<BinaryVector> BestKnownSolutionParameter {
|
---|
| 55 | get { return (OptionalValueParameter<BinaryVector>)Parameters["BestKnownSolution"]; }
|
---|
| 56 | }
|
---|
[3070] | 57 | #endregion
|
---|
| 58 |
|
---|
| 59 | #region Properties
|
---|
[3109] | 60 | public IntValue KnapsackCapacity {
|
---|
| 61 | get { return KnapsackCapacityParameter.Value; }
|
---|
| 62 | set { KnapsackCapacityParameter.Value = value; }
|
---|
| 63 | }
|
---|
| 64 | public IntArray Weights {
|
---|
| 65 | get { return WeightsParameter.Value; }
|
---|
| 66 | set { WeightsParameter.Value = value; }
|
---|
| 67 | }
|
---|
| 68 | public IntArray Values {
|
---|
| 69 | get { return ValuesParameter.Value; }
|
---|
| 70 | set { ValuesParameter.Value = value; }
|
---|
| 71 | }
|
---|
| 72 | public DoubleValue Penalty {
|
---|
| 73 | get { return PenaltyParameter.Value; }
|
---|
| 74 | set { PenaltyParameter.Value = value; }
|
---|
| 75 | }
|
---|
[3787] | 76 | public BinaryVector BestKnownSolution {
|
---|
| 77 | get { return BestKnownSolutionParameter.Value; }
|
---|
| 78 | set { BestKnownSolutionParameter.Value = value; }
|
---|
| 79 | }
|
---|
[3667] | 80 | private BestKnapsackSolutionAnalyzer BestKnapsackSolutionAnalyzer {
|
---|
[6938] | 81 | get { return Operators.OfType<BestKnapsackSolutionAnalyzer>().FirstOrDefault(); }
|
---|
[3641] | 82 | }
|
---|
[3070] | 83 | #endregion
|
---|
| 84 |
|
---|
[6938] | 85 | // BackwardsCompatibility3.3
|
---|
| 86 | #region Backwards compatible code, remove with 3.4
|
---|
| 87 | [Obsolete]
|
---|
| 88 | [Storable(Name = "operators")]
|
---|
| 89 | private IEnumerable<IOperator> oldOperators {
|
---|
| 90 | get { return null; }
|
---|
| 91 | set {
|
---|
| 92 | if (value != null && value.Any())
|
---|
| 93 | Operators.AddRange(value);
|
---|
| 94 | }
|
---|
| 95 | }
|
---|
| 96 | #endregion
|
---|
[3125] | 97 |
|
---|
[4098] | 98 | [StorableConstructor]
|
---|
[4118] | 99 | private KnapsackProblem(bool deserializing) : base(deserializing) { }
|
---|
[4722] | 100 | private KnapsackProblem(KnapsackProblem original, Cloner cloner)
|
---|
| 101 | : base(original, cloner) {
|
---|
[7351] | 102 | RegisterEventHandlers();
|
---|
[4722] | 103 | }
|
---|
| 104 | public override IDeepCloneable Clone(Cloner cloner) {
|
---|
| 105 | return new KnapsackProblem(this, cloner);
|
---|
| 106 | }
|
---|
[3166] | 107 | public KnapsackProblem()
|
---|
[6938] | 108 | : base(new KnapsackEvaluator(), new RandomBinaryVectorCreator()) {
|
---|
[3070] | 109 | Parameters.Add(new ValueParameter<IntValue>("KnapsackCapacity", "Capacity of the Knapsack.", new IntValue(0)));
|
---|
| 110 | Parameters.Add(new ValueParameter<IntArray>("Weights", "The weights of the items.", new IntArray(5)));
|
---|
| 111 | Parameters.Add(new ValueParameter<IntArray>("Values", "The values of the items.", new IntArray(5)));
|
---|
| 112 | Parameters.Add(new ValueParameter<DoubleValue>("Penalty", "The penalty value for each unit of overweight.", new DoubleValue(1)));
|
---|
[3787] | 113 | Parameters.Add(new OptionalValueParameter<BinaryVector>("BestKnownSolution", "The best known solution of this Knapsack instance."));
|
---|
[3070] | 114 |
|
---|
[6938] | 115 | Maximization.Value = true;
|
---|
[6939] | 116 | MaximizationParameter.Hidden = true;
