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Example 16 with ProcessingDTO

use of org.kie.pmml.commons.model.ProcessingDTO 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);
}
Also used : CommonTestingUtility.getProcessingDTO(org.kie.pmml.commons.CommonTestingUtility.getProcessingDTO) ProcessingDTO(org.kie.pmml.commons.model.ProcessingDTO) KiePMMLFieldRef(org.kie.pmml.commons.model.expressions.KiePMMLFieldRef) Test(org.junit.Test)

Example 17 with ProcessingDTO

use of org.kie.pmml.commons.model.ProcessingDTO in project drools by kiegroup.

the class KiePMMLConstantTest method evaluate.

@Test
public void evaluate() {
    Object value = 234.45;
    final KiePMMLConstant kiePMMLConstant1 = new KiePMMLConstant("NAME", Collections.emptyList(), value, null);
    ProcessingDTO processingDTO = new ProcessingDTO(Collections.emptyList(), Collections.emptyList(), Collections.emptyList(), Collections.emptyList(), Collections.emptyList(), Collections.emptyList(), Collections.emptyList());
    Object retrieved = kiePMMLConstant1.evaluate(processingDTO);
    assertEquals(value, retrieved);
    final KiePMMLConstant kiePMMLConstant2 = new KiePMMLConstant("NAME", Collections.emptyList(), value, DATA_TYPE.STRING);
    processingDTO = new ProcessingDTO(Collections.emptyList(), Collections.emptyList(), Collections.emptyList(), Collections.emptyList(), Collections.emptyList(), Collections.emptyList(), Collections.emptyList());
    retrieved = kiePMMLConstant2.evaluate(processingDTO);
    assertEquals("234.45", retrieved);
}
Also used : ProcessingDTO(org.kie.pmml.commons.model.ProcessingDTO) Test(org.junit.Test)

Example 18 with ProcessingDTO

use of org.kie.pmml.commons.model.ProcessingDTO in project drools by kiegroup.

the class PostProcessTest method populateTransformedOutputFieldWithApplyDefineFunctionFromApply.

@Test
public void populateTransformedOutputFieldWithApplyDefineFunctionFromApply() {
    // <DefineFunction name="CUSTOM_FUNCTION" optype="continuous" dataType="double">
    // <ParameterField name="PARAM_1" />
    // <Apply function="/">
    // <FieldRef>PARAM_1</FieldRef>
    // <Constant>5.0</Constant>
    // </Apply>
    // </DefineFunction>
    final KiePMMLParameterField kiePMMLParameterField = KiePMMLParameterField.builder(PARAM_1, Collections.emptyList()).build();
    final KiePMMLFieldRef kiePMMLFieldRef1 = new KiePMMLFieldRef(PARAM_1, Collections.emptyList(), null);
    final KiePMMLConstant kiePMMLConstant2 = new KiePMMLConstant(PARAM_2, Collections.emptyList(), value2, null);
    final KiePMMLApply kiePMMLApplyRef = KiePMMLApply.builder("NAMEREF", Collections.emptyList(), "/").withKiePMMLExpressions(Arrays.asList(kiePMMLFieldRef1, kiePMMLConstant2)).build();
    final KiePMMLDefineFunction defineFunction = new KiePMMLDefineFunction(CUSTOM_FUNCTION, Collections.emptyList(), DATA_TYPE.DOUBLE, OP_TYPE.CONTINUOUS, Collections.singletonList(kiePMMLParameterField), kiePMMLApplyRef);
    // <Apply function="CUSTOM_FUNCTION">
    // <Constant>100.0</Constant>
    // </Apply>
    final KiePMMLConstant kiePMMLConstant3 = new KiePMMLConstant(PARAM_2, Collections.emptyList(), value1, null);
    KiePMMLApply kiePMMLApply = KiePMMLApply.builder("NAME", Collections.emptyList(), CUSTOM_FUNCTION).withKiePMMLExpressions(Collections.singletonList(kiePMMLConstant3)).build();
    KiePMMLOutputField outputField = KiePMMLOutputField.builder(OUTPUT_NAME, Collections.emptyList()).withResultFeature(RESULT_FEATURE.TRANSFORMED_VALUE).withKiePMMLExpression(kiePMMLApply).build();
    // From TransformationDictionary
    KiePMMLTransformationDictionary transformationDictionary = KiePMMLTransformationDictionary.builder("transformationDictionary", Collections.emptyList()).withDefineFunctions(Collections.singletonList(defineFunction)).build();
    KiePMMLTestingModel kiePMMLModel = testingModelBuilder(outputField).withKiePMMLTransformationDictionary(transformationDictionary).build();
    ProcessingDTO processingDTO = buildProcessingDTOWithEmptyNameValues(kiePMMLModel);
    PMML4Result toUpdate = new PMML4Result();
    PostProcess.populateOutputFields(toUpdate, processingDTO);
    assertFalse(toUpdate.getResultVariables().isEmpty());
    assertTrue(toUpdate.getResultVariables().containsKey(OUTPUT_NAME));
    assertEquals(value1 / value2, toUpdate.getResultVariables().get(OUTPUT_NAME));
}
Also used : CommonTestingUtility.getProcessingDTO(org.kie.pmml.commons.CommonTestingUtility.getProcessingDTO) ProcessingDTO(org.kie.pmml.commons.model.ProcessingDTO) PMML4Result(org.kie.api.pmml.PMML4Result) KiePMMLApply(org.kie.pmml.commons.model.expressions.KiePMMLApply) KiePMMLDefineFunction(org.kie.pmml.commons.transformations.KiePMMLDefineFunction) KiePMMLOutputField(org.kie.pmml.commons.model.KiePMMLOutputField) KiePMMLTestingModel(org.kie.pmml.commons.testingutility.KiePMMLTestingModel) KiePMMLParameterField(org.kie.pmml.commons.transformations.KiePMMLParameterField) KiePMMLFieldRef(org.kie.pmml.commons.model.expressions.KiePMMLFieldRef) KiePMMLConstant(org.kie.pmml.commons.model.expressions.KiePMMLConstant) KiePMMLTransformationDictionary(org.kie.pmml.commons.transformations.KiePMMLTransformationDictionary) Test(org.junit.Test)

