/** * 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.topdown.postprocessor; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.fs.Path; import org.apache.hadoop.io.IntWritable; import org.apache.hadoop.mapreduce.Reducer; import org.apache.mahout.math.VectorWritable; import java.io.IOException; import java.util.Map; /** * Reducer for post processing cluster output. */ public class ClusterOutputPostProcessorReducer extends Reducer<IntWritable, VectorWritable, IntWritable, VectorWritable> { private Map<Integer, Integer> reverseClusterMappings; //read the current cluster ids, and populate the hash cluster mapping hash table @Override public void setup(Context context) throws IOException { Configuration conf = context.getConfiguration(); Path clusterOutputPath = new Path(conf.get("clusterOutputPath")); //we want to the key to be the index, the value to be the cluster id reverseClusterMappings = ClusterCountReader.getClusterIDs(clusterOutputPath, conf, false); } /** * The key is the remapped cluster id and the values contains the vectors in that cluster. */ @Override protected void reduce(IntWritable key, Iterable<VectorWritable> values, Context context) throws IOException, InterruptedException { //remap the cluster back to its original id //and then output the vectors with their correct //cluster id. IntWritable outKey = new IntWritable(reverseClusterMappings.get(key.get())); System.out.println(outKey + " this: " + this); for (VectorWritable value : values) { context.write(outKey, value); } } }