1 | #region License Information
|
---|
2 |
|
---|
3 | /* HeuristicLab
|
---|
4 | * Copyright (C) 2002-2016 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
|
---|
5 | *
|
---|
6 | * This file is part of HeuristicLab.
|
---|
7 | *
|
---|
8 | * HeuristicLab is free software: you can redistribute it and/or modify
|
---|
9 | * it under the terms of the GNU General Public License as published by
|
---|
10 | * the Free Software Foundation, either version 3 of the License, or
|
---|
11 | * (at your option) any later version.
|
---|
12 | *
|
---|
13 | * HeuristicLab is distributed in the hope that it will be useful,
|
---|
14 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
|
---|
15 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
---|
16 | * GNU General Public License for more details.
|
---|
17 | *
|
---|
18 | * You should have received a copy of the GNU General Public License
|
---|
19 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
|
---|
20 | */
|
---|
21 |
|
---|
22 | #endregion
|
---|
23 |
|
---|
24 | using System.Linq;
|
---|
25 | using HeuristicLab.Common;
|
---|
26 | using HeuristicLab.Core;
|
---|
27 | using HeuristicLab.Data;
|
---|
28 | using HeuristicLab.Optimization;
|
---|
29 | using HeuristicLab.Parameters;
|
---|
30 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
|
---|
31 | using HeuristicLab.Problems.Instances;
|
---|
32 | using HeuristicLab.Problems.BinPacking3D.Encoding;
|
---|
33 | using HeuristicLab.Problems.BinPacking3D.Evaluators;
|
---|
34 | using HeuristicLab.Problems.BinPacking3D.Instances;
|
---|
35 |
|
---|
36 | namespace HeuristicLab.Problems.BinPacking3D {
|
---|
37 | // in comparison to the 2d problem the 3d problem implementation also supports checking stacking constraints
|
---|
38 | [StorableClass]
|
---|
39 | public abstract class ProblemBase<TEnc, TSol> :
|
---|
40 | SingleObjectiveBasicProblem<TEnc>, IProblemInstanceConsumer<BPPData>, IProblemInstanceExporter<BPPData>
|
---|
41 | where TEnc : class, IEncoding
|
---|
42 | where TSol : class, IItem {
|
---|
43 | protected readonly string SolutionEvaluatorParameterName = "SolutionEvaluator";
|
---|
44 | protected readonly string UseStackingConstraintsParameterName = "UseStackingConstraints";
|
---|
45 |
|
---|
46 | public readonly string EncodedSolutionName = "EncodedSolution";
|
---|
47 | #region Default Instance
|
---|
48 | private readonly BPPData defaultInstance = new BPPData() {
|
---|
49 | Name = "3D BPP Default Instance",
|
---|
50 | Description = "The default instance for 3D Bin Packing.",
|
---|
51 | BinShape = new PackingShape(25, 25, 35),
|
---|
52 | Items = new PackingItem[] {
|
---|
53 | new PackingItem(12,5,10, new PackingShape(25,25,35)),
|
---|
54 | new PackingItem(10,18,20, new PackingShape(25,25,35)),
|
---|
55 | new PackingItem(9,7,7, new PackingShape(25,25,35)),
|
---|
56 | new PackingItem(21,12,4, new PackingShape(25,25,35)),
|
---|
57 | new PackingItem(8,8,12, new PackingShape(25,25,35)),
|
---|
58 | new PackingItem(3,6,14, new PackingShape(25,25,35)),
|
---|
59 | new PackingItem(20,4,9, new PackingShape(25,25,35)),
|
---|
60 | new PackingItem(5,9,8, new PackingShape(25,25,35)),
|
---|
61 | new PackingItem(7,17,3, new PackingShape(25,25,35)),
|
---|
62 | new PackingItem(13,20,15, new PackingShape(25,25,35)),
|
---|
63 | new PackingItem(9,11,9, new PackingShape(25,25,35)),
|
---|
64 | new PackingItem(10,18,20, new PackingShape(25,25,35)),
|
---|
65 | new PackingItem(9,7,7, new PackingShape(25,25,35)),
|
---|
66 | new PackingItem(21,12,4, new PackingShape(25,25,35)),
|
---|
67 | new PackingItem(8,8,12, new PackingShape(25,25,35)),
