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/**
* DataCleaner (community edition)
* Copyright (C) 2014 Neopost - Customer Information Management
*
* This copyrighted material is made available to anyone wishing to use, modify,
* copy, or redistribute it subject to the terms and conditions of the GNU
* Lesser General Public License, as published by the Free Software Foundation.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY
* or FITNESS FOR A PARTICULAR PURPOSE. See the GNU Lesser General Public License
* for more details.
*
* You should have received a copy of the GNU Lesser General Public License
* along with this distribution; if not, write to:
* Free Software Foundation, Inc.
* 51 Franklin Street, Fifth Floor
* Boston, MA 02110-1301 USA
*/
package org.datacleaner.job;
import java.io.BufferedInputStream;
import java.io.File;
import java.io.FileInputStream;
import java.io.FileNotFoundException;
import java.io.IOException;
import java.io.InputStream;
import java.util.ArrayList;
import java.util.Collections;
import java.util.Date;
import java.util.HashMap;
import java.util.Iterator;
import java.util.LinkedList;
import java.util.List;
import java.util.Map;
import java.util.Map.Entry;
import java.util.Set;
import javax.xml.bind.JAXBContext;
import javax.xml.bind.JAXBException;
import javax.xml.bind.Unmarshaller;
import javax.xml.datatype.XMLGregorianCalendar;
import org.apache.commons.vfs2.FileObject;
import org.apache.commons.vfs2.FileSystemException;
import org.apache.metamodel.schema.Column;
import org.apache.metamodel.util.FileHelper;
import org.datacleaner.api.Converter;
import org.datacleaner.api.InputColumn;
import org.datacleaner.api.OutputDataStream;
import org.datacleaner.beans.transform.PlainSearchReplaceTransformer;
import org.datacleaner.components.fuse.CoalesceUnit;
import org.datacleaner.configuration.DataCleanerConfiguration;
import org.datacleaner.configuration.SourceColumnMapping;
import org.datacleaner.connection.Datastore;
import org.datacleaner.connection.DatastoreConnection;
import org.datacleaner.data.ConstantInputColumn;
import org.datacleaner.data.ELInputColumn;
import org.datacleaner.data.MetaModelInputColumn;
import org.datacleaner.data.MutableInputColumn;
import org.datacleaner.descriptors.ComponentDescriptor;
import org.datacleaner.descriptors.ConfiguredPropertyDescriptor;
import org.datacleaner.descriptors.DescriptorProvider;
import org.datacleaner.job.builder.AnalysisJobBuilder;
import org.datacleaner.job.builder.ComponentBuilder;
import org.datacleaner.job.builder.FilterComponentBuilder;
import org.datacleaner.job.builder.MutableAnalysisJobMetadata;
import org.datacleaner.job.builder.TransformerComponentBuilder;
import org.datacleaner.job.jaxb.AnalysisType;
import org.datacleaner.job.jaxb.ColumnType;
import org.datacleaner.job.jaxb.ColumnsType;
import org.datacleaner.job.jaxb.ComponentType;
import org.datacleaner.job.jaxb.ConfiguredPropertiesType;
import org.datacleaner.job.jaxb.ConfiguredPropertiesType.Property;
import org.datacleaner.job.jaxb.DataContextType;
import org.datacleaner.job.jaxb.DescriptorType;
import org.datacleaner.job.jaxb.FilterType;
import org.datacleaner.job.jaxb.InputType;
import org.datacleaner.job.jaxb.JobMetadataType;
import org.datacleaner.job.jaxb.JobType;
import org.datacleaner.job.jaxb.MetadataProperties;
import org.datacleaner.job.jaxb.ObjectFactory;
import org.datacleaner.job.jaxb.OutcomeType;
import org.datacleaner.job.jaxb.OutputDataStreamType;
import org.datacleaner.job.jaxb.OutputType;
import org.datacleaner.job.jaxb.SourceType;
import org.datacleaner.job.jaxb.TransformationType;
import org.datacleaner.job.jaxb.TransformerType;
import org.datacleaner.job.jaxb.VariableType;
import org.datacleaner.job.jaxb.VariablesType;
import org.datacleaner.util.JaxbValidationEventHandler;
import org.datacleaner.util.StringUtils;
import org.datacleaner.util.convert.StringConverter;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import com.google.common.base.Splitter;
import com.google.common.collect.ArrayListMultimap;
import com.google.common.collect.ListMultimap;
import com.google.common.collect.Lists;
public class JaxbJobReader implements JobReader {
public static final String DATACLEANER_JAXB_VARIABLE_PREFIX = "datacleaner.jaxb.variable.";
private static final Logger logger = LoggerFactory.getLogger(JaxbJobReader.class);
private static final JAXBContext _jaxbContext;
private final DataCleanerConfiguration _configuration;
static {
try {
_jaxbContext = JAXBContext
.newInstance(ObjectFactory.class.getPackage().getName(), ObjectFactory.class.getClassLoader());
} catch (final JAXBException e) {
