/**
* 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.Collection;
import java.util.HashSet;
import java.util.List;
import java.util.Map.Entry;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.mapreduce.Mapper;
import org.apache.mahout.common.Pair;
import org.apache.mahout.math.map.OpenIntLongHashMap;
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 ParallelFPGrowthMapper extends Mapper<LongWritable,TransactionTree,LongWritable,TransactionTree> {
private final OpenIntLongHashMap gListInt = new OpenIntLongHashMap();
@Override
protected void map(LongWritable offset, TransactionTree input, Context context)
throws IOException, InterruptedException {
for (Pair<List<Integer>,Long> pattern : input) {
Integer[] prunedItems = pattern.getFirst().toArray(new Integer[pattern.getFirst().size()]);
Collection<Long> groups = new HashSet<Long>();
for (int j = prunedItems.length - 1; j >= 0; j--) {
// generate group dependent shards
Integer item = prunedItems[j];
Long groupID = gListInt.get(item);
if (!groups.contains(groupID)) {
Integer[] tempItems = new Integer[j + 1];
System.arraycopy(prunedItems, 0, tempItems, 0, j + 1);
context.setStatus("Parallel FPGrowth: Generating Group Dependent transactions for: " + item);
context.write(new LongWritable(groupID), new TransactionTree(tempItems, pattern.getSecond()));
}
groups.add(groupID);
}
}
}
@Override
protected void setup(Context context) throws IOException, InterruptedException {
super.setup(context);
OpenObjectIntHashMap<String> fMap = new OpenObjectIntHashMap<String>();
int i = 0;
for (Pair<String,Long> e : PFPGrowth.readFList(context.getConfiguration())) {
fMap.put(e.getFirst(), i++);
}
for (Entry<String,Long> e : PFPGrowth.readGList(context.getConfiguration()).entrySet()) {
gListInt.put(fMap.get(e.getKey()), e.getValue());
}
}
}