|
---|
68 | new PackingItem(3,6,14, new PackingShape(25,25,35)),
|
---|
69 | new PackingItem(20,4,9, new PackingShape(25,25,35)),
|
---|
70 | new PackingItem(5,9,8, new PackingShape(25,25,35)),
|
---|
71 | new PackingItem(7,17,3, new PackingShape(25,25,35)),
|
---|
72 | new PackingItem(13,20,15, new PackingShape(25,25,35)),
|
---|
73 | new PackingItem(9,11,9, new PackingShape(25,25,35)),
|
---|
74 | new PackingItem(10,18,20, new PackingShape(25,25,35)),
|
---|
75 | new PackingItem(9,7,7, new PackingShape(25,25,35)),
|
---|
76 | new PackingItem(21,12,4, new PackingShape(25,25,35)),
|
---|
77 | new PackingItem(8,8,12, new PackingShape(25,25,35)),
|
---|
78 | new PackingItem(3,6,14, new PackingShape(25,25,35)),
|
---|
79 | new PackingItem(20,4,9, new PackingShape(25,25,35)),
|
---|
80 | new PackingItem(5,9,8, new PackingShape(25,25,35)),
|
---|
81 | new PackingItem(7,17,3, new PackingShape(25,25,35)),
|
---|
82 | new PackingItem(13,20,15, new PackingShape(25,25,35)),
|
---|
83 | new PackingItem(9,11, 9,new PackingShape(25,25,35)),
|
---|
84 | new PackingItem(10,18,20, new PackingShape(25,25,35)),
|
---|
85 | new PackingItem(9,7,7, new PackingShape(25,25,35)),
|
---|
86 | new PackingItem(21,12,4, new PackingShape(25,25,35)),
|
---|
87 | new PackingItem(8,8,12, new PackingShape(25,25,35)),
|
---|
88 | new PackingItem(3,6,14, new PackingShape(25,25,35)),
|
---|
89 | new PackingItem(20,4,9, new PackingShape(25,25,35)),
|
---|
90 | new PackingItem(5,9,8, new PackingShape(25,25,35)),
|
---|
91 | new PackingItem(7,17,3, new PackingShape(25,25,35)),
|
---|
92 | new PackingItem(13,20,15, new PackingShape(25,25,35)),
|
---|
93 | new PackingItem(9,11,9, new PackingShape(25,25,35))
|
---|
94 | },
|
---|
95 | };
|
---|
96 | #endregion
|
---|
97 |
|
---|
98 | #region parameter properties
|
---|
99 | public IValueParameter<IDecoder<TSol>> DecoderParameter {
|
---|
100 | get { return (IValueParameter<IDecoder<TSol>>)Parameters["Decoder"]; }
|
---|
101 | }
|
---|
102 | public IValueParameter<IEvaluator> SolutionEvaluatorParameter {
|
---|
103 | get { return (IValueParameter<IEvaluator>)Parameters[SolutionEvaluatorParameterName]; }
|
---|
104 | }
|
---|
105 | public IFixedValueParameter<BoolValue> UseStackingConstraintsParameter {
|
---|
106 | get { return (IFixedValueParameter<BoolValue>)Parameters[UseStackingConstraintsParameterName]; }
|
---|
107 | }
|
---|
108 | public IValueParameter<ReadOnlyItemList<PackingItem>> ItemsParameter {
|
---|
109 | get { return (IValueParameter<ReadOnlyItemList<PackingItem>>)Parameters["Items"]; }
|
---|
110 | }
|
---|
111 | public IValueParameter<PackingShape> BinShapeParameter {
|
---|
112 | get { return (IValueParameter<PackingShape>)Parameters["BinShape"]; }
|
---|
113 | }
|
---|
114 | public IValueParameter<Solution> BestKnownSolutionParameter {
|
---|
115 | get { return (IValueParameter<Solution>)Parameters["BestKnownSolution"]; }
|
---|
116 | }
|
---|
117 | public IFixedValueParameter<IntValue> LowerBoundParameter {
|
---|
118 | get { return (IFixedValueParameter<IntValue>)Parameters["LowerBound"]; }
|
---|
119 | }
|
---|
120 | #endregion
|
---|
121 |
|
---|
122 | #region properties
|
---|
123 | public IDecoder<TSol> Decoder {
|
---|
124 | get { return DecoderParameter.Value; }
|
---|
125 | set { DecoderParameter.Value = value; }
|
---|
126 | }
|
---|
127 | public IEvaluator SolutionEvaluator {
|
---|
128 | get { return SolutionEvaluatorParameter.Value; }
|
---|
129 | set { SolutionEvaluatorParameter.Value = value; }
|
---|
130 | }
|
---|
131 | public bool UseStackingConstraints {
|
---|
