[127] | 1 | package agents.anac.y2017.mamenchis;
|
---|
| 2 |
|
---|
| 3 | import java.util.HashMap;
|
---|
| 4 | import java.util.LinkedHashMap;
|
---|
| 5 | import java.util.List;
|
---|
| 6 | import java.util.Map;
|
---|
| 7 | import java.util.Map.Entry;
|
---|
| 8 |
|
---|
| 9 | import genius.core.Bid;
|
---|
| 10 | import genius.core.issue.Issue;
|
---|
| 11 | import genius.core.issue.IssueDiscrete;
|
---|
| 12 | import genius.core.issue.IssueInteger;
|
---|
| 13 | import genius.core.issue.Objective;
|
---|
| 14 | import genius.core.issue.Value;
|
---|
| 15 | import genius.core.issue.ValueDiscrete;
|
---|
| 16 | import genius.core.issue.ValueInteger;
|
---|
| 17 | import genius.core.utility.Evaluator;
|
---|
| 18 | import genius.core.utility.EvaluatorDiscrete;
|
---|
| 19 | import genius.core.utility.EvaluatorInteger;
|
---|
| 20 | import genius.core.utility.UtilitySpace;
|
---|
| 21 | import genius.core.xml.SimpleElement;
|
---|
| 22 |
|
---|
| 23 | import java.util.Set;
|
---|
| 24 |
|
---|
| 25 | public class PreferModel {
|
---|
| 26 |
|
---|
| 27 | private UtilitySpace utilitySpace;
|
---|
| 28 | private Set<Entry<Objective, Evaluator>> evaluators;
|
---|
| 29 | private int numOfIssues;
|
---|
| 30 | private double[] weights;
|
---|
| 31 | private int[] indexOfMaxFreq;
|
---|
| 32 | private int numOfValues;
|
---|
| 33 | private int learnRate;
|
---|
| 34 |
|
---|
| 35 | public PreferModel(UtilitySpace utilitySpace, int num) {
|
---|
| 36 | this.utilitySpace = utilitySpace;
|
---|
| 37 | numOfIssues = num;
|
---|
| 38 | weights = new double[num];
|
---|
| 39 | initWeights();
|
---|
| 40 | initEvaluators();
|
---|
| 41 | setNumOfValues();
|
---|
| 42 | learnRate = 1;
|
---|
| 43 | }
|
---|
| 44 |
|
---|
| 45 | public Set<Entry<Objective, Evaluator>> getEvaluators() {
|
---|
| 46 | return evaluators;
|
---|
| 47 | }
|
---|
| 48 |
|
---|
| 49 | private void setEvaluators(Set<Entry<Objective, Evaluator>> evaluators) {
|
---|
| 50 | this.evaluators = evaluators;
|
---|
| 51 | }
|
---|
| 52 |
|
---|
| 53 | public double[] getWeights() {
|
---|
| 54 | return weights;
|
---|
| 55 | }
|
---|
| 56 |
|
---|
| 57 | public void setWeights(double weights[]) {
|
---|
| 58 | this.weights = weights;
|
---|
| 59 | }
|
---|
| 60 |
|
---|
| 61 | public int[] getIndexOfMaxFreq() {
|
---|
| 62 | return indexOfMaxFreq;
|
---|
| 63 | }
|
---|
| 64 |
|
---|
| 65 | public void setIndexOfMaxFreq(int[] indexOfMaxFreq) {
|
---|
| 66 | this.indexOfMaxFreq = indexOfMaxFreq;
|
---|
| 67 | }
|
---|
| 68 |
|
---|
| 69 | public int getNumOfValues() {
|
---|
| 70 | return numOfValues;
|
---|
| 71 | }
|
---|
| 72 |
|
---|
| 73 | public void setNumOfValues() {
|
---|
| 74 | int num = 0;
|
---|
| 75 | List<Issue> issues = utilitySpace.getDomain().getIssues();
|
---|
| 76 | for (Issue issue : issues) {
