@Override
public PredictionModelMetaData clone() {
PredictionModelMetaData clone = (PredictionModelMetaData) super.clone();
if (this.predictedLabelMetaData != null) {
clone.predictedLabelMetaData = this.predictedLabelMetaData.clone();
}
if (this.generatedPredictionAttributes != null) {
clone.generatedPredictionAttributes = new LinkedList<>();
for (AttributeMetaData amd : this.generatedPredictionAttributes) {
clone.generatedPredictionAttributes.add(amd.clone());
}
}
return clone;
}
public SetRelation getPredictionAttributeSetRelation() {
if (predictedLabelMetaData != null) {
return predictedLabelMetaData.getValueSetRelation();
} else {
return SetRelation.UNKNOWN;
}
}
public static Object convert(Object source, AttributeMetaData attr) {
switch (attr.getDataType().getEnumType()) {
case BOOL:
return toBoolean(source);
case XREF:
case CATEGORICAL:
case MREF:
return source;
case COMPOUND:
throw new UnsupportedOperationException();
case DATE:
return toDate(source);
case DATE_TIME:
return toUtilDate(source);
case DECIMAL:
return toDouble(source);
case INT:
return toInt(source);
case LONG:
return toLong(source);
default:
return toString(source);
}
}
public PredictionModelMetaData(
Class<? extends PredictionModel> modelClass, ExampleSetMetaData trainingSetMetaData) {
super(modelClass, trainingSetMetaData);
if (trainingSetMetaData != null) {
AttributeMetaData labelAttributeMetaData = trainingSetMetaData.getLabelMetaData();
if (labelAttributeMetaData != null) {
this.predictedLabelMetaData = labelAttributeMetaData.copy();
this.predictedLabelMetaData.setRole(Attributes.PREDICTION_NAME);
this.predictedLabelMetaData.setName("prediction(" + predictedLabelMetaData.getName() + ")");
if (predictedLabelMetaData.isNumerical()) {
this.predictedLabelMetaData.setValueSetRelation(SetRelation.SUPERSET);
}
this.predictedLabelMetaData.setMean(new MDReal());
// creating confidence attributes
generatedPredictionAttributes.add(predictedLabelMetaData);
if (predictedLabelMetaData.isNominal()) {
if (predictedLabelMetaData.getValueSet().isEmpty()) {
AttributeMetaData confidence =
new AttributeMetaData(
Attributes.CONFIDENCE_NAME + "(?)",
Ontology.REAL,
Attributes.CONFIDENCE_NAME + "_" + "?");
confidence.setValueRange(new Range(0, 1), SetRelation.SUBSET);
generatedPredictionAttributes.add(confidence);
predictedLabelMetaData.setValueSetRelation(SetRelation.SUPERSET);
} else {
for (String value : predictedLabelMetaData.getValueSet()) {
AttributeMetaData confidence =
new AttributeMetaData(
Attributes.CONFIDENCE_NAME + "(" + value + ")",
Ontology.REAL,
Attributes.CONFIDENCE_NAME + "_" + value);
confidence.setValueRange(new Range(0, 1), SetRelation.SUBSET);
generatedPredictionAttributes.add(confidence);
}
}
}
}
}
}