132 | get { return UseStackingConstraintsParameter.Value.Value; }
|
---|
133 | set { UseStackingConstraintsParameter.Value.Value = value; }
|
---|
134 | }
|
---|
135 | public ReadOnlyItemList<PackingItem> Items {
|
---|
136 | get { return ItemsParameter.Value; }
|
---|
137 | set { ItemsParameter.Value = value; }
|
---|
138 | }
|
---|
139 | public PackingShape BinShape {
|
---|
140 | get { return BinShapeParameter.Value; }
|
---|
141 | set { BinShapeParameter.Value = value; }
|
---|
142 | }
|
---|
143 | public Solution BestKnownSolution {
|
---|
144 | get { return BestKnownSolutionParameter.Value; }
|
---|
145 | set { BestKnownSolutionParameter.Value = value; }
|
---|
146 | }
|
---|
147 | public int LowerBound {
|
---|
148 | get { return LowerBoundParameter.Value.Value; }
|
---|
149 | }
|
---|
150 | public int NumberOfItems {
|
---|
151 | get { return Items == null ? 0 : Items.Count; }
|
---|
152 | }
|
---|
153 | #endregion
|
---|
154 |
|
---|
155 | // persistence
|
---|
156 | [StorableConstructor]
|
---|
157 | protected ProblemBase(bool deserializing) : base(deserializing) { }
|
---|
158 |
|
---|
159 | // cloning
|
---|
160 | protected ProblemBase(ProblemBase<TEnc, TSol> original, Cloner cloner)
|
---|
161 | : base(original, cloner) {
|
---|
162 | }
|
---|
163 |
|
---|
164 | protected ProblemBase()
|
---|
165 | : base() {
|
---|
166 | var defaultEvaluator = new PackingRatioEvaluator();
|
---|
167 | Parameters.Add(new ValueParameter<IDecoder<TSol>>("Decoder", "The decoder translates a permutation to a packing solution candidiates"));
|
---|
168 | Parameters.Add(new ValueParameter<IEvaluator>(SolutionEvaluatorParameterName, "The evaluator calculates qualities of solution candidates", defaultEvaluator));
|
---|
169 | Parameters.Add(new FixedValueParameter<BoolValue>(UseStackingConstraintsParameterName, "A flag that determines if stacking constraints are considered when solving the problem.", new BoolValue(false)));
|
---|
170 | Parameters.Add(new ValueParameter<ReadOnlyItemList<PackingItem>>("Items", "The items which must be packed into bins"));
|
---|
171 | Parameters.Add(new ValueParameter<PackingShape>("BinShape", "The size of bins into which items must be packed"));
|
---|
172 | Parameters.Add(new OptionalValueParameter<Solution>("BestKnownSolution", "The best solution found so far"));
|
---|
173 | Parameters.Add(new FixedValueParameter<IntValue>("LowerBound", "A lower bound for the number of bins that is necessary to pack all items"));
|
---|
174 |
|
---|
175 | Load(defaultInstance);
|
---|
176 | }
|
---|
177 |
|
---|
178 | public override bool Maximization { get { return true; } }
|
---|
179 |
|
---|
180 | public override double Evaluate(Individual individual, IRandom random) {
|
---|
181 | var encodedSolutionCand = (TSol)individual[EncodedSolutionName];
|
---|
182 | var decoder = Decoder;
|
---|
183 | var solution = decoder.Decode(encodedSolutionCand, BinShape, Items, UseStackingConstraints);
|
---|
184 | return SolutionEvaluator.Evaluate(solution);
|
---|
185 | }
|
---|
186 |
|
---|
187 | public override void Analyze(Individual[] individuals, double[] qualities, ResultCollection results, IRandom random) {
|
---|
188 | base.Analyze(individuals, qualities, results, random);
|
---|
189 | Analyze(individuals.Select(i => (TSol)i[EncodedSolutionName]).ToArray(), qualities, results, random);
|
---|
190 | }
|
---|
191 |
|
---|
192 | // NOTE: same implementation as for 2d problem
|
---|
193 | public virtual void Analyze(TSol[] individuals, double[] qualities, ResultCollection results, IRandom random) {
|
---|
194 | var bestSolutionResultName = "Best Packing Solution";
|
---|