|
---|
| 77 | switch (issue.getType()) {
|
---|
| 78 | case DISCRETE:
|
---|
| 79 | IssueDiscrete discrete = (IssueDiscrete) issue;
|
---|
| 80 | num += discrete.getNumberOfValues();
|
---|
| 81 | break;
|
---|
| 82 | case INTEGER:
|
---|
| 83 | IssueInteger integer = (IssueInteger) issue;
|
---|
| 84 | int distance = integer.getUpperBound() - integer.getLowerBound();
|
---|
| 85 | num += (distance + 1);
|
---|
| 86 | break;
|
---|
| 87 | default:
|
---|
| 88 | break;
|
---|
| 89 | }
|
---|
| 90 | }
|
---|
| 91 | numOfValues = num;
|
---|
| 92 | }
|
---|
| 93 |
|
---|
| 94 | private void initEvaluators() {
|
---|
| 95 | try {
|
---|
| 96 | Object[] issuesXML = ((SimpleElement) (utilitySpace.toXML().getChildByTagName("objective")[0]))
|
---|
| 97 | .getChildByTagName("issue").clone();
|
---|
| 98 | Map<Objective, Evaluator> map = new LinkedHashMap<>();
|
---|
| 99 | for (int i = 0; i < numOfIssues; i++) {
|
---|
| 100 | Issue issue = utilitySpace.getDomain().getIssues().get(i);
|
---|
| 101 | switch (issue.getType()) {
|
---|
| 102 | case DISCRETE:
|
---|
| 103 | List<ValueDiscrete> values = ((IssueDiscrete) utilitySpace.getDomain().getIssues().get(i))
|
---|
| 104 | .getValues();
|
---|
| 105 | EvaluatorDiscrete ed = new EvaluatorDiscrete();
|
---|
| 106 | ed.loadFromXML((SimpleElement) issuesXML[i]);
|
---|
| 107 | ed.setWeight(weights[i]);
|
---|
| 108 | for (ValueDiscrete item : values) {
|
---|
| 109 | ed.addEvaluation(item, (int) 1);
|
---|
| 110 | }
|
---|
| 111 | map.put(issue, ed);
|
---|
| 112 | break;
|
---|
| 113 | case INTEGER:
|
---|
| 114 | EvaluatorInteger et = new EvaluatorInteger();
|
---|
| 115 | et.loadFromXML((SimpleElement) issuesXML[i]);
|
---|
| 116 | et.setWeight(weights[i]);
|
---|
| 117 | et.setLinearFunction(0.0, 1.0);
|
---|
| 118 | map.put(issue, et);
|
---|
| 119 | break;
|
---|
| 120 | default:
|
---|
| 121 | System.err.println("Unsuported issue type " + issue.getType());
|
---|
| 122 | break;
|
---|
| 123 | }
|
---|
| 124 | setEvaluators((map.entrySet()));
|
---|
| 125 | }
|
---|
| 126 | } catch (Exception e) {
|
---|
| 127 | // TODO Auto-generated catch block
|
---|
| 128 | e.printStackTrace();
|
---|
| 129 | }
|
---|
| 130 | }
|
---|
| 131 |
|
---|
| 132 | public void loadEvaluatorFromMyPrefer() {
|
---|
| 133 | try {
|
---|
| 134 | Object[] issuesXML = ((SimpleElement) (utilitySpace.toXML().getChildByTagName("objective")[0]))
|
---|
| 135 | .getChildByTagName("issue").clone();
|
---|
| 136 | Object[] weightXML = ((SimpleElement) (utilitySpace.toXML().getChildByTagName("objective")[0]))
|
---|
| 137 | .getChildByTagName("weight");
|
---|
| 138 | Map<Objective, Evaluator> map = new LinkedHashMap<>();
|
---|
| 139 | for (int i = 0; i < numOfIssues; i++) {
|
---|
| 140 | Issue issue = utilitySpace.getDomain().getIssues().get(i);
|
---|
