/**
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You 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.apache.mahout.ga.watchmaker;
import java.io.IOException;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.io.DoubleWritable;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Mapper;
import org.apache.mahout.common.StringUtils;
import org.uncommons.watchmaker.framework.FitnessEvaluator;
import com.google.common.base.Preconditions;
/**
* <p>
* Generic Mapper class for fitness evaluation. Works with the following :
* {@code <key, candidate, key, fitness>}
* , where :
* </p>
* key: position of the current candidate in the input file. <br>
* candidate: candidate solution to evaluate. <br>
* fitness: evaluated fitness for the given candidate.
*/
public class EvalMapper extends Mapper<LongWritable,Text,LongWritable,DoubleWritable> {
/** Parameter used to store the "stringified" evaluator */
public static final String MAHOUT_GA_EVALUATOR = "mahout.ga.evaluator";
private FitnessEvaluator<Object> evaluator;
@Override
public void setup(Context context) throws IOException, InterruptedException {
Configuration conf = context.getConfiguration();
String evlstr = conf.get(MAHOUT_GA_EVALUATOR);
Preconditions.checkArgument(evlstr != null, "'MAHOUT_GA_EVALUATOR' job parameter not found");
evaluator = StringUtils.fromString(evlstr);
super.setup(context);
}
@Override
public void map(LongWritable key,
Text value,
Context context) throws IOException, InterruptedException {
Object candidate = StringUtils.fromString(value.toString());
double fitness = evaluator.getFitness(candidate, null);
context.write(key, new DoubleWritable(fitness));
}
}