public static Evaluator createEvaluator(InputStream is) throws SAXException, JAXBException {
Source source = ImportFilter.apply(new InputSource(is));
PMML pmml = JAXBUtil.unmarshalPMML(source);
// If the SAX Locator information is available, then transform it to java.io.Serializable
// representation
LocatorTransformer locatorTransformer = new LocatorTransformer();
locatorTransformer.applyTo(pmml);
ModelEvaluatorFactory modelEvaluatorFactory = ModelEvaluatorFactory.newInstance();
ModelEvaluator<?> modelEvaluator = modelEvaluatorFactory.newModelManager(pmml);
modelEvaluator.verify();
return modelEvaluator;
}
@Test
public void resolve() throws Exception {
PMML pmml;
try (InputStream is = PMMLUtil.getResourceAsStream(FieldResolverTest.class)) {
pmml = JAXBUtil.unmarshalPMML(new StreamSource(is));
}
final Set<FieldName> dataFieldNames = FieldNameUtil.create("y", "x1", "x2", "x3");
final Set<FieldName> pmmlNames = FieldNameUtil.create(dataFieldNames, "x1_squared", "x1_cubed");
FieldResolver applyResolver =
new FieldResolver() {
@Override
public VisitorAction visit(Apply apply) {
Set<Field> fields = getFields();
String function = apply.getFunction();
if ("*".equals(function)) {
DerivedField derivedField = (DerivedField) VisitorUtil.getParent(this);
FieldName name = derivedField.getName();
if ("x1_squared".equals(name.getValue())) {
checkFields(dataFieldNames, fields);
} else if ("x1_cubed".equals(name.getValue())) {
checkFields(FieldNameUtil.create(dataFieldNames, "x1_squared"), fields);
} else {
throw new AssertionError();
}
} else if ("pow".equals(function)) {
checkFields(FieldNameUtil.create("x"), fields);
} else if ("square".equals(function)) {
checkFields(FieldNameUtil.create(pmmlNames, "first_output"), fields);
} else if ("cube".equals(function)) {
checkFields(FieldNameUtil.create(pmmlNames, "first_output", "x2_squared"), fields);
} else {
throw new AssertionError();
}
return super.visit(apply);
}
};
applyResolver.applyTo(pmml);
assertEquals(Collections.emptySet(), applyResolver.getFields());
FieldResolver regressionTableResolver =
new FieldResolver() {
@Override
public VisitorAction visit(RegressionTable regressionTable) {
Set<Field> fields = getFields();
Segment segment = (Segment) VisitorUtil.getParent(this, 1);
String id = segment.getId();
if ("first".equals(id)) {
checkFields(pmmlNames, fields);
} else if ("second".equals(id)) {
checkFields(
FieldNameUtil.create(pmmlNames, "first_output", "x2_squared", "x2_cubed"),
fields);
} else if ("third".equals(id)) {
checkFields(FieldNameUtil.create(pmmlNames, "first_output", "second_output"), fields);
} else if ("sum".equals(id)) {
checkFields(
FieldNameUtil.create(pmmlNames, "first_output", "second_output", "third_output"),
fields);
} else {
throw new AssertionError();
}
return super.visit(regressionTable);
}
};
regressionTableResolver.applyTo(pmml);
assertEquals(Collections.emptySet(), regressionTableResolver.getFields());
FieldResolver predicateResolver =
new FieldResolver() {
@Override
public VisitorAction visit(SimplePredicate simplePredicate) {
Set<Field> fields = getFields();
Segment segment = (Segment) VisitorUtil.getParent(this);
String id = segment.getId();
if ("first".equals(id)) {
checkFields(pmmlNames, fields);
} else if ("second".equals(id)) {
checkFields(FieldNameUtil.create(pmmlNames, "first_output"), fields);
} else if ("third".equals(id)) {
checkFields(FieldNameUtil.create(pmmlNames, "first_output", "second_output"), fields);
} else {
throw new AssertionError();
}
return super.visit(simplePredicate);
}
};
predicateResolver.applyTo(pmml);
assertEquals(Collections.emptySet(), predicateResolver.getFields());
}