| 141 | switch (issue.getType()) {
|
---|
| 142 | case DISCRETE:
|
---|
| 143 | EvaluatorDiscrete ed = new EvaluatorDiscrete();
|
---|
| 144 | ed.loadFromXML((SimpleElement) issuesXML[i]);
|
---|
| 145 | ed.setWeight(Double.parseDouble(((SimpleElement) weightXML[i]).getAttribute("value")));
|
---|
| 146 | map.put(issue, ed);
|
---|
| 147 | break;
|
---|
| 148 | case INTEGER:
|
---|
| 149 | EvaluatorInteger et = new EvaluatorInteger();
|
---|
| 150 | et.loadFromXML((SimpleElement) issuesXML[i]);
|
---|
| 151 | et.setWeight(Double.parseDouble(((SimpleElement) weightXML[i]).getAttribute("value")));
|
---|
| 152 | map.put(issue, et);
|
---|
| 153 | break;
|
---|
| 154 | default:
|
---|
| 155 | System.err.println("Unsuported issue type " + issue.getType());
|
---|
| 156 | break;
|
---|
| 157 | }
|
---|
| 158 | setEvaluators((map.entrySet()));
|
---|
| 159 | }
|
---|
| 160 | } catch (Exception e) {
|
---|
| 161 | // TODO Auto-generated catch block
|
---|
| 162 | e.printStackTrace();
|
---|
| 163 | }
|
---|
| 164 | }
|
---|
| 165 |
|
---|
| 166 | public void updateEvaluators(Bid bid, int learnRate) {
|
---|
| 167 | HashMap<Integer, Value> values = bid.getValues();
|
---|
| 168 | List<Issue> issues = bid.getIssues();
|
---|
| 169 | int i = 0;
|
---|
| 170 | for (Entry<Objective, Evaluator> evaluator : evaluators) {
|
---|
| 171 | evaluator.getValue().setWeight(weights[i]);
|
---|
| 172 | try {
|
---|
| 173 | Value value = values.get(i + 1);
|
---|
| 174 | Issue issue = issues.get(i);
|
---|
| 175 | for (int j = 0; j < numOfIssues; j++) {
|
---|
| 176 | if (evaluator.getKey().toString().equals(issues.get(j).toString())) {
|
---|
| 177 | value = values.get(j + 1);
|
---|
| 178 | issue = issues.get(j);
|
---|
| 179 | break;
|
---|
| 180 | }
|
---|
| 181 | }
|
---|
| 182 | switch (value.getType()) {
|
---|
| 183 | case DISCRETE:
|
---|
| 184 | ValueDiscrete valueDiscrete = (ValueDiscrete) values.get(i + 1);
|
---|
| 185 | int old = ((EvaluatorDiscrete) evaluator.getValue()).getEvaluationNotNormalized(valueDiscrete);
|
---|
| 186 | ((EvaluatorDiscrete) evaluator.getValue()).setEvaluation(value, old + learnRate);
|
---|
| 187 | break;
|
---|
| 188 | case INTEGER:
|
---|
| 189 | EvaluatorInteger ei = ((EvaluatorInteger) evaluator.getValue());
|
---|
| 190 | if (ei.weightLocked()) {
|
---|
| 191 | continue;
|
---|
| 192 | }
|
---|
| 193 | IssueInteger issueInteger = (IssueInteger) issue;
|
---|
| 194 | ValueInteger valueInteger = (ValueInteger) value;
|
---|
| 195 | int iValue = valueInteger.getValue();
|
---|
| 196 | int distanceToUpper = Math.abs(issueInteger.getUpperBound() - iValue);
|
---|
| 197 | int distanceToLower = Math.abs(issueInteger.getLowerBound() - iValue);
|
---|
| 198 | if (distanceToUpper < distanceToLower) {
|
---|
| 199 | ei.setLinearFunction(0.0, 1.0);
|
---|
| 200 | } else {
