Examples with CommonCompilationDTO org.kie.pmml.compiler.api.dto.CommonCompilationDTO used on opensource projects

Example 1 with CommonCompilationDTO

use of org.kie.pmml.compiler.api.dto.CommonCompilationDTO in project drools by kiegroup.

the class KiePMMLClassificationTableFactoryTest method getClassificationTableBuilders.

@Test
public void getClassificationTableBuilders() {
    RegressionTable regressionTableProf = getRegressionTable(3.5, "professional");
    RegressionTable regressionTableCler = getRegressionTable(27.4, "clerical");
    OutputField outputFieldCat = getOutputField("CAT-1", ResultFeature.PROBABILITY, "CatPred-1");
    OutputField outputFieldNum = getOutputField("NUM-1", ResultFeature.PROBABILITY, "NumPred-0");
    OutputField outputFieldPrev = getOutputField("PREV", ResultFeature.PREDICTED_VALUE, null);
    String targetField = "targetField";
    DataField dataField = new DataField();
    dataField.setName(FieldName.create(targetField));
    dataField.setOpType(OpType.CATEGORICAL);
    DataDictionary dataDictionary = new DataDictionary();
    dataDictionary.addDataFields(dataField);
    RegressionModel regressionModel = new RegressionModel();
    regressionModel.setNormalizationMethod(RegressionModel.NormalizationMethod.CAUCHIT);
    regressionModel.addRegressionTables(regressionTableProf, regressionTableCler);
    regressionModel.setModelName(getGeneratedClassName("RegressionModel"));
    Output output = new Output();
    output.addOutputFields(outputFieldCat, outputFieldNum, outputFieldPrev);
    regressionModel.setOutput(output);
    MiningField miningField = new MiningField();
    miningField.setUsageType(MiningField.UsageType.TARGET);
    miningField.setName(dataField.getName());
    MiningSchema miningSchema = new MiningSchema();
    miningSchema.addMiningFields(miningField);
    regressionModel.setMiningSchema(miningSchema);
    PMML pmml = new PMML();
    pmml.setDataDictionary(dataDictionary);
    pmml.addModels(regressionModel);
    final CommonCompilationDTO<RegressionModel> source = CommonCompilationDTO.fromGeneratedPackageNameAndFields(PACKAGE_NAME, pmml, regressionModel, new HasClassLoaderMock());
    final RegressionCompilationDTO compilationDTO = RegressionCompilationDTO.fromCompilationDTORegressionTablesAndNormalizationMethod(source, regressionModel.getRegressionTables(), regressionModel.getNormalizationMethod());
    Map<String, KiePMMLTableSourceCategory> retrieved = KiePMMLClassificationTableFactory.getClassificationTableBuilders(compilationDTO);
    assertNotNull(retrieved);
    assertEquals(3, retrieved.size());
    retrieved.values().forEach(kiePMMLTableSourceCategory -> commonValidateKiePMMLRegressionTable(kiePMMLTableSourceCategory.getSource()));
    Map<String, String> sources = retrieved.entrySet().stream().collect(Collectors.toMap(Map.Entry::getKey, stringKiePMMLTableSourceCategoryEntry -> stringKiePMMLTableSourceCategoryEntry.getValue().getSource()));
    commonValidateCompilation(sources);
}

Example 2 with CommonCompilationDTO

use of org.kie.pmml.compiler.api.dto.CommonCompilationDTO in project drools by kiegroup.

the class KiePMMLModelRetrieverTest method getFromCommonDataAndTransformationDictionaryAndModelWithSourcesCompiledWithoutProvider.

@Test
public void getFromCommonDataAndTransformationDictionaryAndModelWithSourcesCompiledWithoutProvider() throws Exception {
    pmml = KiePMMLUtil.load(getFileInputStream(MINING_MODEL_WITH_NESTED_REFERS_SOURCE), MINING_MODEL_WITH_NESTED_REFERS_SOURCE);
    MiningModel parentModel = (MiningModel) pmml.getModels().get(0);
    Model model = parentModel.getSegmentation().getSegments().get(0).getModel();
    final CommonCompilationDTO compilationDTO = CommonCompilationDTO.fromGeneratedPackageNameAndFields(PACKAGE_NAME, pmml, model, new HasClassLoaderMock());
    final Optional<KiePMMLModel> retrieved = getFromCommonDataAndTransformationDictionaryAndModelWithSourcesCompiled(compilationDTO);
    assertNotNull(retrieved);
    assertFalse(retrieved.isPresent());
}

Example 3 with CommonCompilationDTO

use of org.kie.pmml.compiler.api.dto.CommonCompilationDTO in project drools by kiegroup.

the class DroolsModelProviderTest method generateRulesFiles.

