Java tutorial
/* Copyright 2013 WibiData, Inc. * * See the NOTICE file distributed with this work for additional * information regarding copyright ownership. * * Licensed 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 com.wibidata.wibidota; import com.google.gson.JsonElement; import com.google.gson.JsonObject; import com.google.gson.JsonParser; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.conf.Configured; import org.apache.hadoop.fs.Path; import org.apache.hadoop.io.IntWritable; import org.apache.hadoop.io.LongWritable; import org.apache.hadoop.io.Text; import org.apache.hadoop.mapreduce.Job; import org.apache.hadoop.mapreduce.Mapper; import org.apache.hadoop.mapreduce.Reducer; import org.apache.hadoop.mapreduce.lib.input.FileInputFormat; import org.apache.hadoop.mapreduce.lib.input.TextInputFormat; import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat; import org.apache.hadoop.mapreduce.lib.output.TextOutputFormat; import org.apache.hadoop.util.Tool; import org.apache.hadoop.util.ToolRunner; import org.slf4j.Logger; import org.slf4j.LoggerFactory; import java.io.IOException; import java.util.HashMap; /** * A Map Reduce job built to find the maximum value the 'account id' field can take in the * raw dota-matches JSON */ public class DotaMaxAccountId extends Configured implements Tool { private static final Logger LOG = LoggerFactory.getLogger(DotaMaxAccountId.class); public static class Map extends Mapper<LongWritable, Text, Text, LongWritable> { private final static JsonParser PARSER = new JsonParser(); private static long max = Long.MIN_VALUE; public void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException { try { JsonObject matchData = PARSER.parse(value.toString()).getAsJsonObject(); for (JsonElement playerElem : matchData.get("players").getAsJsonArray()) { JsonObject playerData = playerElem.getAsJsonObject(); JsonElement acccountElem = playerData.get("account_id"); if (acccountElem != null) { long accountId = acccountElem.getAsLong(); // 4294967295L indicates anonymous and so can be ignored if (accountId != 4294967295L && accountId > max) { context.write(new Text("account_id"), new LongWritable(accountId)); max = accountId; } } } } catch (IllegalStateException e) { // Ignore } } } /** * Reducer that continues to search for the max value */ public static class TakeMax extends Reducer<Text, LongWritable, Text, LongWritable> { public void reduce(Text key, Iterable<LongWritable> values, Context context) throws IOException, InterruptedException { StringBuilder out = new StringBuilder(); long max = Long.MIN_VALUE; for (LongWritable id : values) { if (id.get() > max) { max = id.get(); } } context.write(key, new LongWritable(max)); } } public static void main(String args[]) throws Exception { Configuration conf = new Configuration(); int res = ToolRunner.run(conf, new DotaMaxAccountId(), args); System.exit(res); } public final int run(final String[] args) throws Exception { Job job = new Job(super.getConf(), "Dota Max Builder"); job.setMapOutputKeyClass(Text.class); job.setMapOutputValueClass(LongWritable.class); job.setMapperClass(DotaMaxAccountId.Map.class); job.setCombinerClass(DotaMaxAccountId.TakeMax.class); job.setReducerClass(DotaMaxAccountId.TakeMax.class); job.setJarByClass(DotaMaxAccountId.class); job.setInputFormatClass(TextInputFormat.class); job.setOutputFormatClass(TextOutputFormat.class); FileInputFormat.addInputPath(job, new Path(args[0])); FileOutputFormat.setOutputPath(job, new Path(args[1])); if (job.waitForCompletion(true)) { return 0; } else { return -1; } } }