|
---|
[3125] | 117 |
|
---|
[6938] | 118 | SolutionCreator.BinaryVectorParameter.ActualName = "KnapsackSolution";
|
---|
| 119 |
|
---|
[3125] | 120 | InitializeRandomKnapsackInstance();
|
---|
[5287] | 121 |
|
---|
[3070] | 122 | ParameterizeSolutionCreator();
|
---|
| 123 | ParameterizeEvaluator();
|
---|
| 124 |
|
---|
[4098] | 125 | InitializeOperators();
|
---|
[7351] | 126 | RegisterEventHandlers();
|
---|
[3070] | 127 | }
|
---|
| 128 |
|
---|
| 129 | #region Events
|
---|
[6938] | 130 | protected override void OnSolutionCreatorChanged() {
|
---|
| 131 | base.OnSolutionCreatorChanged();
|
---|
[3641] | 132 | SolutionCreator.BinaryVectorParameter.ActualNameChanged += new EventHandler(SolutionCreator_BinaryVectorParameter_ActualNameChanged);
|
---|
[3070] | 133 | ParameterizeSolutionCreator();
|
---|
| 134 | ParameterizeEvaluator();
|
---|
[3667] | 135 | ParameterizeAnalyzer();
|
---|
[3070] | 136 | ParameterizeOperators();
|
---|
| 137 | }
|
---|
[6938] | 138 | protected override void OnEvaluatorChanged() {
|
---|
| 139 | base.OnEvaluatorChanged();
|
---|
[3070] | 140 | ParameterizeEvaluator();
|
---|
[3667] | 141 | ParameterizeAnalyzer();
|
---|
[3070] | 142 | }
|
---|
[6938] | 143 | private void SolutionCreator_BinaryVectorParameter_ActualNameChanged(object sender, EventArgs e) {
|
---|
[3070] | 144 | ParameterizeEvaluator();
|
---|
[3667] | 145 | ParameterizeAnalyzer();
|
---|
[6938] | 146 | ParameterizeOperators();
|
---|
[3070] | 147 | }
|
---|
[6938] | 148 | private void KnapsackCapacityParameter_ValueChanged(object sender, EventArgs e) {
|
---|
[3109] | 149 | ParameterizeEvaluator();
|
---|
[3667] | 150 | ParameterizeAnalyzer();
|
---|
[3070] | 151 | }
|
---|
[6938] | 152 | private void WeightsParameter_ValueChanged(object sender, EventArgs e) {
|
---|
[3109] | 153 | ParameterizeEvaluator();
|
---|
[3667] | 154 | ParameterizeAnalyzer();
|
---|
[3110] | 155 | ParameterizeSolutionCreator();
|
---|
[3111] | 156 |
|
---|
| 157 | WeightsParameter.Value.Reset += new EventHandler(WeightsValue_Reset);
|
---|
[3070] | 158 | }
|
---|
[6938] | 159 | private void WeightsValue_Reset(object sender, EventArgs e) {
|
---|
[3111] | 160 | ParameterizeSolutionCreator();
|
---|
[3463] | 161 |
|
---|
| 162 | if (WeightsParameter.Value != null && ValuesParameter.Value != null)
|
---|
| 163 | ((IStringConvertibleArray)ValuesParameter.Value).Length = WeightsParameter.Value.Length;
|
---|
[3111] | 164 | }
|
---|
[6938] | 165 | private void ValuesParameter_ValueChanged(object sender, EventArgs e) {
|
---|
[3109] | 166 | ParameterizeEvaluator();
|
---|
[3667] | 167 | ParameterizeAnalyzer();
|
---|
[3110] | 168 | ParameterizeSolutionCreator();
|
---|
[3111] | 169 |
|
---|
| 170 | ValuesParameter.Value.Reset += new EventHandler(ValuesValue_Reset);
|
---|
[3109] | 171 | }
|
---|
[6938] | 172 | private void ValuesValue_Reset(object sender, EventArgs e) {
|
---|
[3111] | 173 | ParameterizeSolutionCreator();
|
---|
[3463] | 174 |
|
---|
| 175 | if (WeightsParameter.Value != null && ValuesParameter.Value != null)
|
---|
| 176 | ((IStringConvertibleArray)WeightsParameter.Value).Length = ValuesParameter.Value.Length;
|
---|
[3111] | 177 | }
|
---|
[6938] | 178 | private void PenaltyParameter_ValueChanged(object sender, EventArgs e) {
