/** * 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.math.hadoop.similarity; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.io.DoubleWritable; import org.apache.hadoop.io.WritableComparable; import org.apache.hadoop.mapreduce.Mapper; import org.apache.mahout.common.ClassUtils; import org.apache.mahout.common.StringTuple; import org.apache.mahout.common.distance.DistanceMeasure; import org.apache.mahout.math.NamedVector; import org.apache.mahout.math.Vector; import org.apache.mahout.math.VectorWritable; import java.io.IOException; import java.util.List; public final class VectorDistanceMapper extends Mapper<WritableComparable<?>, VectorWritable, StringTuple, DoubleWritable> { private DistanceMeasure measure; private List<NamedVector> seedVectors; @Override protected void map(WritableComparable<?> key, VectorWritable value, Context context) throws IOException, InterruptedException { String keyName; Vector valVec = value.get(); if (valVec instanceof NamedVector) { keyName = ((NamedVector) valVec).getName(); } else { keyName = key.toString(); } for (NamedVector seedVector : seedVectors) { double distance = measure.distance(seedVector, valVec); StringTuple outKey = new StringTuple(); outKey.add(seedVector.getName()); outKey.add(keyName); context.write(outKey, new DoubleWritable(distance)); } } @Override protected void setup(Context context) throws IOException, InterruptedException { super.setup(context); Configuration conf = context.getConfiguration(); measure = ClassUtils.instantiateAs(conf.get(VectorDistanceSimilarityJob.DISTANCE_MEASURE_KEY), DistanceMeasure.class); measure.configure(conf); seedVectors = SeedVectorUtil.loadSeedVectors(conf); } }