|
---|
| 201 | ei.setLinearFunction(1.0, 0.0);
|
---|
| 202 | }
|
---|
| 203 | ei.lockWeight();
|
---|
| 204 | break;
|
---|
| 205 | default:
|
---|
| 206 | break;
|
---|
| 207 | }
|
---|
| 208 |
|
---|
| 209 | } catch (Exception e) {
|
---|
| 210 | // TODO Auto-generated catch block
|
---|
| 211 | e.printStackTrace();
|
---|
| 212 | }
|
---|
| 213 | i++;
|
---|
| 214 | }
|
---|
| 215 |
|
---|
| 216 | }
|
---|
| 217 |
|
---|
| 218 | private void initWeights() {
|
---|
| 219 | for (int i = 0; i < weights.length; i++) {
|
---|
| 220 | weights[i] = 1D / (double) numOfIssues;
|
---|
| 221 | }
|
---|
| 222 | }
|
---|
| 223 |
|
---|
| 224 | public void updateEvaluators(Bid bid) {
|
---|
| 225 | boolean hasUpadated = false;
|
---|
| 226 | HashMap<Integer, Value> values = bid.getValues();
|
---|
| 227 | List<Issue> issues = bid.getIssues();
|
---|
| 228 | int i = 0;
|
---|
| 229 | for (Entry<Objective, Evaluator> evaluator : evaluators) {
|
---|
| 230 | try {
|
---|
| 231 | Value value = values.get(i + 1);
|
---|
| 232 | Issue issue = issues.get(i);
|
---|
| 233 | for (int j = 0; j < numOfIssues; j++) {
|
---|
| 234 | if (evaluator.getKey().toString().equals(issues.get(j).toString())) {
|
---|
| 235 | value = values.get(j + 1);
|
---|
| 236 | issue = issues.get(j);
|
---|
| 237 | break;
|
---|
| 238 | }
|
---|
| 239 | }
|
---|
| 240 | switch (value.getType()) {
|
---|
| 241 | case DISCRETE:
|
---|
| 242 | ValueDiscrete valueDiscrete = (ValueDiscrete) values.get(i + 1);
|
---|
| 243 | int old = ((EvaluatorDiscrete) evaluator.getValue()).getEvaluationNotNormalized(valueDiscrete);
|
---|
| 244 | ((EvaluatorDiscrete) evaluator.getValue()).setEvaluation(value, old + 1);
|
---|
| 245 | hasUpadated = true;
|
---|
| 246 | break;
|
---|
| 247 | case INTEGER:
|
---|
| 248 | EvaluatorInteger ei = ((EvaluatorInteger) evaluator.getValue());
|
---|
| 249 | if (ei.weightLocked()) {
|
---|
| 250 | continue;
|
---|
| 251 | }
|
---|
| 252 | IssueInteger issueInteger = (IssueInteger) issue;
|
---|
| 253 | ValueInteger valueInteger = (ValueInteger) value;
|
---|
| 254 | int iValue = valueInteger.getValue();
|
---|
| 255 | int distanceToUpper = Math.abs(issueInteger.getUpperBound() - iValue);
|
---|
| 256 | int distanceToLower = Math.abs(issueInteger.getLowerBound() - iValue);
|
---|
| 257 | if (distanceToUpper < distanceToLower) {
|
---|
| 258 | ei.setLinearFunction(0.0, 1.0);
|
---|
| 259 | } else {
|
---|
| 260 | ei.setLinearFunction(1.0, 0.0);
|
---|
| 261 | }
|
---|
| 262 | hasUpadated = true;
|
---|
| 263 | ei.lockWeight();
|
---|
| 264 | break;
|
---|
| 265 | default:
|
---|
| 266 | break;
|
---|
| 267 | }
|
---|
| 268 | } catch (Exception e) {
|
---|
| 269 | // TODO Auto-generated catch block
|
---|
| 270 | e.printStackTrace();
|
---|
| 271 | }
|
---|
| 272 | i++;
|
---|
| 273 | }
|
