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Example 6 with KiePMMLApply

use of org.kie.pmml.commons.model.expressions.KiePMMLApply 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 7 with KiePMMLApply

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

the class PostProcessTest method populateTransformedOutputFieldWithApplyWithConstants.

@Test
public void populateTransformedOutputFieldWithApplyWithConstants() {
    // <Apply function="/">
    // <Constant>100.0</Constant>
    // <Constant>5.0</Constant>
    // </Apply>
    KiePMMLConstant kiePMMLConstant1 = new KiePMMLConstant(PARAM_1, Collections.emptyList(), value1, null);
    KiePMMLConstant kiePMMLConstant2 = new KiePMMLConstant(PARAM_2, Collections.emptyList(), value2, null);
    KiePMMLApply kiePMMLApply = KiePMMLApply.builder("NAME", Collections.emptyList(), "/").withKiePMMLExpressions(Arrays.asList(kiePMMLConstant1, kiePMMLConstant2)).build();
    KiePMMLOutputField outputField = KiePMMLOutputField.builder(OUTPUT_NAME, Collections.emptyList()).withResultFeature(RESULT_FEATURE.TRANSFORMED_VALUE).withKiePMMLExpression(kiePMMLApply).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(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) 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)

Example 8 with KiePMMLApply

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

the class PostProcessTest method populateTransformedOutputFieldWithApplyDerivedFieldFromApply.

@Test
public void populateTransformedOutputFieldWithApplyDerivedFieldFromApply() {
    // <DerivedField name="CUSTOM_FIELD" optype="continuous" dataType="double">
    // <Apply function="+">
    // <Constant>64.0</Constant>
    // <Constant>36.0</Constant>
    // </Apply>
    // </DerivedField>
    final KiePMMLConstant kiePMMLConstant1 = new KiePMMLConstant(PARAM_2, Collections.emptyList(), 64.0, null);
    final KiePMMLConstant kiePMMLConstant2 = new KiePMMLConstant(PARAM_2, Collections.emptyList(), 36, null);
    final KiePMMLApply kiePMMLApplyRef = KiePMMLApply.builder("NAMEREF", Collections.emptyList(), "+").withKiePMMLExpressions(Arrays.asList(kiePMMLConstant1, kiePMMLConstant2)).build();
    final KiePMMLDerivedField derivedField = KiePMMLDerivedField.builder(CUSTOM_FIELD, Collections.emptyList(), DATA_TYPE.DOUBLE, OP_TYPE.CONTINUOUS, kiePMMLApplyRef).build();
    // <Apply function="/">
    // <FieldRef>CUSTOM_FIELD</FieldRef>
    // <Constant>5.0</Constant>
    // </Apply>
    final KiePMMLFieldRef kiePMMLFieldRef = new KiePMMLFieldRef(CUSTOM_FIELD, Collections.emptyList(), null);
    final KiePMMLConstant kiePMMLConstant3 = new KiePMMLConstant(PARAM_2, Collections.emptyList(), value2, null);
    KiePMMLApply kiePMMLApply = KiePMMLApply.builder("NAME", Collections.emptyList(), "/").withKiePMMLExpressions(Arrays.asList(kiePMMLFieldRef, 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()).withDerivedFields(Collections.singletonList(derivedField)).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(Collections.singletonList(derivedField)).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 9 with KiePMMLApply

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

the class KiePMMLComplexPartialScoreTest method evaluateFromApplyWithKiePMMLNameValues.

@Test
public void evaluateFromApplyWithKiePMMLNameValues() {
    // <ComplexPartialScore>
    // <Apply function="/">
    // <FieldRef>PARAM_1</FieldRef>
    // <FieldRef>PARAM_2</FieldRef>
    // </Apply>
    // </ComplexPartialScore>
    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 KiePMMLComplexPartialScore complexPartialScore = new KiePMMLComplexPartialScore(CUSTOM_FIELD, Collections.emptyList(), kiePMMLApply);
    Object retrieved = complexPartialScore.evaluate(Collections.emptyList(), Collections.emptyList(), Collections.emptyList(), getInputData());
    Object expected = value1 / value2;
    assertEquals(expected, retrieved);
}
Also used : KiePMMLApply(org.kie.pmml.commons.model.expressions.KiePMMLApply) KiePMMLFieldRef(org.kie.pmml.commons.model.expressions.KiePMMLFieldRef) Test(org.junit.Test)

Example 10 with KiePMMLApply

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

the class KiePMMLComplexPartialScoreTest method evaluateFromApplyWithComplexPartialScores.

@Test
public void evaluateFromApplyWithComplexPartialScores() {
    // <ComplexPartialScore>
    // <Apply function="/">
    // <FieldRef>PARAM_1</FieldRef>
    // <FieldRef>PARAM_2</FieldRef>
    // </Apply>
    // </ComplexPartialScore>
    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 KiePMMLComplexPartialScore complexPartialScore = new KiePMMLComplexPartialScore(CUSTOM_FIELD, Collections.emptyList(), kiePMMLApply);
    Object retrieved = complexPartialScore.evaluate(Collections.emptyList(), getDerivedFields(), Collections.emptyList(), Collections.emptyMap());
    Object expected = value1 / value2;
    assertEquals(expected, retrieved);
}
Also used : KiePMMLApply(org.kie.pmml.commons.model.expressions.KiePMMLApply) KiePMMLFieldRef(org.kie.pmml.commons.model.expressions.KiePMMLFieldRef) Test(org.junit.Test)

Aggregations

KiePMMLApply (org.kie.pmml.commons.model.expressions.KiePMMLApply)17 Test (org.junit.Test)16 KiePMMLFieldRef (org.kie.pmml.commons.model.expressions.KiePMMLFieldRef)15 CommonTestingUtility.getProcessingDTO (org.kie.pmml.commons.CommonTestingUtility.getProcessingDTO)12 ProcessingDTO (org.kie.pmml.commons.model.ProcessingDTO)11 KiePMMLConstant (org.kie.pmml.commons.model.expressions.KiePMMLConstant)8 KiePMMLTestingModel (org.kie.pmml.commons.testingutility.KiePMMLTestingModel)8 PMML4Result (org.kie.api.pmml.PMML4Result)7 KiePMMLOutputField (org.kie.pmml.commons.model.KiePMMLOutputField)7 KiePMMLTransformationDictionary (org.kie.pmml.commons.transformations.KiePMMLTransformationDictionary)7 KiePMMLDerivedField (org.kie.pmml.commons.transformations.KiePMMLDerivedField)5 KiePMMLDefineFunction (org.kie.pmml.commons.transformations.KiePMMLDefineFunction)4 KiePMMLLocalTransformations (org.kie.pmml.commons.transformations.KiePMMLLocalTransformations)3 KiePMMLParameterField (org.kie.pmml.commons.transformations.KiePMMLParameterField)2 ArrayList (java.util.ArrayList)1 Arrays (java.util.Arrays)1 Collections (java.util.Collections)1 List (java.util.List)1 Map (java.util.Map)1 Optional (java.util.Optional)1