throw new IllegalStateException(e);
}
}
public JaxbJobReader(final DataCleanerConfiguration configuration) {
if (configuration == null) {
throw new IllegalArgumentException("Configuration cannot be null");
}
_configuration = configuration;
}
private static void processRemovedProperties(final ComponentBuilder builder, final StringConverter stringConverter,
final ComponentDescriptor descriptor, final Map removedProperties) {
if (descriptor.getComponentClass() == PlainSearchReplaceTransformer.class) {
PlainSearchReplaceTransformer
.processRemovedProperties(builder, stringConverter, descriptor, removedProperties);
}
}
private static boolean isRemovedProperty(final ComponentDescriptor descriptor, final String name) {
return PlainSearchReplaceTransformer.isRemovedProperty(descriptor, name);
}
/**
* {@inheritDoc}
*/
@Override
public AnalysisJob read(final InputStream inputStream)
throws NoSuchDatastoreException, NoSuchColumnException, NoSuchComponentException,
ComponentConfigurationException, IllegalStateException {
try (AnalysisJobBuilder ajb = create(inputStream)) {
return ajb.toAnalysisJob();
}
}
@Override
public AnalysisJob read(final InputStream inputStream, final SourceColumnMapping sourceColumnMapping) {
try (AnalysisJobBuilder ajb = create(inputStream, sourceColumnMapping)) {
return ajb.toAnalysisJob();
}
}
public AnalysisJobMetadata readMetadata(final FileObject file) {
InputStream inputStream = null;
try {
inputStream = file.getContent().getInputStream();
return readMetadata(inputStream);
} catch (final FileSystemException e) {
throw new IllegalArgumentException(e);
} finally {
FileHelper.safeClose(inputStream);
}
}
public AnalysisJobMetadata readMetadata(final File file) {
InputStream inputStream = null;
try {
inputStream = new BufferedInputStream(new FileInputStream(file));
return readMetadata(inputStream);
} catch (final FileNotFoundException e) {
throw new IllegalArgumentException(e);
} finally {
FileHelper.safeClose(inputStream);
}
}
@Override
public AnalysisJobMetadata readMetadata(final InputStream inputStream) {
final JobType job = unmarshallJob(inputStream);
return readMetadata(job);
}
public AnalysisJobMetadata readMetadata(final JobType job) {
final String datastoreName = job.getSource().getDataContext().getRef();
final List sourceColumnPaths = getSourceColumnPaths(job);
final List sourceColumnTypes = getSourceColumnTypes(job);
final Map variables = getVariables(job);
final String jobName;
final String jobVersion;
final String jobDescription;
final String author;
final Date createdDate;
final Date updatedDate;
final Map metadataProperties;
final JobMetadataType metadata = job.getJobMetadata();
if (metadata == null) {
jobName = null;
jobVersion = null;
jobDescription = null;
author = null;
createdDate = null;
updatedDate = null;
metadataProperties = Collections.emptyMap();
} else {
jobName = metadata.getJobName();
jobVersion = metadata.getJobVersion();
jobDescription = metadata.getJobDescription();
author = metadata.getAuthor();
metadataProperties = getMetadataProperties(metadata);
final XMLGregorianCalendar createdDateCal = metadata.getCreatedDate();
if (createdDateCal == null) {
createdDate = null;
} else {
createdDate = createdDateCal.toGregorianCalendar().getTime();
}
final XMLGregorianCalendar updatedDateCal = metadata.getUpdatedDate();
if (updatedDateCal == null) {
updatedDate = null;
} else {
updatedDate = updatedDateCal.toGregorianCalendar().getTime();
}
}
return new ImmutableAnalysisJobMetadata(jobName, jobVersion, jobDescription, author, createdDate, updatedDate,
datastoreName, sourceColumnPaths, sourceColumnTypes, variables, metadataProperties);
}
private Map getMetadataProperties(final JobMetadataType metadata) {
final MetadataProperties properties = metadata.getMetadataProperties();
if (properties == null) {
return Collections.emptyMap();
}
final Map metadataProperties = new HashMap<>();
final List property = properties.getProperty();
for (int i = 0; i < property.size(); i++) {
final String name = property.get(i).getName();
final String value = property.get(i).getValue();
metadataProperties.put(name, value);
}
return metadataProperties;
}
public Map getVariables(final JobType job) {
final Map result = new HashMap<>();
final VariablesType variablesType = job.getSource().getVariables();
if (variablesType != null) {
final List variables = variablesType.getVariable();
for (final VariableType variableType : variables) {
final String id = variableType.getId();
final String value = variableType.getValue();
result.put(id, value);
}
}
return result;
}
public List getSourceColumnPaths(final JobType job) {
