Last change
on this file since 11730 was
11730,
checked in by gkronber, 9 years ago
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#2283: several major extensions for grammatical optimization
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File size:
1.5 KB
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1 | using System;
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2 | using System.Collections.Generic;
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3 | using System.Diagnostics;
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4 | using System.Linq;
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5 | using System.Text;
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6 | using System.Threading.Tasks;
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7 | using HeuristicLab.Common;
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8 |
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9 | namespace HeuristicLab.Algorithms.Bandits {
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10 | public class GenericThompsonSamplingPolicy : BanditPolicy {
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11 | private readonly Random random;
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12 | private readonly IModel model;
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13 |
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14 | public GenericThompsonSamplingPolicy(Random random, int numActions, IModel model)
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15 | : base(numActions) {
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16 | this.random = random;
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17 | this.model = model;
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18 | }
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19 |
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20 | public override int SelectAction() {
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21 | Debug.Assert(Actions.Any());
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22 | var maxR = double.NegativeInfinity;
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23 | int bestAction = -1;
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24 | var expRewards = model.SampleExpectedRewards(random);
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25 | foreach (var a in Actions) {
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26 | var r = expRewards[a];
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27 | if (r > maxR) {
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28 | maxR = r;
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29 | bestAction = a;
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30 | }
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31 | }
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32 | return bestAction;
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33 | }
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34 |
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35 | public override void UpdateReward(int action, double reward) {
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36 | Debug.Assert(Actions.Contains(action));
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37 |
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38 | model.Update(action, reward);
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39 | }
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40 |
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41 | public override void DisableAction(int action) {
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42 | base.DisableAction(action);
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43 | model.Disable(action);
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44 | }
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45 |
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46 | public override void Reset() {
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47 | base.Reset();
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48 | model.Reset();
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49 | }
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50 |
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51 | public override void PrintStats() {
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52 | model.PrintStats();
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53 | }
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54 |
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55 | public override string ToString() {
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56 | return string.Format("GenericThompsonSamplingPolicy({0})", model);
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57 | }
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58 | }
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59 | }
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