1 | package parties.in4010.q12015.group16;
|
---|
2 |
|
---|
3 | import java.util.ArrayList;
|
---|
4 | import java.util.HashMap;
|
---|
5 |
|
---|
6 | import genius.core.Bid;
|
---|
7 | import genius.core.issue.Issue;
|
---|
8 | import genius.core.issue.Value;
|
---|
9 | import genius.core.utility.AdditiveUtilitySpace;
|
---|
10 | import genius.core.utility.EvaluatorDiscrete;
|
---|
11 |
|
---|
12 | public class Opponent {
|
---|
13 | private AdditiveUtilitySpace utilSpace, U16;
|
---|
14 |
|
---|
15 | // The learning rate of the weights
|
---|
16 | private double n = 0.05;
|
---|
17 |
|
---|
18 | private ArrayList<Bid> bidList;
|
---|
19 |
|
---|
20 | public Opponent(AdditiveUtilitySpace utilSpaceGeneral,
|
---|
21 | AdditiveUtilitySpace utilSpaceAgent16) {
|
---|
22 | U16 = new AdditiveUtilitySpace(utilSpaceAgent16);
|
---|
23 | utilSpace = new AdditiveUtilitySpace(utilSpaceGeneral.getDomain());
|
---|
24 | // Initializing all weights as 1/NrOfIssues:
|
---|
25 | double initWeight = (double) 1
|
---|
26 | / (utilSpace.getDomain().getObjectives().size() - 1);
|
---|
27 |
|
---|
28 | for (int i = 1; i <= utilSpace.getDomain().getIssues().size(); i++) {
|
---|
29 | utilSpace.addEvaluator(utilSpace.getDomain().getObjectivesRoot()
|
---|
30 | .getObjective(i), U16.getEvaluator(i));
|
---|
31 | utilSpace.getEvaluator(i).setWeight(initWeight);
|
---|
32 | }
|
---|
33 |
|
---|
34 | bidList = new ArrayList<Bid>();
|
---|
35 | }
|
---|
36 |
|
---|
37 | public void update(Bid bid) {
|
---|
38 | bidList.add(bid);
|
---|
39 | double error = updateIssueWeights();
|
---|
40 | validateIssueWeights(error);
|
---|
41 | }
|
---|
42 |
|
---|
43 | /**
|
---|
44 | * Applies frequency analysis to update issue weights.
|
---|
45 | *
|
---|
46 | * @return average deviation of the sum of the new issue weights from
|
---|
47 | * (1/#issues)
|
---|
48 | */
|
---|
49 | private double updateIssueWeights() {
|
---|
50 | Value val = null;
|
---|
51 | double sumOfWeights = 0;
|
---|
52 |
|
---|
53 | // Adding 'n' to the weights of the issues that have changed
|
---|
54 | for (int i = 1; i <= utilSpace.getDomain().getIssues().size(); i++) {
|
---|
55 | try {
|
---|
56 | val = bidList.get(bidList.size() - 2).getValue(i);
|
---|
57 | } catch (Exception e) {
|
---|
58 | e.printStackTrace();
|
---|
59 | }
|
---|
60 | if (bidList.get(bidList.size() - 1).getValues().containsValue(val)) {
|
---|
61 | utilSpace.getEvaluator(i).setWeight(
|
---|
62 | utilSpace.getEvaluator(i).getWeight() + n);
|
---|
63 | }
|
---|
64 | sumOfWeights += utilSpace.getWeight(i);
|
---|
65 | }
|
---|
66 | double error = (sumOfWeights - 1)
|
---|
67 | / utilSpace.getDomain().getIssues().size();
|
---|
68 | return error;
|
---|
69 | }
|
---|
70 |
|
---|
71 | /**
|
---|
72 | * Validates the issue weights acquired from frequency analysis and keeps
|
---|
73 | * them inside the [0, 1] range.
|
---|
74 | *
|
---|
75 | * @param error
|
---|
76 | * average deviation of the sum of the new issue weights from
|
---|
77 | * (1/#issues)
|
---|
78 | */
|
---|
79 | private void validateIssueWeights(double error) {
|
---|
80 | double checkSum;
|
---|
81 | do {
|
---|
82 | checkSum = 0;
|
---|
83 | // Adjusting all weights (and checking impossible values <0 or >1)
|
---|
84 | for (int i = 1; i <= utilSpace.getDomain().getIssues().size(); i++) {
|
---|
85 | utilSpace.getEvaluator(i).setWeight(
|
---|
86 | utilSpace.getEvaluator(i).getWeight() - error);
|
---|
87 | // To prevent weights from getting below 0 or above 1:
|
---|
88 | if (utilSpace.getEvaluator(i).getWeight() <= 0) {
|
---|
89 | utilSpace.getEvaluator(i).setWeight(0);
|
---|
90 | }
|
---|
91 | if (utilSpace.getEvaluator(i).getWeight() > 1) {
|
---|
92 | utilSpace.getEvaluator(i).setWeight(1);
|
---|
93 | }
|
---|
94 | checkSum += utilSpace.getWeight(i);
|
---|
95 | }
|
---|
96 | error = (checkSum - 1) / utilSpace.getDomain().getIssues().size();
|
---|
97 | } while (0.9999 > checkSum || checkSum > 1.0001);
|
---|
98 | }
|
---|
99 |
|
---|
100 | /**
|
---|
101 | * Calculates the values for all issues at the halfway time of the
|
---|
102 | * negotiation.
|
---|
103 | *
|
---|
104 | * @throws Exception
|
---|
105 | */
|
---|
106 | public void calculateValues() throws Exception {
|
---|
107 | for (Issue issue : utilSpace.getDomain().getIssues()) {
|
---|
108 | HashMap<Value, Integer> counter = new HashMap<Value, Integer>();
|
---|
109 | ArrayList<Value> values = new ArrayList<Value>();
|
---|
110 | Value val = null;
|
---|
111 | // Count how many times each value occurs per issue
|
---|
112 | for (int i = 0; i < bidList.size(); i++) {
|
---|
113 | val = bidList.get(i).getValue(issue.getNumber());
|
---|
114 | if (!counter.containsKey(val)) {
|
---|
115 | counter.put(val, 1);
|
---|
116 | values.add(val);
|
---|
117 | } else if (counter.containsKey(val)) {
|
---|
118 | counter.put(val, counter.get(val) + 1);
|
---|
119 | }
|
---|
120 | }
|
---|
121 |
|
---|
122 | // Add the evaluators with their values to the utility space
|
---|
123 | EvaluatorDiscrete ev = (EvaluatorDiscrete) U16.getEvaluator(issue
|
---|
124 | .getNumber());
|
---|
125 | for (Value value : values) {
|
---|
126 | ev.setEvaluation(value, counter.get(value));
|
---|
127 | }
|
---|
128 | // Add the updated evaluator to the utility space
|
---|
129 | utilSpace.addEvaluator(issue, ev);
|
---|
130 | }
|
---|
131 | }
|
---|
132 |
|
---|
133 | public AdditiveUtilitySpace getUtilSpace() {
|
---|
134 | return utilSpace;
|
---|
135 | }
|
---|
136 |
|
---|
137 | public ArrayList<Bid> getBidHistory() {
|
---|
138 | return bidList;
|
---|
139 | }
|
---|
140 | }
|
---|