final List paths;
final ColumnsType columnsType = job.getSource().getColumns();
if (columnsType != null) {
final List columns = columnsType.getColumn();
paths = new ArrayList<>(columns.size());
for (final ColumnType columnType : columns) {
final String path = columnType.getPath();
paths.add(path);
}
} else {
paths = Collections.emptyList();
}
return paths;
}
private List getSourceColumnTypes(final JobType job) {
final List types;
final ColumnsType columnsType = job.getSource().getColumns();
if (columnsType != null) {
final List columns = columnsType.getColumn();
types = new ArrayList<>(columns.size());
for (final ColumnType columnType : columns) {
final String typeName = columnType.getType();
if (StringUtils.isNullOrEmpty(typeName)) {
types.add(null);
} else {
try {
final org.apache.metamodel.schema.ColumnType type =
org.apache.metamodel.schema.ColumnTypeImpl.valueOf(typeName);
types.add(type);
} catch (final IllegalArgumentException e) {
// type literal was not a valid ColumnType
logger.warn("Unrecognized column type: {}", typeName);
types.add(null);
}
}
}
} else {
types = Collections.emptyList();
}
return types;
}
public AnalysisJobBuilder create(final FileObject file) {
InputStream inputStream = null;
try {
inputStream = file.getContent().getInputStream();
return create(inputStream);
} catch (final FileSystemException e) {
throw new IllegalArgumentException(e);
} finally {
FileHelper.safeClose(inputStream);
}
}
public AnalysisJobBuilder create(final File file) {
InputStream inputStream = null;
try {
inputStream = new BufferedInputStream(new FileInputStream(file));
return create(inputStream);
} catch (final IOException e) {
throw new IllegalArgumentException(e);
} finally {
FileHelper.safeClose(inputStream);
}
}
public AnalysisJobBuilder create(final InputStream inputStream) throws NoSuchDatastoreException {
return create(unmarshallJob(inputStream), null, null);
}
public AnalysisJobBuilder create(final InputStream inputStream, final SourceColumnMapping sourceColumnMapping)
throws NoSuchDatastoreException {
return create(inputStream, sourceColumnMapping, null);
}
public AnalysisJobBuilder create(final InputStream inputStream, final SourceColumnMapping sourceColumnMapping,
final Map variableOverrides) throws NoSuchDatastoreException {
return create(unmarshallJob(inputStream), sourceColumnMapping, variableOverrides);
}
public AnalysisJobBuilder create(final InputStream inputStream, final Map variableOverrides)
throws NoSuchDatastoreException {
return create(unmarshallJob(inputStream), null, variableOverrides);
}
public AnalysisJobBuilder create(final InputStream inputStream, final Map variableOverrides,
final Datastore datastore) {
final JobType jobType = unmarshallJob(inputStream);
final SourceColumnMapping sourceColumnMapping = new SourceColumnMapping(readMetadata(jobType));
sourceColumnMapping.autoMap(datastore);
return create(jobType, sourceColumnMapping, variableOverrides);
}
private JobType unmarshallJob(final InputStream inputStream) {
try {
final Unmarshaller unmarshaller = _jaxbContext.createUnmarshaller();
unmarshaller.setEventHandler(new JaxbValidationEventHandler());
return (JobType) unmarshaller.unmarshal(inputStream);
} catch (final JAXBException e) {
throw new IllegalArgumentException(e);
}
}
public AnalysisJobBuilder create(final JobType job) {
return create(job, null, null);
}
public AnalysisJobBuilder create(final JobType job, final SourceColumnMapping sourceColumnMapping,
final Map variableOverrides) throws NoSuchDatastoreException {
if (job == null) {
throw new IllegalArgumentException("Job cannot be null");
}
if (sourceColumnMapping != null && !sourceColumnMapping.isSatisfied()) {
throw new IllegalArgumentException("Source column mapping is not satisfied!");
}
final Map variables = getVariables(job);
overrideVariables(variables, variableOverrides);
final JobMetadataType metadata = job.getJobMetadata();
if (metadata != null) {
logger.info("Job name: {}", metadata.getJobName());
logger.info("Job version: {}", metadata.getJobVersion());
logger.info("Job description: {}", metadata.getJobDescription());
logger.info("Author: {}", metadata.getAuthor());
logger.info("Created date: {}", metadata.getCreatedDate());
logger.info("Updated date: {}", metadata.getUpdatedDate());
logger.info("Job metadata properties: {}", getMetadataProperties(metadata));
}
final AnalysisJobBuilder builder = new AnalysisJobBuilder(_configuration);
try {
return create(job, sourceColumnMapping, metadata, variables, variableOverrides, builder);
} catch (final RuntimeException e) {
FileHelper.safeClose(builder);
throw e;
}
}
