use of org.kie.pmml.commons.model.expressions.KiePMMLInterval in project drools by kiegroup.
the class KiePMMLDiscretizeBinInstanceFactory method getKiePMMLDiscretizeBin.
static KiePMMLDiscretizeBin getKiePMMLDiscretizeBin(final DiscretizeBin discretizeBin) {
KiePMMLInterval interval = KiePMMLIntervalInstanceFactory.getKiePMMLInterval(discretizeBin.getInterval());
String binValue = discretizeBin.getBinValue() != null ? discretizeBin.getBinValue().toString() : null;
return new KiePMMLDiscretizeBin(UUID.randomUUID().toString(), getKiePMMLExtensions(discretizeBin.getExtensions()), binValue, interval);
}
use of org.kie.pmml.commons.model.expressions.KiePMMLInterval in project drools by kiegroup.
the class KiePMMLMiningFieldInstanceFactory method getKiePMMLMiningField.
public static KiePMMLMiningField getKiePMMLMiningField(final MiningField toConvert, final Field<?> field) {
String name = toConvert.getName() != null ? toConvert.getName().getValue() : "" + toConvert.hashCode();
final FIELD_USAGE_TYPE fieldUsageType = toConvert.getUsageType() != null ? FIELD_USAGE_TYPE.byName(toConvert.getUsageType().value()) : null;
final OP_TYPE opType = toConvert.getOpType() != null ? OP_TYPE.byName(toConvert.getOpType().value()) : null;
final DATA_TYPE dataType = field.getDataType() != null ? DATA_TYPE.byName(field.getDataType().value()) : null;
final MISSING_VALUE_TREATMENT_METHOD missingValueTreatmentMethod = toConvert.getMissingValueTreatment() != null ? MISSING_VALUE_TREATMENT_METHOD.byName(toConvert.getMissingValueTreatment().value()) : null;
final INVALID_VALUE_TREATMENT_METHOD invalidValueTreatmentMethod = toConvert.getInvalidValueTreatment() != null ? INVALID_VALUE_TREATMENT_METHOD.byName(toConvert.getInvalidValueTreatment().value()) : null;
final String missingValueReplacement = toConvert.getMissingValueReplacement() != null ? toConvert.getMissingValueReplacement().toString() : null;
final String invalidValueReplacement = toConvert.getInvalidValueReplacement() != null ? toConvert.getInvalidValueReplacement().toString() : null;
final List<String> allowedValues = field instanceof DataField ? convertDataFieldValues(((DataField) field).getValues()) : Collections.emptyList();
final List<KiePMMLInterval> intervals = field instanceof DataField ? getKiePMMLIntervals(((DataField) field).getIntervals()) : Collections.emptyList();
final KiePMMLMiningField.Builder builder = KiePMMLMiningField.builder(name, Collections.emptyList()).withFieldUsageType(fieldUsageType).withOpType(opType).withDataType(dataType).withMissingValueTreatmentMethod(missingValueTreatmentMethod).withInvalidValueTreatmentMethod(invalidValueTreatmentMethod).withMissingValueReplacement(missingValueReplacement).withInvalidValueReplacement(invalidValueReplacement).withAllowedValues(allowedValues).withIntervals(intervals);
return builder.build();
}
use of org.kie.pmml.commons.model.expressions.KiePMMLInterval in project drools by kiegroup.
the class PreProcessTest method verifyFixInvalidValuesNotInvalid.
@Test
public void verifyFixInvalidValuesNotInvalid() {
KiePMMLMiningField miningField0 = KiePMMLMiningField.builder("FIELD-0", null).withDataType(DATA_TYPE.STRING).withAllowedValues(Arrays.asList("123", "124", "125")).build();
KiePMMLMiningField miningField1 = KiePMMLMiningField.builder("FIELD-1", null).withDataType(DATA_TYPE.DOUBLE).withAllowedValues(Arrays.asList("1.23", "12.4", "1.25")).build();
List<KiePMMLInterval> intervals = Arrays.asList(new KiePMMLInterval(0.0, 12.4, CLOSURE.CLOSED_CLOSED), new KiePMMLInterval(12.6, 14.5, CLOSURE.OPEN_CLOSED));
KiePMMLMiningField miningField2 = KiePMMLMiningField.builder("FIELD-2", null).withDataType(DATA_TYPE.DOUBLE).withIntervals(intervals).build();
List<KiePMMLMiningField> miningFields = Arrays.asList(miningField0, miningField1, miningField2);
PMMLRequestData pmmlRequestData = new PMMLRequestData("123", "modelName");
pmmlRequestData.addRequestParam("FIELD-0", "123");
pmmlRequestData.addRequestParam("FIELD-1", 12.4);
pmmlRequestData.addRequestParam("FIELD-2", 9.3);
PreProcess.verifyFixInvalidValues(miningFields, pmmlRequestData);
pmmlRequestData = new PMMLRequestData("123", "modelName");
pmmlRequestData.addRequestParam("FIELD-0", "125");
pmmlRequestData.addRequestParam("FIELD-1", 1.25);
pmmlRequestData.addRequestParam("FIELD-2", 13.9);
PreProcess.verifyFixInvalidValues(miningFields, pmmlRequestData);
}
use of org.kie.pmml.commons.model.expressions.KiePMMLInterval in project drools by kiegroup.
the class PreProcessTest method verifyFixInvalidValuesInvalidReturnInvalid.
