/** * 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.clustering.canopy; import java.io.IOException; import java.util.Collection; import com.google.common.collect.Lists; import org.apache.hadoop.io.Text; import org.apache.hadoop.io.WritableComparable; import org.apache.hadoop.mapreduce.Mapper; import org.apache.mahout.math.VectorWritable; class CanopyMapper extends Mapper<WritableComparable<?>, VectorWritable, Text, VectorWritable> { private final Collection<Canopy> canopies = Lists.newArrayList(); private CanopyClusterer canopyClusterer; private int clusterFilter; @Override protected void map(WritableComparable<?> key, VectorWritable point, Context context) throws IOException, InterruptedException { canopyClusterer.addPointToCanopies(point.get(), canopies); } @Override protected void setup(Context context) throws IOException, InterruptedException { super.setup(context); canopyClusterer = new CanopyClusterer(context.getConfiguration()); clusterFilter = Integer.parseInt(context.getConfiguration().get( CanopyConfigKeys.CF_KEY)); } @Override protected void cleanup(Context context) throws IOException, InterruptedException { for (Canopy canopy : canopies) { canopy.computeParameters(); if (canopy.getNumPoints() > clusterFilter) { context.write(new Text("centroid"), new VectorWritable(canopy .getCenter())); } } super.cleanup(context); } }