private void overrideVariables(final Map variables, final Map variableOverrides) {
if (variableOverrides != null) {
final Set> entrySet = variableOverrides.entrySet();
for (final Entry entry : entrySet) {
final String key = entry.getKey();
final String value = entry.getValue();
final String originalValue = variables.put(key, value);
if (originalValue == null) {
logger.debug("Setting variable: {}={}", key, value);
} else {
logger.info("Overriding variable: {}={} (original value was {})", key, value, originalValue);
}
}
}
}
private AnalysisJobBuilder create(final JobType job, SourceColumnMapping sourceColumnMapping,
final JobMetadataType metadata, final Map variables,
final Map variableOverrides, final AnalysisJobBuilder analysisJobBuilder) {
final Datastore datastore;
final DatastoreConnection datastoreConnection;
final SourceType source = job.getSource();
if (sourceColumnMapping == null) {
// use automatic mapping if no explicit mapping is supplied
final DataContextType dataContext = source.getDataContext();
final String ref = dataContext.getRef();
if (StringUtils.isNullOrEmpty(ref)) {
throw new IllegalStateException("Datastore ref cannot be null");
}
datastore = _configuration.getDatastoreCatalog().getDatastore(ref);
if (datastore == null) {
throw new NoSuchDatastoreException(ref);
}
datastoreConnection = datastore.openConnection();
final List sourceColumnPaths = getSourceColumnPaths(job);
sourceColumnMapping = new SourceColumnMapping(sourceColumnPaths);
sourceColumnMapping.autoMap(datastore);
} else {
datastore = sourceColumnMapping.getDatastore();
datastoreConnection = datastore.openConnection();
}
try {
analysisJobBuilder.setDatastore(datastore);
if (metadata != null) {
final ImmutableAnalysisJobMetadata immutableAnalysisJobMetadata =
new ImmutableAnalysisJobMetadata(metadata.getJobName(), metadata.getJobVersion(),
metadata.getJobDescription(), metadata.getAuthor(),
convertToDate(metadata.getCreatedDate()), convertToDate(metadata.getUpdatedDate()),
datastore.getName(), getSourceColumnPaths(job), getSourceColumnTypes(job), variables,
getMetadataProperties(metadata));
analysisJobBuilder.setAnalysisJobMetadata(immutableAnalysisJobMetadata);
} else {
if (variables.size() > 0) {
final MutableAnalysisJobMetadata mutableAnalysisJobMetadata = new MutableAnalysisJobMetadata();
mutableAnalysisJobMetadata.getVariables().putAll(variables);
analysisJobBuilder.setAnalysisJobMetadata(mutableAnalysisJobMetadata);
}
}
// map column id's to input columns
final Map> inputColumns =
readSourceColumns(sourceColumnMapping, analysisJobBuilder, source);
configureComponents(job, variables, variableOverrides, analysisJobBuilder, inputColumns, sourceColumnMapping);
return analysisJobBuilder;
} finally {
datastoreConnection.close();
}
}
private void configureComponents(final JobType job, final Map variables,
final Map variableOverrides, final AnalysisJobBuilder analysisJobBuilder,
final Map> inputColumns, final SourceColumnMapping sourceColumnMapping) {
final StringConverter stringConverter = createStringConverter(analysisJobBuilder);
final DescriptorProvider descriptorProvider = _configuration.getEnvironment().getDescriptorProvider();
final Map componentBuilders = new HashMap<>();
final List columnsTypes = job.getSource().getColumns().getColumn();
// iterate to create all the initial component builders without any
// wiring
final List allComponentTypes = getAllComponentTypes(job);
for (final ComponentType componentType : allComponentTypes) {
final ComponentBuilder componentBuilder =
createComponentBuilder(analysisJobBuilder, descriptorProvider, componentType);
initializeComponentBuilder(variables, stringConverter, componentBuilders, componentType, componentBuilder,
inputColumns, columnsTypes);
}
wireInputColumns(inputColumns, componentBuilders);
wireRequirements(componentBuilders);
wireOutputDataStreams(variableOverrides, componentBuilders, sourceColumnMapping);
}
private void wireOutputDataStreams(final Map variableOverrides,
final Map componentBuilders,
final SourceColumnMapping sourceColumnMapping) {
for (final Map.Entry entry : componentBuilders.entrySet()) {
final ComponentType componentType = entry.getKey();
final ComponentBuilder componentBuilder = entry.getValue();
for (final OutputDataStreamType outputDataStreamType : componentType.getOutputDataStream()) {
final String name = outputDataStreamType.getName();
final OutputDataStream outputDataStream = componentBuilder.getOutputDataStream(name);
final AnalysisJobBuilder outputDataStreamJobBuilder =
componentBuilder.getOutputDataStreamJobBuilder(outputDataStream);
final JobType job = outputDataStreamType.getJob();
final List sourceColumnTypes = job.getSource().getColumns().getColumn();