@Test(expected = KiePMMLException.class)
public void verifyFixInvalidValuesInvalidReturnInvalid() {
KiePMMLMiningField miningField0 = KiePMMLMiningField.builder("FIELD-0", null).withDataType(DATA_TYPE.STRING).withInvalidValueTreatmentMethod(INVALID_VALUE_TREATMENT_METHOD.RETURN_INVALID).withAllowedValues(Arrays.asList("123", "124", "125")).build();
KiePMMLMiningField miningField1 = KiePMMLMiningField.builder("FIELD-1", null).withDataType(DATA_TYPE.DOUBLE).withInvalidValueTreatmentMethod(INVALID_VALUE_TREATMENT_METHOD.RETURN_INVALID).withAllowedValues(Arrays.asList("1.23", "12.4", "1.25")).build();
List<KiePMMLInterval> intervals = Arrays.asList(new KiePMMLInterval(0.0, 12.4, CLOSURE.CLOSED_CLOSED), new KiePMMLInterval(12.6, 14.5, CLOSURE.OPEN_CLOSED));
KiePMMLMiningField miningField2 = KiePMMLMiningField.builder("FIELD-2", null).withDataType(DATA_TYPE.DOUBLE).withInvalidValueTreatmentMethod(INVALID_VALUE_TREATMENT_METHOD.RETURN_INVALID).withIntervals(intervals).build();
List<KiePMMLMiningField> miningFields = Arrays.asList(miningField0, miningField1, miningField2);
PMMLRequestData pmmlRequestData = new PMMLRequestData("123", "modelName");
pmmlRequestData.addRequestParam("FIELD-0", "122");
pmmlRequestData.addRequestParam("FIELD-1", 12.5);
pmmlRequestData.addRequestParam("FIELD-2", 14.6);
PreProcess.verifyFixInvalidValues(miningFields, pmmlRequestData);
}
use of org.kie.pmml.commons.model.expressions.KiePMMLInterval in project drools by kiegroup.
the class PreProcessTest method verifyFixInvalidValuesInvalidAsIs.
@Test
public void verifyFixInvalidValuesInvalidAsIs() {
KiePMMLMiningField miningField0 = KiePMMLMiningField.builder("FIELD-0", null).withDataType(DATA_TYPE.STRING).withInvalidValueTreatmentMethod(INVALID_VALUE_TREATMENT_METHOD.AS_IS).withInvalidValueReplacement("123").withAllowedValues(Arrays.asList("123", "124", "125")).build();
KiePMMLMiningField miningField1 = KiePMMLMiningField.builder("FIELD-1", null).withDataType(DATA_TYPE.DOUBLE).withInvalidValueTreatmentMethod(INVALID_VALUE_TREATMENT_METHOD.AS_IS).withInvalidValueReplacement("1.23").withAllowedValues(Arrays.asList("1.23", "12.4", "1.25")).build();
List<KiePMMLInterval> intervals = Arrays.asList(new KiePMMLInterval(0.0, 12.4, CLOSURE.CLOSED_CLOSED), new KiePMMLInterval(12.6, 14.5, CLOSURE.OPEN_CLOSED));
KiePMMLMiningField miningField2 = KiePMMLMiningField.builder("FIELD-2", null).withDataType(DATA_TYPE.DOUBLE).withInvalidValueTreatmentMethod(INVALID_VALUE_TREATMENT_METHOD.AS_IS).withInvalidValueReplacement("12.3").withIntervals(intervals).build();
List<KiePMMLMiningField> miningFields = Arrays.asList(miningField0, miningField1, miningField2);
PMMLRequestData pmmlRequestData = new PMMLRequestData("123", "modelName");
pmmlRequestData.addRequestParam("FIELD-0", "122");
pmmlRequestData.addRequestParam("FIELD-1", 12.5);
pmmlRequestData.addRequestParam("FIELD-2", 14.6);
PreProcess.verifyFixInvalidValues(miningFields, pmmlRequestData);
Map<String, ParameterInfo> mappedRequestParams = pmmlRequestData.getMappedRequestParams();
assertEquals("122", mappedRequestParams.get("FIELD-0").getValue());
assertEquals(12.5, mappedRequestParams.get("FIELD-1").getValue());
assertEquals(14.6, mappedRequestParams.get("FIELD-2").getValue());
}
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