/*
* Copyright 2014 the original author or authors.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package org.springframework.xd.analytics.ml.pmml;
import java.util.Collections;
import java.util.List;
import java.util.Map;
import org.dmg.pmml.FieldName;
import org.springframework.util.StringUtils;
import org.springframework.xd.analytics.ml.InputMapper;
import org.springframework.xd.analytics.ml.OutputMapper;
import org.springframework.xd.tuple.Tuple;
import com.google.common.base.Splitter;
/**
* A {@link org.springframework.xd.analytics.ml.pmml.PmmlAnalytic} that works with
* {@link org.springframework.xd.tuple.Tuple}s.
*
* @author Thomas Darimont
*/
public class TuplePmmlAnalytic extends PmmlAnalytic<Tuple, Tuple> {
private static final Splitter FIELD_MAPPING_SPLITTER = Splitter.on(',').omitEmptyStrings().trimResults();
/**
* Creates a new {@link org.springframework.xd.analytics.ml.pmml.TuplePmmlAnalytic}.
*
* @param modelName may be {@literal null}
* @param modelLocation must not be {@literal null}
* @param inputMapper must not be {@literal null}
* @param outputMapper must not be {@literal null}
*/
public TuplePmmlAnalytic(String modelName, String modelLocation,
InputMapper<Tuple, PmmlAnalytic<Tuple, Tuple>, Map<FieldName, Object>> inputMapper,
OutputMapper<Tuple, Tuple, PmmlAnalytic<Tuple, Tuple>, Map<FieldName, Object>> outputMapper) {
super(modelName, modelLocation, inputMapper, outputMapper);
}
/**
* Creates a new {@link org.springframework.xd.analytics.ml.pmml.TuplePmmlAnalytic}.
*
* @param modelName may be {@literal null}
* @param modelLocation must not be {@literal null}
* @param pmmlLoader may be {@literal null}
* @param inputMapper must not be {@literal null}
* @param outputMapper must not be {@literal null}
*/
public TuplePmmlAnalytic(String modelName, String modelLocation, PmmlLoader pmmlLoader,
InputMapper<Tuple, PmmlAnalytic<Tuple, Tuple>, Map<FieldName, Object>> inputMapper,
OutputMapper<Tuple, Tuple, PmmlAnalytic<Tuple, Tuple>, Map<FieldName, Object>> outputMapper) {
super(modelName, modelLocation, pmmlLoader, inputMapper, outputMapper);
}
/**
* Creates a new {@link org.springframework.xd.analytics.ml.pmml.TuplePmmlAnalytic}. Convenience constructor that
* takes comma-separated {@link String}s as fieldname mappings. The 3 support variants for defining fieldname
* mappings have the form:
*
* <pre>
* Variant 1: Source field to target field mapping
* sourceFieldName1:targetFieldName1, sourceFieldName2:targetFieldName2,...
* Variant 2: Listing of field names
* sourceFieldName1, sourceFieldName2, sourceFieldName3, ...
* Variant 3: Defining no field names
* -> means all fields present will be present in the output
*
* <pre>
*
* @param modelName may be {@literal null}
* @param modelLocation must not be {@literal null}
* @param pmmlLoader may be {@literal null}
* @param inputFieldMappings
* @param outputFieldMappings * @see
* {@link #TuplePmmlAnalytic(String, String, PmmlLoader, org.springframework.xd.analytics.ml.InputMapper, org.springframework.xd.analytics.ml.OutputMapper)}
*/
public TuplePmmlAnalytic(String modelName, String modelLocation, PmmlLoader pmmlLoader, String inputFieldMappings,
String outputFieldMappings) {
this(modelName, modelLocation, pmmlLoader, new TuplePmmlAnalyticInputDataMapper(
splitFieldMappings(inputFieldMappings)), new TuplePmmlAnalyticOutputDataMapper(
splitFieldMappings(outputFieldMappings)));
}
/**
* Creates a new {@link org.springframework.xd.analytics.ml.pmml.TuplePmmlAnalytic}. Convenience constructor that
* takes comma-separated {@link String}s as fieldname mappings. The 3 support variants for defining fieldname
* mappings have the form:
*
* <pre>
* Variant 1: Source field to target field mapping
* sourceFieldName1:targetFieldName1, sourceFieldName2:targetFieldName2,...
* Variant 2: Listing of field names
* sourceFieldName1, sourceFieldName2, sourceFieldName3, ...
* Variant 3: Defining no field names
* -> means all fields present will be present in the output
*
* <pre>
*
* @param modelName may be {@literal null}
* @param modelLocation must not be {@literal null}
* @param inputFieldMappings
* @param outputFieldMappings
* @see
* {@link #TuplePmmlAnalytic(String, String, PmmlLoader, org.springframework.xd.analytics.ml.InputMapper, org.springframework.xd.analytics.ml.OutputMapper)}
*/
public TuplePmmlAnalytic(String modelName, String modelLocation, String inputFieldMappings,
String outputFieldMappings) {
super(modelName, modelLocation, new TuplePmmlAnalyticInputDataMapper(splitFieldMappings(inputFieldMappings)),
new TuplePmmlAnalyticOutputDataMapper(splitFieldMappings(outputFieldMappings)));
}
/**
* Splits the field mappings of the form {@literal inputField1:outputField1,inputField1:outputField1} into a
* {@link java.util.List}.
*
* @param fieldMappings
* @return a {@link java.util.List} containing the field mappings as elements or an empty {@code List} if
* {@code fieldMappings} were {@literal null}.
*/
private static List<String> splitFieldMappings(String fieldMappings) {
if (!StringUtils.hasText(fieldMappings)) {
return Collections.<String> emptyList();
}
return FIELD_MAPPING_SPLITTER.splitToList(fieldMappings.trim());
}
}