final List sourceColumns = outputDataStreamJobBuilder.getSourceColumns();
// map column id's to input columns
final Map> inputColumns = new HashMap<>();
for (int i = 0; i < sourceColumnTypes.size(); i++) {
final ColumnType sourceColumnPath = sourceColumnTypes.get(i);
final Column findSourceColumn = sourceColumnMapping.getColumn(sourceColumnPath.getPath());
final String outputStreamColumnPathName;
// If there is a mapping for the column in the source
// Mapping we set the new path. The 'findSourceColumn' can
// be null because it can be a transformer column
// such as "Concat of Lastname and Firstname"
if (findSourceColumn != null) {
outputStreamColumnPathName = getOutputStreamColumnPath(findSourceColumn.getName(),
componentType, componentBuilder, i);
} else {
// keep the path name
outputStreamColumnPathName = sourceColumnPath.getPath();
}
// Set the new path of the column
sourceColumnPath.setPath(outputStreamColumnPathName);
sourceColumns.stream().filter(inputColumn -> inputColumn.getName().equals(
outputStreamColumnPathName)).forEach(inputColumn -> inputColumns.put(sourceColumnPath
.getId(), inputColumn));
}
final Map variables = getVariables(job);
overrideVariables(variables, variableOverrides);
configureComponents(job, variables, variableOverrides, outputDataStreamJobBuilder, inputColumns,
sourceColumnMapping);
}
}
}
private String getOutputStreamColumnPath(final String suggestedPath, final ComponentType componentType,
final ComponentBuilder componentBuilder, final int sourceColumnIndex) {
// Stupid special case for FuseStreamsComponent
if (componentType.getDescriptor().getRef().equals("Union")) {
final ConfiguredPropertyDescriptor configuredPropertyDescriptor =
componentBuilder.getDescriptor().getConfiguredProperty("Units");
final CoalesceUnit[] units =
(CoalesceUnit[]) componentBuilder.getConfiguredProperty(configuredPropertyDescriptor);
final CoalesceUnit unit = units[sourceColumnIndex];
return unit.getSuggestedOutputColumnName();
} else {
return suggestedPath;
}
}
private void wireRequirements(final Map componentBuilders) {
final Map outcomeMapping = new HashMap<>();
// iterate initialize collect all outcomes by their IDs
for (final ComponentType componentType : componentBuilders.keySet()) {
if (componentType instanceof FilterType) {
final FilterType filterType = (FilterType) componentType;
final FilterComponentBuilder filterBuilder =
(FilterComponentBuilder) componentBuilders.get(componentType);
final List outcomeTypes = filterType.getOutcome();
for (final OutcomeType outcomeType : outcomeTypes) {
final String categoryName = outcomeType.getCategory();
final Enum category = filterBuilder.getDescriptor().getOutcomeCategoryByName(categoryName);
if (category == null) {
throw new ComponentConfigurationException(
"No such outcome category name: " + categoryName + " (in " + filterBuilder
.getDescriptor().getDisplayName() + ")");
}
final String id = outcomeType.getId();
if (StringUtils.isNullOrEmpty(id)) {
throw new IllegalStateException("Outcome id cannot be null");
}
if (outcomeMapping.containsKey(id)) {
throw new ComponentConfigurationException("Outcome id '" + id + "' is not unique");
}
outcomeMapping.put(id, filterBuilder.getFilterOutcome(category));
}
}
}
// iterate again to set up filter outcome dependencies
for (final ComponentType componentType : componentBuilders.keySet()) {
wireRequirement(outcomeMapping, componentBuilders, componentType);
}
}
private ComponentBuilder createComponentBuilder(final AnalysisJobBuilder analysisJobBuilder,
final DescriptorProvider descriptorProvider, final ComponentType componentType) {
final String ref = componentType.getDescriptor().getRef();
if (StringUtils.isNullOrEmpty(ref)) {
throw new IllegalStateException(
componentType.getClass().getSimpleName() + " descriptor ref cannot be null");
}
final ComponentDescriptor descriptor = descriptorProvider.getComponentDescriptorByDisplayName(ref);
if (descriptor == null) {
throw new NoSuchComponentException(componentType.getClass(), ref);
}
return analysisJobBuilder.addComponent(descriptor);
}
private List getAllComponentTypes(final JobType job) {
final List result = new ArrayList<>();
final TransformationType transformation = job.getTransformation();
if (transformation != null) {
result.addAll(transformation.getTransformerOrFilter());
}
final AnalysisType analysis = job.getAnalysis();
if (analysis != null) {
result.addAll(analysis.getAnalyzer());
}
return result;
}
/**
* Wires input columns from either source or transformer output. This
* process is an iteration to find the next consumer with
* "satisfied column requirements".
