/*
* Seldon -- open source prediction engine
* =======================================
* Copyright 2011-2015 Seldon Technologies Ltd and Rummble Ltd (http://www.seldon.io/)
*
**********************************************************************************************
*
* 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 io.seldon.prediction.transformer;
import java.util.Iterator;
import org.apache.log4j.Logger;
import org.springframework.stereotype.Component;
import com.fasterxml.jackson.databind.JsonNode;
import com.fasterxml.jackson.databind.node.ObjectNode;
import io.seldon.prediction.FeatureTransformer;
import io.seldon.prediction.FeatureTransformerStrategy;
@Component
public class FeatureFilter implements FeatureTransformer {
private static Logger logger = Logger.getLogger(FeatureFilter.class.getName());
private static final String featureFilterType = "io.seldon.transformer.featurefilter.type";
@Override
public JsonNode transform(String client, JsonNode input,FeatureTransformerStrategy strategy) {
String type = "inclusive";
if (strategy.config.containsKey(featureFilterType))
type = strategy.config.get(featureFilterType);
switch(type)
{
case "inclusive":
{
Iterator<String> it = input.fieldNames();
for (String fieldName; it.hasNext();)
{
fieldName = it.next();
if (!strategy.inputCols.contains(fieldName))
{
it.remove();
}
}
return input;
}
case "exclusive":
{
Iterator<String> it = input.fieldNames();
for (String fieldName; it.hasNext();)
{
fieldName = it.next();
if (strategy.inputCols.contains(fieldName))
((ObjectNode) input).remove(fieldName);
}
return input;
}
default:
logger.warn("Unknown feature filter type "+type+" doing nothing");
return input;
}
}
}