Example 19 with ProcessingDTO

use of org.kie.pmml.commons.model.ProcessingDTO in project drools by kiegroup.

the class PostProcessTest method populateTransformedOutputFieldWithApplyDerivedFieldFromFieldRef.

@Test
public void populateTransformedOutputFieldWithApplyDerivedFieldFromFieldRef() {
    // <DerivedField name="CUSTOM_REF_FIELD" optype="continuous" dataType="double">
    // <Constant>100.0</Constant>
    // </DerivedField>
    final KiePMMLConstant kiePMMLConstant1 = new KiePMMLConstant(PARAM_1, Collections.emptyList(), value1, null);
    final KiePMMLDerivedField derivedField1 = KiePMMLDerivedField.builder(CUSTOM_REF_FIELD, Collections.emptyList(), DATA_TYPE.DOUBLE, OP_TYPE.CONTINUOUS, kiePMMLConstant1).build();
    // <DerivedField name="CUSTOM_FIELD" optype="continuous" dataType="double">
    // <FieldRef>CUSTOM_REF_FIELD</FieldRef>
    // </DerivedField>
    final KiePMMLFieldRef kiePMMLFieldRef = new KiePMMLFieldRef(CUSTOM_REF_FIELD, Collections.emptyList(), null);
    final KiePMMLDerivedField derivedField2 = KiePMMLDerivedField.builder(CUSTOM_FIELD, Collections.emptyList(), DATA_TYPE.DOUBLE, OP_TYPE.CONTINUOUS, kiePMMLFieldRef).build();
    // <Apply function="/">
    // <FieldRef>CUSTOM_FIELD</FieldRef>
    // <Constant>5.0</Constant>
    // </Apply>
    final KiePMMLFieldRef kiePMMLFieldRef2 = new KiePMMLFieldRef(CUSTOM_FIELD, Collections.emptyList(), null);
    final KiePMMLConstant kiePMMLConstant2 = new KiePMMLConstant(PARAM_2, Collections.emptyList(), value2, null);
    KiePMMLApply kiePMMLApply = KiePMMLApply.builder("NAME", Collections.emptyList(), "/").withKiePMMLExpressions(Arrays.asList(kiePMMLFieldRef2, kiePMMLConstant2)).build();
    KiePMMLOutputField outputField = KiePMMLOutputField.builder(OUTPUT_NAME, Collections.emptyList()).withResultFeature(RESULT_FEATURE.TRANSFORMED_VALUE).withKiePMMLExpression(kiePMMLApply).build();
    // From TransformationDictionary
    KiePMMLTransformationDictionary transformationDictionary = KiePMMLTransformationDictionary.builder("transformationDictionary", Collections.emptyList()).withDerivedFields(Arrays.asList(derivedField1, derivedField2)).build();
    KiePMMLTestingModel kiePMMLModel1 = testingModelBuilder(outputField).withKiePMMLTransformationDictionary(transformationDictionary).build();
    ProcessingDTO processingDTO1 = buildProcessingDTOWithEmptyNameValues(kiePMMLModel1);
    PMML4Result toUpdate1 = new PMML4Result();
    PostProcess.populateOutputFields(toUpdate1, processingDTO1);
    assertFalse(toUpdate1.getResultVariables().isEmpty());
    assertTrue(toUpdate1.getResultVariables().containsKey(OUTPUT_NAME));
    assertEquals(value1 / value2, toUpdate1.getResultVariables().get(OUTPUT_NAME));
    // From LocalTransformations
    KiePMMLLocalTransformations localTransformations = KiePMMLLocalTransformations.builder("localTransformations", Collections.emptyList()).withDerivedFields(Arrays.asList(derivedField1, derivedField2)).build();
    KiePMMLTestingModel kiePMMLModel2 = testingModelBuilder(outputField).withKiePMMLLocalTransformations(localTransformations).build();
    ProcessingDTO processingDTO2 = buildProcessingDTOWithEmptyNameValues(kiePMMLModel2);
    PMML4Result toUpdate2 = new PMML4Result();
    PostProcess.populateOutputFields(toUpdate2, processingDTO2);
    assertFalse(toUpdate2.getResultVariables().isEmpty());
    assertTrue(toUpdate2.getResultVariables().containsKey(OUTPUT_NAME));
    assertEquals(value1 / value2, toUpdate2.getResultVariables().get(OUTPUT_NAME));
}
Also used : CommonTestingUtility.getProcessingDTO(org.kie.pmml.commons.CommonTestingUtility.getProcessingDTO) ProcessingDTO(org.kie.pmml.commons.model.ProcessingDTO) PMML4Result(org.kie.api.pmml.PMML4Result) KiePMMLApply(org.kie.pmml.commons.model.expressions.KiePMMLApply) KiePMMLDerivedField(org.kie.pmml.commons.transformations.KiePMMLDerivedField) KiePMMLOutputField(org.kie.pmml.commons.model.KiePMMLOutputField) KiePMMLTestingModel(org.kie.pmml.commons.testingutility.KiePMMLTestingModel) KiePMMLLocalTransformations(org.kie.pmml.commons.transformations.KiePMMLLocalTransformations) KiePMMLFieldRef(org.kie.pmml.commons.model.expressions.KiePMMLFieldRef) KiePMMLConstant(org.kie.pmml.commons.model.expressions.KiePMMLConstant) KiePMMLTransformationDictionary(org.kie.pmml.commons.transformations.KiePMMLTransformationDictionary) Test(org.junit.Test)