*
* @param inputColumns
* @param componentBuilders
*/
private void wireInputColumns(final Map> inputColumns,
final Map componentBuilders) {
// iterate again to set up column dependencies (one at a time -
// whichever is possible based on the configuration of the column
// sources (transformers))
final List unconfiguredComponentKeys = new LinkedList<>(componentBuilders.keySet());
while (!unconfiguredComponentKeys.isEmpty()) {
boolean progress = false;
for (final Iterator it = unconfiguredComponentKeys.iterator(); it.hasNext(); ) {
boolean configurable = true;
final ComponentType unconfiguredTransformerKey = it.next();
final List input = unconfiguredTransformerKey.getInput();
for (final InputType inputType : input) {
final String ref = inputType.getRef();
if (StringUtils.isNullOrEmpty(ref)) {
final String value = inputType.getValue();
if (value == null) {
throw new IllegalStateException("Component input column ref & value cannot be null");
}
} else if (!inputColumns.containsKey(ref)) {
configurable = false;
break;
}
}
if (configurable) {
progress = true;
final ComponentBuilder componentBuilder = componentBuilders.get(unconfiguredTransformerKey);
applyInputColumns(input, inputColumns, componentBuilder);
if (componentBuilder instanceof TransformerComponentBuilder) {
final TransformerComponentBuilder transformerBuilder =
(TransformerComponentBuilder) componentBuilder;
final TransformerType transformerType = (TransformerType) unconfiguredTransformerKey;
final List> outputColumns = transformerBuilder.getOutputColumns();
final List output = transformerType.getOutput();
if (outputColumns.size() < output.size()) {
final String message =
"Expected " + outputColumns.size() + " output column(s), but found " + output.size()
+ " (" + transformerBuilder + ")";
if (outputColumns.isEmpty()) {
// typically empty output columns is due to
// a component not being configured, we'll
// attach the configuration exception as a
// cause.
try {
transformerBuilder.isConfigured(true);
} catch (final Exception e) {
throw new ComponentConfigurationException(message, e);
}
}
throw new ComponentConfigurationException(message);
}
for (int i = 0; i < output.size(); i++) {
final OutputType o1 = output.get(i);
final MutableInputColumn o2 = outputColumns.get(i);
final String name = o1.getName();
if (!StringUtils.isNullOrEmpty(name)) {
o2.setName(name);
}
final Boolean hidden = o1.isHidden();
if (hidden != null && hidden.booleanValue()) {
o2.setHidden(true);
}
final String id = o1.getId();
if (StringUtils.isNullOrEmpty(id)) {
throw new IllegalStateException("Transformer output column id cannot be null");
}
registerInputColumn(inputColumns, id, o2);
}
}
// remove this component from the "unconfigured" set
it.remove();
}
}
if (!progress) {
// no progress was made in a complete iteration - no satisfied
// requirements where found. Time to produce an error message...
final StringBuilder sb = new StringBuilder();
for (final ComponentType transformerType : unconfiguredComponentKeys) {
if (sb.length() != 0) {
sb.append(", ");
}
final DescriptorType descriptor = transformerType.getDescriptor();
sb.append(descriptor.getRef());
sb.append("(input: ");
final List input = transformerType.getInput();
int i = 0;
for (final InputType inputType : input) {
if (i != 0) {
sb.append(", ");
}
final String ref = inputType.getRef();
if (StringUtils.isNullOrEmpty(ref)) {
sb.append("value=" + inputType.getValue());
} else {
sb.append("ref=" + ref);
}
i++;
}
sb.append(")");
}
throw new ComponentConfigurationException(
"Could not connect column dependencies for components: " + sb.toString());
}
}
}
private void initializeComponentBuilder(final Map variables, final StringConverter stringConverter,
final Map componentBuilders, final ComponentType componentType,
final ComponentBuilder componentBuilder, final Map> inputColumns,
final List columnsTypes) {
// shared setting of properties (except for input columns)
componentBuilder.setName(componentType.getName());
applyProperties(componentBuilder, componentType.getProperties(), componentType.getMetadataProperties(),
stringConverter, variables, inputColumns, columnsTypes);
componentBuilders.put(componentType, componentBuilder);
}
private void wireRequirement(final Map outcomeMapping,
final Map componentBuilders, final ComponentType componentType) {
final String ref = componentType.getRequires();
if (ref != null) {
final ComponentBuilder builder = componentBuilders.get(componentType);
final ComponentRequirement requirement = getRequirement(ref, outcomeMapping);
builder.setComponentRequirement(requirement);
}
}
/**
* Reads the source element of the job to extract a map of column IDs and
* related source {@link InputColumn}s.
