use of org.kie.pmml.commons.model.expressions.KiePMMLFieldRef in project drools by kiegroup.
the class KiePMMLDerivedFieldTest method evaluateFromApplyWithDerivedFields.
@Test
public void evaluateFromApplyWithDerivedFields() {
// <DerivedField name="CUSTOM_FIELD" optype="continuous" dataType="double">
// <Apply function="/">
// <FieldRef>PARAM_1</FieldRef>
// <FieldRef>PARAM_2</FieldRef>
// </Apply>
// </DerivedField>
final KiePMMLFieldRef kiePMMLFieldRef1 = new KiePMMLFieldRef(PARAM_1, Collections.emptyList(), null);
final KiePMMLFieldRef kiePMMLFieldRef2 = new KiePMMLFieldRef(PARAM_2, Collections.emptyList(), null);
final KiePMMLApply kiePMMLApply = KiePMMLApply.builder("NAME", Collections.emptyList(), "/").withKiePMMLExpressions(Arrays.asList(kiePMMLFieldRef1, kiePMMLFieldRef2)).build();
final KiePMMLDerivedField derivedField = KiePMMLDerivedField.builder(CUSTOM_FIELD, Collections.emptyList(), DATA_TYPE.DOUBLE, OP_TYPE.CONTINUOUS, kiePMMLApply).build();
ProcessingDTO processingDTO = getProcessingDTO(getDerivedFields(), new ArrayList<>());
Object retrieved = derivedField.evaluate(processingDTO);
Object expected = value1 / value2;
assertEquals(expected, retrieved);
}
use of org.kie.pmml.commons.model.expressions.KiePMMLFieldRef in project drools by kiegroup.
the class KiePMMLOutputFieldTest method evaluateTransformedValueFromApplyWithKiePMMLNameValues.
@Test
public void evaluateTransformedValueFromApplyWithKiePMMLNameValues() {
// <OutputField name="CUSTOM_FIELD" optype="continuous" dataType="double" feature="transformedValue">
// <Apply function="/">
// <FieldRef>PARAM_1</FieldRef>
// <FieldRef>PARAM_2</FieldRef>
// </Apply>
// </OutputField>
final KiePMMLFieldRef kiePMMLFieldRef1 = new KiePMMLFieldRef(PARAM_1, Collections.emptyList(), null);
final KiePMMLFieldRef kiePMMLFieldRef2 = new KiePMMLFieldRef(PARAM_2, Collections.emptyList(), null);
final KiePMMLApply kiePMMLApply = KiePMMLApply.builder("NAME", Collections.emptyList(), "/").withKiePMMLExpressions(Arrays.asList(kiePMMLFieldRef1, kiePMMLFieldRef2)).build();
final KiePMMLOutputField outputField = KiePMMLOutputField.builder(CUSTOM_FIELD, Collections.emptyList()).withKiePMMLExpression(kiePMMLApply).withResultFeature(RESULT_FEATURE.TRANSFORMED_VALUE).build();
ProcessingDTO processingDTO = getProcessingDTO(Collections.emptyList(), getKiePMMLNameValues(), Collections.emptyList());
Object retrieved = outputField.evaluate(processingDTO);
Object expected = value1 / value2;
assertEquals(expected, retrieved);
}
use of org.kie.pmml.commons.model.expressions.KiePMMLFieldRef in project drools by kiegroup.
the class KiePMMLDefineFunctionTest method evaluateFromFieldRef.
@Test
public void evaluateFromFieldRef() {
// <DefineFunction name="CUSTOM_FUNCTION" optype="continuous" dataType="double">
// <ParameterField name="PARAM_1"/>
// <FieldRef field="PARAM_1"/>
// </DefineFunction>
final KiePMMLFieldRef kiePMMLFieldRef = new KiePMMLFieldRef(PARAM_1, Collections.emptyList(), null);
final KiePMMLDefineFunction defineFunction = new KiePMMLDefineFunction(CUSTOM_FUNCTION, Collections.emptyList(), DATA_TYPE.DOUBLE, OP_TYPE.CONTINUOUS, Collections.singletonList(KiePMMLParameterField.builder(PARAM_1, Collections.emptyList()).build()), kiePMMLFieldRef);
ProcessingDTO processingDTO = getProcessingDTO(new ArrayList<>());
Object retrieved = defineFunction.evaluate(processingDTO, Collections.singletonList(value1));
assertEquals(value1, retrieved);
}
use of org.kie.pmml.commons.model.expressions.KiePMMLFieldRef in project drools by kiegroup.
the class KiePMMLFieldRefInstanceFactoryTest method getKiePMMLFieldRef.
@Test
public void getKiePMMLFieldRef() {
FieldRef toConvert = getRandomFieldRef();
KiePMMLFieldRef retrieved = KiePMMLFieldRefInstanceFactory.getKiePMMLFieldRef(toConvert);
commonVerifyKiePMMLFieldRef(retrieved, toConvert);
}
use of org.kie.pmml.commons.model.expressions.KiePMMLFieldRef in project drools by kiegroup.
the class PreProcessTest method executeTransformations.