|
---|
[3109] | 179 | ParameterizeEvaluator();
|
---|
| 180 | }
|
---|
[6938] | 181 | private void OneBitflipMoveParameter_ActualNameChanged(object sender, EventArgs e) {
|
---|
[3124] | 182 | string name = ((ILookupParameter<OneBitflipMove>)sender).ActualName;
|
---|
| 183 | foreach (IOneBitflipMoveOperator op in Operators.OfType<IOneBitflipMoveOperator>()) {
|
---|
| 184 | op.OneBitflipMoveParameter.ActualName = name;
|
---|
| 185 | }
|
---|
| 186 | }
|
---|
[3070] | 187 | #endregion
|
---|
| 188 |
|
---|
| 189 | #region Helpers
|
---|
| 190 | [StorableHook(HookType.AfterDeserialization)]
|
---|
[4722] | 191 | private void AfterDeserialization() {
|
---|
[4118] | 192 | // BackwardsCompatibility3.3
|
---|
| 193 | #region Backwards compatible code (remove with 3.4)
|
---|
[6939] | 194 | if (Operators.Count == 0) InitializeOperators();
|
---|
[4118] | 195 | #endregion
|
---|
[7351] | 196 | RegisterEventHandlers();
|
---|
[4118] | 197 | }
|
---|
| 198 |
|
---|
[7351] | 199 | private void RegisterEventHandlers() {
|
---|
[3641] | 200 | SolutionCreator.BinaryVectorParameter.ActualNameChanged += new EventHandler(SolutionCreator_BinaryVectorParameter_ActualNameChanged);
|
---|
[3109] | 201 | KnapsackCapacityParameter.ValueChanged += new EventHandler(KnapsackCapacityParameter_ValueChanged);
|
---|
| 202 | WeightsParameter.ValueChanged += new EventHandler(WeightsParameter_ValueChanged);
|
---|
[3111] | 203 | WeightsParameter.Value.Reset += new EventHandler(WeightsValue_Reset);
|
---|
[3109] | 204 | ValuesParameter.ValueChanged += new EventHandler(ValuesParameter_ValueChanged);
|
---|
[3111] | 205 | ValuesParameter.Value.Reset += new EventHandler(ValuesValue_Reset);
|
---|
[3109] | 206 | PenaltyParameter.ValueChanged += new EventHandler(PenaltyParameter_ValueChanged);
|
---|
[3070] | 207 | }
|
---|
| 208 | private void ParameterizeSolutionCreator() {
|
---|
[5287] | 209 | if (SolutionCreator.LengthParameter.Value == null ||
|
---|
[3070] | 210 | SolutionCreator.LengthParameter.Value.Value != WeightsParameter.Value.Length)
|
---|
| 211 | SolutionCreator.LengthParameter.Value = new IntValue(WeightsParameter.Value.Length);
|
---|
| 212 | }
|
---|
| 213 | private void ParameterizeEvaluator() {
|
---|
| 214 | if (Evaluator is KnapsackEvaluator) {
|
---|
| 215 | KnapsackEvaluator knapsackEvaluator =
|
---|
| 216 | (KnapsackEvaluator)Evaluator;
|
---|
| 217 | knapsackEvaluator.BinaryVectorParameter.ActualName = SolutionCreator.BinaryVectorParameter.ActualName;
|
---|
[6053] | 218 | knapsackEvaluator.BinaryVectorParameter.Hidden = true;
|
---|
[3109] | 219 | knapsackEvaluator.KnapsackCapacityParameter.ActualName = KnapsackCapacityParameter.Name;
|
---|
[6053] | 220 | knapsackEvaluator.KnapsackCapacityParameter.Hidden = true;
|
---|
[3070] | 221 | knapsackEvaluator.WeightsParameter.ActualName = WeightsParameter.Name;
|
---|
[6053] | 222 | knapsackEvaluator.WeightsParameter.Hidden = true;
|
---|
[3070] | 223 | knapsackEvaluator.ValuesParameter.ActualName = ValuesParameter.Name;
|
---|
[6053] | 224 | knapsackEvaluator.ValuesParameter.Hidden = true;
|
---|
[3070] | 225 | knapsackEvaluator.PenaltyParameter.ActualName = PenaltyParameter.Name;
|
---|
[6053] | 226 | knapsackEvaluator.PenaltyParameter.Hidden = true;
|
---|