*
* @param sourceColumnMapping
* @param analysisJobBuilder
* @param source
* @return
*/
private Map> readSourceColumns(final SourceColumnMapping sourceColumnMapping,
final AnalysisJobBuilder analysisJobBuilder, final SourceType source) {
final Map> inputColumns = new HashMap<>();
final ColumnsType columnsType = source.getColumns();
if (columnsType != null) {
final List columns = columnsType.getColumn();
for (final ColumnType column : columns) {
final String path = column.getPath();
if (StringUtils.isNullOrEmpty(path)) {
throw new IllegalStateException("Column path cannot be null");
}
final Column physicalColumn = sourceColumnMapping.getColumn(path);
if (physicalColumn == null) {
logger.error("Column {} not found in {}", path, sourceColumnMapping);
throw new NoSuchColumnException(path);
}
final MetaModelInputColumn inputColumn = new MetaModelInputColumn(physicalColumn);
final String id = column.getId();
if (StringUtils.isNullOrEmpty(id)) {
throw new IllegalStateException("Source column id cannot be null");
}
final String expectedType = column.getType();
if (expectedType != null) {
final org.apache.metamodel.schema.ColumnType actualType = physicalColumn.getType();
if (actualType != null && !expectedType.equals(actualType.toString())) {
logger.warn("Column '{}' had type '{}', but '{}' was expected.",
new Object[] { path, actualType, expectedType });
}
}
registerInputColumn(inputColumns, id, inputColumn);
analysisJobBuilder.addSourceColumn(inputColumn);
}
}
return inputColumns;
}
private Date convertToDate(final XMLGregorianCalendar calendar) {
if (calendar != null) {
return calendar.toGregorianCalendar().getTime();
}
return null;
}
private ComponentRequirement getRequirement(final String ref, final Map outcomeMapping) {
if (AnyComponentRequirement.KEYWORD.equals(ref)) {
return AnyComponentRequirement.get();
}
// check for simple component requirements
{
final FilterOutcome filterOutcome = outcomeMapping.get(ref);
if (filterOutcome != null) {
return new SimpleComponentRequirement(filterOutcome);
}
}
// check for compound component requirements
final List tokens = Lists.newArrayList(Splitter.on(" OR ").omitEmptyStrings().trimResults().split(ref));
if (tokens.size() > 1) {
final List list = new ArrayList<>(tokens.size());
for (final String token : tokens) {
final FilterOutcome filterOutcome = outcomeMapping.get(token);
if (filterOutcome == null) {
throw new ComponentConfigurationException(
"Could not resolve outcome '" + token + "' in requirement: " + ref);
}
list.add(filterOutcome);
}
return new CompoundComponentRequirement(list);
}
throw new ComponentConfigurationException("Could not resolve requirement: " + ref);
}
private void applyInputColumns(final List input, final Map> inputColumns,
final ComponentBuilder componentBuilder) {
// build a map of inputs first so that we can set the
// input in one go
final ListMultimap> inputMap = ArrayListMultimap.create();
for (final InputType inputType : input) {
final String name = inputType.getName();
final String ref = inputType.getRef();
final InputColumn inputColumn;
if (StringUtils.isNullOrEmpty(ref)) {
inputColumn = createExpressionBasedInputColumn(inputType);
} else {
inputColumn = inputColumns.get(ref);
}
if (StringUtils.isNullOrEmpty(name)) {
final ConfiguredPropertyDescriptor propertyDescriptor =
componentBuilder.getDefaultConfiguredPropertyForInput();
inputMap.put(propertyDescriptor, inputColumn);
} else {
final ConfiguredPropertyDescriptor propertyDescriptor =
componentBuilder.getDescriptor().getConfiguredProperty(name);
inputMap.put(propertyDescriptor, inputColumn);
}
}
final Set keys = inputMap.keySet();
for (final ConfiguredPropertyDescriptor propertyDescriptor : keys) {
final List> inputColumnsForProperty = inputMap.get(propertyDescriptor);
componentBuilder.addInputColumns(inputColumnsForProperty, propertyDescriptor);
}
}
private StringConverter createStringConverter(final AnalysisJobBuilder analysisJobBuilder) {
final AnalysisJob job = analysisJobBuilder.toAnalysisJob(false);
return new StringConverter(_configuration, job);
}
private InputColumn createExpressionBasedInputColumn(final InputType inputType) {
final String expression = inputType.getValue();
if (expression == null) {
throw new IllegalStateException("Input ref & value cannot both be null");
}
if (expression.indexOf("#{") == -1) {
return new ConstantInputColumn(expression);
} else {
return new ELInputColumn(expression);
}
}
private void registerInputColumn(final Map> inputColumns, final String id,
final InputColumn inputColumn) {
if (StringUtils.isNullOrEmpty(id)) {
throw new IllegalStateException("Column id cannot be null");
}
if (inputColumns.containsKey(id)) {
throw new ComponentConfigurationException("Column id is not unique: " + id);