@Test
public void generateRulesFiles() {
    KnowledgeBuilderImpl knowledgeBuilder = new KnowledgeBuilderImpl();
    final CommonCompilationDTO<Scorecard> compilationDTO = CommonCompilationDTO.fromGeneratedPackageNameAndFields(PACKAGE_NAME, pmml, scorecard, new HasKnowledgeBuilderMock(knowledgeBuilder));
    droolsModelProvider.getKiePMMLModelWithSources(compilationDTO);
    String expectedPackageName = compilationDTO.getPackageName();
    PackageDescr packageDescr = knowledgeBuilder.getPackageDescrs(expectedPackageName).get(0);
    final List<GeneratedFile> retrieved = droolsModelProvider.generateRulesFiles(packageDescr);
    assertNotNull(retrieved);
    final String rootPath = expectedPackageName.replace('.', '/') + "/";
    packageDescr.getTypeDeclarations().forEach(typeDeclarationDescr -> {
        String expectedPath = rootPath + typeDeclarationDescr.getTypeName() + ".java";
        assertTrue(retrieved.stream().anyMatch(generatedFile -> generatedFile.getPath().equals(expectedPath)));
    });
    String pkgUUID = packageDescr.getPreferredPkgUUID().get();
    String expectedRule = rootPath + "Rules" + pkgUUID + ".java";
    assertTrue(retrieved.stream().anyMatch(generatedFile -> generatedFile.getPath().equals(expectedRule)));
    String expectedDomain = rootPath + "DomainClassesMetadata" + pkgUUID + ".java";
    assertTrue(retrieved.stream().anyMatch(generatedFile -> generatedFile.getPath().equals(expectedDomain)));
}

Example 4 with CommonCompilationDTO

use of org.kie.pmml.compiler.api.dto.CommonCompilationDTO in project drools by kiegroup.

the class DroolsModelProviderTest method getKiePMMLModelWithKnowledgeBuilder.

@Test
public void getKiePMMLModelWithKnowledgeBuilder() {
    KnowledgeBuilderImpl knowledgeBuilder = new KnowledgeBuilderImpl();
    final CommonCompilationDTO<Scorecard> compilationDTO = CommonCompilationDTO.fromGeneratedPackageNameAndFields(PACKAGE_NAME, pmml, scorecard, new HasKnowledgeBuilderMock(knowledgeBuilder));
    KiePMMLDroolsModel retrieved = droolsModelProvider.getKiePMMLModel(compilationDTO);
    assertNotNull(retrieved);
    assertTrue(retrieved instanceof KiePMMLDroolsModelTest);
    KiePMMLDroolsModelTest retrievedTest = (KiePMMLDroolsModelTest) retrieved;
    final List<DataField> originalDataFields = pmml.getDataDictionary().getDataFields();
    final List<DataField> retrievedDataFields = retrievedTest.dataDictionary.getDataFields();
    assertEquals(originalDataFields.size(), retrievedTest.dataDictionary.getDataFields().size());
    originalDataFields.forEach(dataField -> {
        Optional<DataField> optRet = retrievedDataFields.stream().filter(retrievedDataField -> dataField.getName().equals(retrievedDataField.getName())).findFirst();
        assertTrue(optRet.isPresent());
        assertEquals(dataField.getDataType(), optRet.get().getDataType());
    });
    assertEquals(pmml.getTransformationDictionary(), retrievedTest.transformationDictionary);
    assertEquals(scorecard, retrievedTest.model);
    String expectedPackageName = getSanitizedPackageName(PACKAGE_NAME);
    assertEquals(expectedPackageName, retrievedTest.getKModulePackageName());
    assertEquals(PACKAGE_NAME, retrievedTest.getName());
    PackageDescr packageDescr = knowledgeBuilder.getPackageDescrs("packagename").get(0);
    assertTrue(packageDescr instanceof CompositePackageDescr);
}

Example 5 with CommonCompilationDTO

use of org.kie.pmml.compiler.api.dto.CommonCompilationDTO in project drools by kiegroup.

the class KiePMMLModelRetrieverTest method getFromDataDictionaryAndModelWithSourcesWithoutProvider.

@Test
public void getFromDataDictionaryAndModelWithSourcesWithoutProvider() throws Exception {
    pmml = KiePMMLUtil.load(getFileInputStream(ONE_MINING_TARGET_SOURCE), ONE_MINING_TARGET_SOURCE);
    final CommonCompilationDTO compilationDTO = CommonCompilationDTO.fromGeneratedPackageNameAndFields(PACKAGE_NAME, pmml, pmml.getModels().get(0), new HasClassLoaderMock());
    final Optional<KiePMMLModel> retrieved = getFromCommonDataAndTransformationDictionaryAndModelWithSources(compilationDTO);
    assertNotNull(retrieved);
    assertFalse(retrieved.isPresent());
}