---|
| 274 | if (hasUpadated) {
|
---|
| 275 | learnRate--;
|
---|
| 276 | }
|
---|
| 277 | }
|
---|
| 278 |
|
---|
| 279 | public double getUtil(Bid bid) {
|
---|
| 280 | double util = 0D;
|
---|
| 281 | Map<Integer, Value> values = bid.getValues();
|
---|
| 282 | int issueNr = 1;
|
---|
| 283 | for (Entry<Objective, Evaluator> evaluator : evaluators) {
|
---|
| 284 | try {
|
---|
| 285 | Value value = values.get(issueNr);
|
---|
| 286 | double weight = evaluator.getValue().getWeight();
|
---|
| 287 | double valueEvaluation = 0.0;
|
---|
| 288 | switch (value.getType()) {
|
---|
| 289 | case DISCRETE:
|
---|
| 290 | EvaluatorDiscrete dEvaluator = (EvaluatorDiscrete) evaluator.getValue();
|
---|
| 291 | valueEvaluation = dEvaluator.getEvaluation((ValueDiscrete) value);
|
---|
| 292 | util += weight * valueEvaluation;
|
---|
| 293 | break;
|
---|
| 294 | case INTEGER:
|
---|
| 295 | EvaluatorInteger iEvaluator = (EvaluatorInteger) evaluator.getValue();
|
---|
| 296 | valueEvaluation = iEvaluator.getEvaluation(Integer.parseInt(value.toString()));
|
---|
| 297 | util += weight * valueEvaluation;
|
---|
| 298 | break;
|
---|
| 299 | default:
|
---|
| 300 | break;
|
---|
| 301 | }
|
---|
| 302 | } catch (Exception e) {
|
---|
| 303 | // TODO Auto-generated catch block
|
---|
| 304 | e.printStackTrace();
|
---|
| 305 | }
|
---|
| 306 | issueNr++;
|
---|
| 307 | }
|
---|
| 308 | return util;
|
---|
| 309 | }
|
---|
| 310 |
|
---|
| 311 | public double getValueEvaluation(int issueNr, Value value) {
|
---|
| 312 | double evaluation = 0.0;
|
---|
| 313 | int i = 1;
|
---|
| 314 | for (Entry<Objective, Evaluator> evaluator : evaluators) {
|
---|
| 315 | if (i != issueNr) {
|
---|
| 316 | i++;
|
---|
| 317 | continue;
|
---|
| 318 | } else {
|
---|
| 319 | switch (value.getType()) {
|
---|
| 320 | case DISCRETE:
|
---|
| 321 | ValueDiscrete dValue = (ValueDiscrete) value;
|
---|
| 322 | EvaluatorDiscrete dEvaluator = (EvaluatorDiscrete) evaluator.getValue();
|
---|
| 323 | try {
|
---|
| 324 | evaluation = dEvaluator.getWeight() * dEvaluator.getEvaluation(dValue);
|
---|
| 325 | } catch (Exception e) {
|
---|
| 326 | // TODO Auto-generated catch block
|
---|
| 327 | e.printStackTrace();
|
---|
| 328 | }
|
---|
| 329 | break;
|
---|
| 330 | case INTEGER:
|
---|
| 331 | ValueInteger vInteger = (ValueInteger) value;
|
---|
| 332 | EvaluatorInteger iEvaluator = (EvaluatorInteger) evaluator.getValue();
|
---|
| 333 | evaluation = iEvaluator.getWeight() * iEvaluator.getEvaluation(vInteger.getValue());
|
---|
| 334 | break;
|
---|
| 335 | default:
|
---|
| 336 | System.err.println("Unsupported value type: " + value.getType());
|
---|
| 337 | break;
|
---|
| 338 | }
|
---|
| 339 | i++;
|
---|
| 340 | }
|
---|
| 341 | }
|
---|
| 342 | return evaluation;
|
---|
| 343 | }
|
---|
| 344 | }
|
---|