/** * 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.fpm.pfpgrowth; import java.io.IOException; import java.util.Arrays; import java.util.Collections; import java.util.HashSet; import java.util.List; import java.util.regex.Pattern; import com.google.common.collect.Lists; import org.apache.hadoop.io.LongWritable; import org.apache.hadoop.io.Text; import org.apache.hadoop.mapreduce.Mapper; import org.apache.mahout.common.Pair; import org.apache.mahout.common.Parameters; import org.apache.mahout.math.map.OpenObjectIntHashMap; /** * maps each transaction to all unique items groups in the transaction. * mapper outputs the group id as key and the transaction as value * */ public class TransactionSortingMapper extends Mapper<LongWritable,Text,LongWritable,TransactionTree> { private final OpenObjectIntHashMap<String> fMap = new OpenObjectIntHashMap<String>(); private Pattern splitter; @Override protected void map(LongWritable offset, Text input, Context context) throws IOException, InterruptedException { String[] items = splitter.split(input.toString()); Iterable<String> uniqueItems = new HashSet<String>(Arrays.asList(items)); List<Integer> itemSet = Lists.newArrayList(); for (String item : uniqueItems) { // remove items not in the fList if (fMap.containsKey(item) && !item.trim().isEmpty()) { itemSet.add(fMap.get(item)); } } Collections.sort(itemSet); Integer[] prunedItems = itemSet.toArray(new Integer[itemSet.size()]); if (prunedItems.length > 0) { context.write(new LongWritable(prunedItems[0]), new TransactionTree(prunedItems, 1L)); } } @Override protected void setup(Context context) throws IOException, InterruptedException { super.setup(context); Parameters params = new Parameters(context.getConfiguration().get(PFPGrowth.PFP_PARAMETERS, "")); int i = 0; for (Pair<String,Long> e : PFPGrowth.readFList(context.getConfiguration())) { fMap.put(e.getFirst(), i++); } splitter = Pattern.compile(params.get(PFPGrowth.SPLIT_PATTERN, PFPGrowth.SPLITTER.toString())); } }