}
inputColumns.put(id, inputColumn);
}
private void applyProperties(final ComponentBuilder builder,
final ConfiguredPropertiesType configuredPropertiesType, final MetadataProperties metadataPropertiesType,
final StringConverter stringConverter, final Map variables,
final Map> mappingInputColumns, final List columnsTypes) {
if (configuredPropertiesType != null) {
final List properties = configuredPropertiesType.getProperty();
final ComponentDescriptor descriptor = builder.getDescriptor();
final Map removedProperties = new HashMap<>();
for (final Property property : properties) {
final String name = property.getName();
if (isRemovedProperty(descriptor, name)) {
removedProperties.put(name, getValue(property));
} else {
final ConfiguredPropertyDescriptor configuredProperty = descriptor.getConfiguredProperty(name);
if (configuredProperty == null) {
throw new ComponentConfigurationException("No such property: " + name);
}
String stringValue = getValue(property);
String templateValue;
if (stringValue == null) {
final String variableRef = property.getRef();
if (variableRef == null) {
templateValue = property.getTemplate();
if (templateValue != null) {
for (final Entry variable : variables.entrySet()) {
templateValue =
templateValue.replace("${" + variable.getKey() + "}", variable.getValue());
}
stringValue = templateValue;
} else {
throw new IllegalStateException("Neither value nor ref was specified for property: "
+ name);
}
} else {
stringValue = variables.get(variableRef);
}
if (stringValue == null) {
throw new ComponentConfigurationException("No such variable: " + variableRef);
}
if (variableRef != null) {
builder.getMetadataProperties()
.put(DATACLEANER_JAXB_VARIABLE_PREFIX + configuredProperty.getName(), variableRef);
}
}
final Converter customConverter = configuredProperty.createCustomConverter();
final Object value =
stringConverter.deserialize(stringValue, configuredProperty.getType(), customConverter);
if (value instanceof CoalesceUnit[]) {
/*
* This part of the code refers to the situation when we
* open the job as a template where we need to replace
* the name of the columns with the mapped ones
*/
final CoalesceUnit[] units = (CoalesceUnit[]) value;
final ArrayList newUnitsList = new ArrayList<>();
final Set>> mappingColumnsSet = mappingInputColumns.entrySet();
for (final CoalesceUnit unit : units) {
final String[] oldInputColumns = unit.getInputColumnNames();
final ArrayList newInputColumns = new ArrayList<>();
for (final String oldColumn : oldInputColumns) {
/*
* Eg. The path is
* found in the name of the column:
* datastores.customers.csv.given_name
*/
boolean found = false;
for (final Entry> entry : mappingColumnsSet) {
final String column_id = entry.getKey();
final String path = getPath(columnsTypes, column_id);
if (oldColumn.contains('.' + path)) {
// add the mapped column.
final InputColumn entryValue = entry.getValue();
if (entryValue.isPhysicalColumn()) {
newInputColumns.add(entryValue.getPhysicalColumn().getQualifiedLabel());
} else {
newInputColumns.add(entryValue.getName());
}
found = true;
break;
}
}
// If in the coalesce units we have inputcolumns
// names
// and not the physical names then we keep
// the original value. Eg value="[[EQ
// name,NEQ name]]"/>
if (!found) {
newInputColumns.add(oldColumn);
}
}
// create new coalesce unit with the mapped columns.
if (!newInputColumns.isEmpty()) {
final CoalesceUnit newCoalesceUnit =
new CoalesceUnit(newInputColumns.toArray(new String[0]));
newUnitsList.add(newCoalesceUnit);
}
}
if (!newUnitsList.isEmpty()) {
final CoalesceUnit[] newUnits = newUnitsList.toArray(new CoalesceUnit[0]);
builder.setConfiguredProperty(configuredProperty, newUnits);
} else {
builder.setConfiguredProperty(configuredProperty, value);
}
} else {
builder.setConfiguredProperty(configuredProperty, value);
}
logger.debug("Setting property '{}' to {}", name, value);
}
}
processRemovedProperties(builder, stringConverter, descriptor, removedProperties);
}
if (metadataPropertiesType != null) {
final List propertyList =
metadataPropertiesType.getProperty();
for (final org.datacleaner.job.jaxb.MetadataProperties.Property property : propertyList) {
final String name = property.getName();
final String value = property.getValue();
builder.setMetadataProperty(name, value);
}
}
}
private String getPath(final List columnsTypes, final String columnId) {
for (final ColumnType column : columnsTypes) {
if (columnId.equals(column.getId())) {
return column.getPath();
}
}
return null;
}
private String getValue(final Property property) {
String value = property.getValue();
if (StringUtils.isNullOrEmpty(value)) {
final String valueAttribute = property.getValueAttribute();
if (value != null) {
value = valueAttribute;
}
}
return value;
}
}