@Test
public void executeTransformations() {
// <DefineFunction name="CUSTOM_FUNCTION" optype="continuous" dataType="double">
// <ParameterField name="PARAM_1" />
// <ParameterField name="PARAM_2" />
// <Apply function="/">
// <FieldRef>PARAM_1</FieldRef>
// <FieldRef>PARAM_2</FieldRef>
// </Apply>
// </DefineFunction>
final KiePMMLParameterField kiePMMLParameterField1 = KiePMMLParameterField.builder(PARAM_1, Collections.emptyList()).build();
final KiePMMLParameterField kiePMMLParameterField2 = KiePMMLParameterField.builder(PARAM_2, Collections.emptyList()).build();
final KiePMMLFieldRef kiePMMLFieldRef1 = new KiePMMLFieldRef(PARAM_1, Collections.emptyList(), null);
final KiePMMLFieldRef kiePMMLFieldRef2 = new KiePMMLFieldRef(PARAM_2, Collections.emptyList(), null);
final KiePMMLApply kiePMMLApplyRef = KiePMMLApply.builder("NAMEREF", Collections.emptyList(), "/").withKiePMMLExpressions(Arrays.asList(kiePMMLFieldRef1, kiePMMLFieldRef2)).build();
final KiePMMLDefineFunction defineFunction = new KiePMMLDefineFunction(CUSTOM_FUNCTION, Collections.emptyList(), DATA_TYPE.DOUBLE, OP_TYPE.CONTINUOUS, Arrays.asList(kiePMMLParameterField1, kiePMMLParameterField2), kiePMMLApplyRef);
// <DerivedField name="CUSTOM_REF_FIELD" optype="continuous" dataType="double">
// <Apply function="CUSTOM_FUNCTION">
// <FieldRef>INPUT_FIELD</FieldRef>
// <Constant>5.0</Constant>
// </Apply>
// </DerivedField>
final KiePMMLFieldRef kiePMMLFieldRef3 = new KiePMMLFieldRef(INPUT_FIELD, Collections.emptyList(), null);
final KiePMMLConstant kiePMMLConstant1 = new KiePMMLConstant(PARAM_2, Collections.emptyList(), value2, null);
final KiePMMLApply kiePMMLApply = KiePMMLApply.builder("NAME", Collections.emptyList(), CUSTOM_FUNCTION).withKiePMMLExpressions(Arrays.asList(kiePMMLFieldRef3, kiePMMLConstant1)).build();
final KiePMMLDerivedField derivedField = KiePMMLDerivedField.builder(CUSTOM_REF_FIELD, Collections.emptyList(), DATA_TYPE.DOUBLE, OP_TYPE.CONTINUOUS, kiePMMLApply).build();
// From TransformationDictionary
KiePMMLTransformationDictionary transformationDictionary = KiePMMLTransformationDictionary.builder("transformationDictionary", Collections.emptyList()).withDefineFunctions(Collections.singletonList(defineFunction)).withDerivedFields(Collections.singletonList(derivedField)).build();
KiePMMLTestingModel kiePMMLModel = KiePMMLTestingModel.builder("TESTINGMODEL", Collections.emptyList(), MINING_FUNCTION.REGRESSION).withKiePMMLTransformationDictionary(transformationDictionary).build();
//
final PMMLRequestData pmmlRequestData = new PMMLRequestData();
pmmlRequestData.addRequestParam(INPUT_FIELD, value1);
Map<String, ParameterInfo> mappedRequestParams = pmmlRequestData.getMappedRequestParams();
final List<KiePMMLNameValue> kiePMMLNameValues = PreProcess.getKiePMMLNameValuesFromParameterInfos(mappedRequestParams.values());
Optional<KiePMMLNameValue> retrieved = kiePMMLNameValues.stream().filter(kiePMMLNameValue -> kiePMMLNameValue.getName().equals(INPUT_FIELD)).findFirst();
assertTrue(retrieved.isPresent());
assertEquals(value1, retrieved.get().getValue());
ProcessingDTO processingDTO = new ProcessingDTO(kiePMMLModel, kiePMMLNameValues);
PreProcess.executeTransformations(processingDTO, pmmlRequestData);
mappedRequestParams = pmmlRequestData.getMappedRequestParams();
Object expected = value1 / value2;
assertTrue(mappedRequestParams.containsKey(CUSTOM_REF_FIELD));
assertEquals(expected, mappedRequestParams.get(CUSTOM_REF_FIELD).getValue());
retrieved = kiePMMLNameValues.stream().filter(kiePMMLNameValue -> kiePMMLNameValue.getName().equals(CUSTOM_REF_FIELD)).findFirst();
assertTrue(retrieved.isPresent());
assertEquals(expected, retrieved.get().getValue());
}
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