[227] | 1 | package de.ugoe.cs.eventbench.efg;
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| 2 |
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| 3 | import java.util.ArrayList;
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| 4 | import java.util.Collection;
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| 5 | import java.util.LinkedList;
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| 6 | import java.util.List;
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| 7 | import java.util.Random;
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| 8 |
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| 9 | import de.ugoe.cs.eventbench.commands.CMDupdateModel;
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| 10 | import de.ugoe.cs.eventbench.data.Event;
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| 11 | import de.ugoe.cs.eventbench.efg.data.EFGEvent;
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| 12 | import de.ugoe.cs.eventbench.models.DeterministicFiniteAutomaton;
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| 13 | import de.ugoe.cs.eventbench.models.FirstOrderMarkovModel;
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| 14 | import edu.umd.cs.guitar.model.GUITARConstants;
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| 15 | import edu.umd.cs.guitar.model.IO;
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| 16 | import edu.umd.cs.guitar.model.data.EFG;
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| 17 | import edu.umd.cs.guitar.model.data.EventGraphType;
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| 18 | import edu.umd.cs.guitar.model.data.EventType;
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| 19 |
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| 20 | /**
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| 21 | * <p>
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| 22 | * Provides functionality to generates models defined in the package
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| 23 | * de.ugoe.cs.eventbench.models from EFGs.
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| 24 | * </p>
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| 25 | *
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| 26 | * @author Steffen Herbold
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| 27 | * @version 1.0
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| 28 | */
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| 29 | public class EFGModelGenerator {
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| 30 |
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| 31 | /**
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| 32 | * <p>
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| 33 | * Generates a {@link FirstOrderMarkovModel} from an EFG. In the generated
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| 34 | * model, all following events are equally possible, i.e., the model is
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| 35 | * equal to a {@link DeterministicFiniteAutomaton}. However, through further
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| 36 | * training (e.g., {@link CMDupdateModel}) this can be changed.
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| 37 | * </p>
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| 38 | *
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| 39 | * @param efgFileName
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| 40 | * name of the EFG file
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| 41 | * @return model generated from the EFG
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| 42 | */
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| 43 | public FirstOrderMarkovModel efgToFirstOrderMarkovModel(String efgFileName) {
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| 44 | EFG efg = (EFG) IO.readObjFromFile(efgFileName, EFG.class);
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| 45 |
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[324] | 46 | Collection<List<? extends Event<?>>> subsequences = generateEdgeSequences(efg);
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[227] | 47 | FirstOrderMarkovModel model = new FirstOrderMarkovModel(new Random());
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| 48 | model.train(subsequences);
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| 49 | return model;
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| 50 | }
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| 51 |
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| 52 | /**
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| 53 | * <p>
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| 54 | * Generates a {@link DeterministicFiniteAutomaton} from an EFG.
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| 55 | * </p>
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| 56 | *
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| 57 | * @param efgFileName
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| 58 | * name of the EFG file
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| 59 | * @return model generated from the EFG
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| 60 | */
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| 61 | public DeterministicFiniteAutomaton efgToDeterministicFiniteAutomaton(
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| 62 | String efgFileName) {
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| 63 | EFG efg = (EFG) IO.readObjFromFile(efgFileName, EFG.class);
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| 64 |
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[324] | 65 | Collection<List<? extends Event<?>>> subsequences = generateEdgeSequences(efg);
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[227] | 66 | DeterministicFiniteAutomaton model = new DeterministicFiniteAutomaton(
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| 67 | new Random());
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| 68 | model.train(subsequences);
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| 69 | return model;
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| 70 | }
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| 71 |
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| 72 | /**
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| 73 | * <p>
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| 74 | * Extracts the graph structure from the EFG. The result is a set of
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| 75 | * sequences, where each sequence has length two and represents an edge in
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| 76 | * the EFG.
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| 77 | * </p>
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| 78 | *
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| 79 | * @param efg
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| 80 | * EFG for which the edge sequence set is generated
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| 81 | * @return edge sequence set
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| 82 | */
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[324] | 83 | private Collection<List<? extends Event<?>>> generateEdgeSequences(EFG efg) {
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[227] | 84 | List<Event<?>> events = createEvents(efg);
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| 85 | /*
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| 86 | * getEventGraph returns an adjacency matrix, i.e., a square matrix of
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| 87 | * efgEvents.size(), where a 1 in row i, column j means an edge
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| 88 | * efgEvents.get(i)->efgEvents.get(j) exists.
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| 89 | */
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| 90 | EventGraphType efgGraph = efg.getEventGraph();
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[324] | 91 | Collection<List<? extends Event<?>>> subsequences = new LinkedList<List<? extends Event<?>>>();
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[227] | 92 |
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| 93 | int efgSize = events.size();
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| 94 | for (int row = 0; row < efgSize; row++) {
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| 95 | for (int col = 0; col < efgSize; col++) {
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| 96 | int relation = efgGraph.getRow().get(row).getE().get(col);
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| 97 | // otherEvent is followed by currentEvent
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| 98 | if (relation != GUITARConstants.NO_EDGE) {
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| 99 | List<Event<?>> edge = new LinkedList<Event<?>>();
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| 100 | edge.add(events.get(row));
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| 101 | edge.add(events.get(col));
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| 102 | subsequences.add(edge);
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| 103 | }
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| 104 | }
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| 105 | }
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| 106 | return subsequences;
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| 107 | }
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| 108 |
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| 109 | /**
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| 110 | * <p>
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| 111 | * Extracts creates {@link EFGEvent} for every event contained in the EFG.
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| 112 | * </p>
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| 113 | *
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| 114 | * @param efg
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| 115 | * EFG for which the events are created
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| 116 | * @return list of events
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| 117 | */
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| 118 | private List<Event<?>> createEvents(EFG efg) {
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| 119 | List<EventType> efgEvents = efg.getEvents().getEvent();
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| 120 | List<Event<?>> myEvents = new ArrayList<Event<?>>(efgEvents.size());
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| 121 | for (EventType event : efgEvents) {
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| 122 | /*
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| 123 | * the widgetId and eventId are only hash values, the
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| 124 | * "interpretation" is found in the GUI file.
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| 125 | */
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| 126 | Event<?> myEvent = new EFGEvent(event.getEventId());
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| 127 | myEvent.setTarget(event.getWidgetId());
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| 128 | myEvents.add(myEvent);
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| 129 | }
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| 130 | return myEvents;
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| 131 | }
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| 132 | }
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