[3070] | 227 | }
|
---|
| 228 | }
|
---|
[3667] | 229 | private void ParameterizeAnalyzer() {
|
---|
[3789] | 230 | BestKnapsackSolutionAnalyzer.MaximizationParameter.ActualName = MaximizationParameter.Name;
|
---|
[6053] | 231 | BestKnapsackSolutionAnalyzer.MaximizationParameter.Hidden = true;
|
---|
[3789] | 232 | BestKnapsackSolutionAnalyzer.BestKnownQualityParameter.ActualName = BestKnownQualityParameter.Name;
|
---|
[6053] | 233 | BestKnapsackSolutionAnalyzer.BestKnownQualityParameter.Hidden = true;
|
---|
[3789] | 234 | BestKnapsackSolutionAnalyzer.BestKnownSolutionParameter.ActualName = BestKnownSolutionParameter.Name;
|
---|
[6053] | 235 | BestKnapsackSolutionAnalyzer.BestKnownSolutionParameter.Hidden = true;
|
---|
[3667] | 236 | BestKnapsackSolutionAnalyzer.BinaryVectorParameter.ActualName = SolutionCreator.BinaryVectorParameter.ActualName;
|
---|
[6053] | 237 | BestKnapsackSolutionAnalyzer.BinaryVectorParameter.Hidden = true;
|
---|
[3667] | 238 | BestKnapsackSolutionAnalyzer.KnapsackCapacityParameter.ActualName = KnapsackCapacityParameter.Name;
|
---|
[6053] | 239 | BestKnapsackSolutionAnalyzer.KnapsackCapacityParameter.Hidden = true;
|
---|
[3667] | 240 | BestKnapsackSolutionAnalyzer.WeightsParameter.ActualName = WeightsParameter.Name;
|
---|
[6053] | 241 | BestKnapsackSolutionAnalyzer.WeightsParameter.Hidden = true;
|
---|
[3667] | 242 | BestKnapsackSolutionAnalyzer.ValuesParameter.ActualName = ValuesParameter.Name;
|
---|
[6053] | 243 | BestKnapsackSolutionAnalyzer.ValuesParameter.Hidden = true;
|
---|
[3467] | 244 | }
|
---|
[3070] | 245 | private void InitializeOperators() {
|
---|
[7789] | 246 | Operators.Add(new KnapsackImprovementOperator());
|
---|
| 247 | Operators.Add(new KnapsackPathRelinker());
|
---|
| 248 | Operators.Add(new KnapsackSimultaneousPathRelinker());
|
---|
| 249 | Operators.Add(new KnapsackSimilarityCalculator());
|
---|
| 250 |
|
---|
[6938] | 251 | Operators.Add(new BestKnapsackSolutionAnalyzer());
|
---|
[3667] | 252 | ParameterizeAnalyzer();
|
---|
[3303] | 253 | foreach (IBinaryVectorOperator op in ApplicationManager.Manager.GetInstances<IBinaryVectorOperator>()) {
|
---|
| 254 | if (!(op is ISingleObjectiveMoveEvaluator) || (op is IKnapsackMoveEvaluator)) {
|
---|
[6938] | 255 | Operators.Add(op);
|
---|
[3127] | 256 | }
|
---|
[3070] | 257 | }
|
---|
[3303] | 258 | ParameterizeOperators();
|
---|
[3124] | 259 | InitializeMoveGenerators();
|
---|
[3070] | 260 | }
|
---|
[3124] | 261 | private void InitializeMoveGenerators() {
|
---|
| 262 | foreach (IOneBitflipMoveOperator op in Operators.OfType<IOneBitflipMoveOperator>()) {
|
---|
| 263 | if (op is IMoveGenerator) {
|
---|
| 264 | op.OneBitflipMoveParameter.ActualNameChanged += new EventHandler(OneBitflipMoveParameter_ActualNameChanged);
|
---|
| 265 | }
|
---|
| 266 | }
|
---|
| 267 | }
|
---|
[3070] | 268 | private void ParameterizeOperators() {
|
---|
| 269 | foreach (IBinaryVectorCrossover op in Operators.OfType<IBinaryVectorCrossover>()) {
|
---|
| 270 | op.ParentsParameter.ActualName = SolutionCreator.BinaryVectorParameter.ActualName;
|
---|
[6053] | 271 | op.ParentsParameter.Hidden = true;
|
---|
[3070] | 272 | op.ChildParameter.ActualName = SolutionCreator.BinaryVectorParameter.ActualName;
|
---|
