Java tutorial
/** * 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.hadoop.examples; import java.io.DataInput; import java.io.DataOutput; import java.io.IOException; import java.util.ArrayList; import java.util.HashMap; import java.util.Map; import java.util.StringTokenizer; import java.lang.Math; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.fs.Path; import org.apache.hadoop.io.DoubleWritable; import org.apache.hadoop.io.IntWritable; import org.apache.hadoop.io.NullWritable; import org.apache.hadoop.io.Text; import org.apache.hadoop.io.WritableComparable; import org.apache.hadoop.io.WritableComparator; import org.apache.hadoop.mapreduce.Job; import org.apache.hadoop.mapreduce.Mapper; import org.apache.hadoop.mapreduce.Partitioner; import org.apache.hadoop.mapreduce.Reducer; import org.apache.hadoop.mapreduce.lib.input.FileInputFormat; import org.apache.hadoop.mapreduce.lib.input.MultipleInputs; import org.apache.hadoop.mapreduce.lib.input.TextInputFormat; import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat; import org.apache.hadoop.mapreduce.lib.partition.HashPartitioner; import org.apache.hadoop.util.GenericOptionsParser; public class DescSorter { public static class SortComparator extends WritableComparator { public SortComparator() { super(IntWritable.class, true); } public int compare(WritableComparable ck1, WritableComparable ck2) { return ((IntWritable) ck2).compareTo(((IntWritable) ck1)); } } public static class AdjListMapper extends Mapper<Object, Text, IntWritable, IntWritable> { private IntWritable okey; private IntWritable oval; protected void setup(Context context) { okey = new IntWritable(); oval = new IntWritable(); } public void map(Object key, Text value, Context context) throws IOException, InterruptedException { StringTokenizer st = new StringTokenizer(value.toString()); String node, listElem; int count = 0; node = st.nextToken(); while (st.hasMoreTokens()) { listElem = st.nextToken(); count++; } okey.set(count); oval.set(Integer.parseInt(node)); context.write(okey, oval); } } public static class Reducer extends Reducer<CompositeKey, IntWritable, IntWritable, Text> { HashMap<Integer, int[]> delays; protected void setup(Context context) { delays = new HashMap<Integer, int[]>(); } protected void cleanup(Context context) throws IOException, InterruptedException { StringBuilder sb; IntWritable key = new IntWritable(); Text val = new Text(); int[] months; for (Map.Entry<Integer, int[]> entry : delays.entrySet()) { sb = new StringBuilder(""); key.set((Integer) entry.getKey()); months = (int[]) entry.getValue(); for (int i = 0; i < months.length; i++) { sb.append("(" + Integer.toString(i + 1) + "," + Integer.toString(months[i]) + ") "); } val.set(sb.toString()); context.write(key, val); } } public void reduce(CompositeKey key, Iterable<IntWritable> values, Context context) { int sum = 0, count = 0; double avg; for (IntWritable iw : values) { sum += iw.get(); count++; } avg = ((double) sum) / count; avg = Math.round(avg); if (delays.containsKey(key.getAirlineID())) { (delays.get(key.getAirlineID()))[key.getMonth() - 1] = (int) avg; } else { int[] months = new int[12]; for (int i = 0; i < months.length; i++) months[i] = 0; months[key.getMonth() - 1] = (int) avg; delays.put(key.getAirlineID(), months); } } } public static void main(String[] args) throws Exception { Configuration conf = new Configuration(); String[] otherArgs = new GenericOptionsParser(conf, args).getRemainingArgs(); if (otherArgs.length < 2) { System.err.println("Usage: flights <in> <in> <out>"); System.exit(2); } Job job = new Job(conf, "AvgDelays"); job.setJarByClass(DescSorter.class); job.setMapperClass(FlightMapper.class); job.setMapOutputKeyClass(CompositeKey.class); job.setMapOutputValueClass(IntWritable.class); job.setPartitionerClass(CompositeKeyPartitioner.class); job.setSortComparatorClass(SortComparator.class); job.setGroupingComparatorClass(GroupingComparator.class); job.setReducerClass(AvgDelayReducer.class); job.setOutputKeyClass(IntWritable.class); job.setOutputValueClass(Text.class); for (int i = 0; i < otherArgs.length - 1; ++i) { FileInputFormat.addInputPath(job, new Path(otherArgs[i])); } FileOutputFormat.setOutputPath(job, new Path(otherArgs[otherArgs.length - 1])); System.exit(job.waitForCompletion(true) ? 0 : 1); } }