195 | var numContainersResultName = "Nr of Containers";
|
---|
196 | var binUtilResultName = "Overall Bin Utilization";
|
---|
197 |
|
---|
198 | if (!results.ContainsKey(bestSolutionResultName)) results.Add(new Result(bestSolutionResultName, typeof(Solution)));
|
---|
199 | if (!results.ContainsKey(numContainersResultName)) results.Add(new Result(numContainersResultName, typeof(IntValue)));
|
---|
200 | if (!results.ContainsKey(binUtilResultName)) results.Add(new Result(binUtilResultName, typeof(DoubleValue)));
|
---|
201 |
|
---|
202 |
|
---|
203 | // find index of item with max quality
|
---|
204 | int bestIdx = 0;
|
---|
205 | for (int j = 1; j < qualities.Length; j++)
|
---|
206 | if (qualities[j] > qualities[bestIdx]) bestIdx = j;
|
---|
207 |
|
---|
208 |
|
---|
209 | // update best solution so far
|
---|
210 | var bestSolution = results[bestSolutionResultName].Value as Solution;
|
---|
211 | if (bestSolution == null ||
|
---|
212 | bestSolution.Quality.Value < qualities[bestIdx]) {
|
---|
213 |
|
---|
214 | var newBestSolution = Decoder.Decode(individuals[bestIdx], BinShape, Items, UseStackingConstraints);
|
---|
215 | newBestSolution.Quality = new DoubleValue(qualities[bestIdx]);
|
---|
216 | results[bestSolutionResultName].Value = newBestSolution;
|
---|
217 | results[numContainersResultName].Value = new IntValue(newBestSolution.NrOfBins);
|
---|
218 | results[binUtilResultName].Value = new DoubleValue(BinUtilizationEvaluator.CalculateBinUtilization(newBestSolution));
|
---|
219 |
|
---|
220 | // update best known solution
|
---|
221 | var bestKnownQuality = BestKnownQualityParameter.Value;
|
---|
222 | if (bestKnownQuality == null ||
|
---|
223 | bestKnownQuality.Value < qualities[bestIdx]) {
|
---|
224 | BestKnownQualityParameter.ActualValue = new DoubleValue(qualities[bestIdx]);
|
---|
225 | BestKnownSolutionParameter.ActualValue = newBestSolution;
|
---|
226 | }
|
---|
227 | }
|
---|
228 | }
|
---|
229 |
|
---|
230 |
|
---|
231 | #region Problem instance handling
|
---|
232 | public void Load(BPPData data) {
|
---|
233 | BestKnownSolutionParameter.Value = null;
|
---|
234 | BestKnownQualityParameter.Value = null;
|
---|
235 |
|
---|
236 | if (data.BestKnownQuality.HasValue)
|
---|
237 | BestKnownQuality = data.BestKnownQuality.Value;
|
---|
238 |
|
---|
239 | BinShape = data.BinShape;
|
---|
240 | var items = new ItemList<PackingItem>(data.Items);
|
---|
241 | Items = items.AsReadOnly();
|
---|
242 |
|
---|
243 | ApplyHorizontalOrientation();
|
---|
244 | LowerBoundParameter.Value.Value = CalculateLowerBound();
|
---|
245 | }
|
---|
246 |
|
---|
247 |
|
---|
248 | public BPPData Export() {
|
---|
249 | return new BPPData {
|
---|
250 | Name = Name,
|
---|
251 | Description = Description,
|
---|
252 | BinShape = BinShape,
|
---|
253 | Items = Items.ToArray()
|
---|
254 | };
|
---|
255 | }
|
---|
256 | #endregion
|
---|
257 |
|
---|
258 |
|
---|
259 | #region helpers
|
---|
260 | private void ApplyHorizontalOrientation() {
|
---|
261 | BinShape.ApplyHorizontalOrientation();
|
---|
262 | foreach (var shape in Items) {
|
---|
263 | shape.ApplyHorizontalOrientation();
|
---|
264 | }
|
---|
265 | }
|
---|
266 |
|
---|
267 | private int CalculateLowerBound() {
|
---|
268 | //This is the obvious continuous lower bound calculation; Martello and Vigo proposed a better way but it has not been implemented yet;
|
---|
269 | int itemsVol = Items.Select(x => x.Volume).Sum();
|
---|
270 | int binVol = BinShape.Volume;
|
---|
271 | return (itemsVol + binVol - 1) / (binVol);
|
---|
272 | }
|
---|
273 |
|
---|
274 | #endregion
|
---|
275 | }
|
---|
276 | }
|
---|