Example 20 with ProcessingDTO

use of org.kie.pmml.commons.model.ProcessingDTO in project drools by kiegroup.

the class PostProcessTest method populateTransformedOutputFieldWithConstant.

@Test
public void populateTransformedOutputFieldWithConstant() {
    KiePMMLConstant kiePMMLConstant = new KiePMMLConstant("NAME", Collections.emptyList(), "String", null);
    KiePMMLOutputField outputField = KiePMMLOutputField.builder(OUTPUT_NAME, Collections.emptyList()).withResultFeature(RESULT_FEATURE.TRANSFORMED_VALUE).withKiePMMLExpression(kiePMMLConstant).build();
    KiePMMLTestingModel kiePMMLModel = testingModelBuilder(outputField).build();
    ProcessingDTO processingDTO = buildProcessingDTOWithEmptyNameValues(kiePMMLModel);
    PMML4Result toUpdate = new PMML4Result();
    PostProcess.populateOutputFields(toUpdate, processingDTO);
    assertFalse(toUpdate.getResultVariables().isEmpty());
    assertTrue(toUpdate.getResultVariables().containsKey(OUTPUT_NAME));
    assertEquals(kiePMMLConstant.getValue(), toUpdate.getResultVariables().get(OUTPUT_NAME));
}
Also used : CommonTestingUtility.getProcessingDTO(org.kie.pmml.commons.CommonTestingUtility.getProcessingDTO) ProcessingDTO(org.kie.pmml.commons.model.ProcessingDTO) PMML4Result(org.kie.api.pmml.PMML4Result) KiePMMLOutputField(org.kie.pmml.commons.model.KiePMMLOutputField) KiePMMLTestingModel(org.kie.pmml.commons.testingutility.KiePMMLTestingModel) KiePMMLConstant(org.kie.pmml.commons.model.expressions.KiePMMLConstant) Test(org.junit.Test)

Aggregations

ProcessingDTO (org.kie.pmml.commons.model.ProcessingDTO)48 Test (org.junit.Test)44 CommonTestingUtility.getProcessingDTO (org.kie.pmml.commons.CommonTestingUtility.getProcessingDTO)41 KiePMMLNameValue (org.kie.pmml.commons.model.tuples.KiePMMLNameValue)19 PMML4Result (org.kie.api.pmml.PMML4Result)15 KiePMMLTestingModel (org.kie.pmml.commons.testingutility.KiePMMLTestingModel)15 KiePMMLOutputField (org.kie.pmml.commons.model.KiePMMLOutputField)13 KiePMMLFieldRef (org.kie.pmml.commons.model.expressions.KiePMMLFieldRef)13 KiePMMLConstant (org.kie.pmml.commons.model.expressions.KiePMMLConstant)12 KiePMMLApply (org.kie.pmml.commons.model.expressions.KiePMMLApply)11 KiePMMLDerivedField (org.kie.pmml.commons.transformations.KiePMMLDerivedField)9 KiePMMLTransformationDictionary (org.kie.pmml.commons.transformations.KiePMMLTransformationDictionary)7 KiePMMLDefineFunction (org.kie.pmml.commons.transformations.KiePMMLDefineFunction)6 Collections (java.util.Collections)4 List (java.util.List)4 ArrayList (java.util.ArrayList)3 HashMap (java.util.HashMap)3 Map (java.util.Map)3 Collectors (java.util.stream.Collectors)3 IntStream (java.util.stream.IntStream)3