[6053] | 273 | op.ChildParameter.Hidden = true;
|
---|
[3070] | 274 | }
|
---|
| 275 | foreach (IBinaryVectorManipulator op in Operators.OfType<IBinaryVectorManipulator>()) {
|
---|
| 276 | op.BinaryVectorParameter.ActualName = SolutionCreator.BinaryVectorParameter.ActualName;
|
---|
[6053] | 277 | op.BinaryVectorParameter.Hidden = true;
|
---|
[3070] | 278 | }
|
---|
[3124] | 279 | foreach (IBinaryVectorMoveOperator op in Operators.OfType<IBinaryVectorMoveOperator>()) {
|
---|
| 280 | op.BinaryVectorParameter.ActualName = SolutionCreator.BinaryVectorParameter.ActualName;
|
---|
[6053] | 281 | op.BinaryVectorParameter.Hidden = true;
|
---|
[3124] | 282 | }
|
---|
| 283 | foreach (IKnapsackMoveEvaluator op in Operators.OfType<IKnapsackMoveEvaluator>()) {
|
---|
| 284 | op.KnapsackCapacityParameter.ActualName = KnapsackCapacityParameter.Name;
|
---|
[6053] | 285 | op.KnapsackCapacityParameter.Hidden = true;
|
---|
[3124] | 286 | op.PenaltyParameter.ActualName = PenaltyParameter.Name;
|
---|
[6053] | 287 | op.PenaltyParameter.Hidden = true;
|
---|
[3124] | 288 | op.WeightsParameter.ActualName = WeightsParameter.Name;
|
---|
[6053] | 289 | op.WeightsParameter.Hidden = true;
|
---|
[3124] | 290 | op.ValuesParameter.ActualName = ValuesParameter.Name;
|
---|
[6053] | 291 | op.ValuesParameter.Hidden = true;
|
---|
[3124] | 292 | }
|
---|
[6053] | 293 | foreach (var op in Operators.OfType<IBinaryVectorMultiNeighborhoodShakingOperator>()) {
|
---|
[6042] | 294 | op.BinaryVectorParameter.ActualName = SolutionCreator.BinaryVectorParameter.ActualName;
|
---|
[6053] | 295 | op.BinaryVectorParameter.Hidden = true;
|
---|
| 296 | }
|
---|
[7789] | 297 | foreach (IImprovementOperator op in Operators.OfType<IImprovementOperator>()) {
|
---|
| 298 | op.TargetParameter.ActualName = SolutionCreator.BinaryVectorParameter.ActualName;
|
---|
| 299 | op.TargetParameter.Hidden = true;
|
---|
| 300 | }
|
---|
| 301 | foreach (IPathRelinker op in Operators.OfType<IPathRelinker>()) {
|
---|
| 302 | op.ParentsParameter.ActualName = SolutionCreator.BinaryVectorParameter.ActualName;
|
---|
| 303 | op.ParentsParameter.Hidden = true;
|
---|
| 304 | }
|
---|
| 305 | foreach (ISimilarityCalculator op in Operators.OfType<ISimilarityCalculator>()) {
|
---|
[8086] | 306 | op.Target = SolutionCreator.BinaryVectorParameter.ActualName;
|
---|
[7789] | 307 | }
|
---|
[3070] | 308 | }
|
---|
| 309 | #endregion
|
---|
[4098] | 310 |
|
---|
| 311 | private void InitializeRandomKnapsackInstance() {
|
---|
| 312 | System.Random rand = new System.Random();
|
---|
| 313 |
|
---|
| 314 | int itemCount = rand.Next(10, 100);
|
---|
| 315 | Weights = new IntArray(itemCount);
|
---|
| 316 | Values = new IntArray(itemCount);
|
---|
| 317 |
|
---|
| 318 | double totalWeight = 0;
|
---|
| 319 |
|
---|
| 320 | for (int i = 0; i < itemCount; i++) {
|
---|
| 321 | int value = rand.Next(1, 10);
|
---|
| 322 | int weight = rand.Next(1, 10);
|
---|
| 323 |
|
---|
| 324 | Values[i] = value;
|
---|
| 325 | Weights[i] = weight;
|
---|
| 326 | totalWeight += weight;
|
---|
| 327 | }
|
---|
| 328 |
|
---|
| 329 | int capacity = (int)Math.Round(0.7 * totalWeight);
|
---|
| 330 | KnapsackCapacity = new IntValue(capacity);
|
---|
| 331 | }
|
---|
[3070] | 332 | }
|
---|
| 333 | }
|
---|