hadoop word count
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@ -12,6 +12,7 @@ repositories {
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maven {
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//url 'https://mvnrepository.com/artifact/org.apache.storm/storm-core'
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url 'http://clojars.org/repo/'
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//url 'http://mirrors.163.com/maven/#browse/browse/components:maven-public/'
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}
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}
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@ -27,6 +28,16 @@ dependencies {
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// https://mvnrepository.com/artifact/org.apache.commons/commons-collections4
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compile group: 'org.apache.commons', name: 'commons-collections4', version: '4.0'
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// https://mvnrepository.com/artifact/org.apache.hadoop/hadoop-common
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compile group: 'org.apache.hadoop', name: 'hadoop-common', version: '2.7.4'
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// https://mvnrepository.com/artifact/org.apache.hadoop/hadoop-hdfs
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compile group: 'org.apache.hadoop', name: 'hadoop-hdfs', version: '2.7.4'
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// https://mvnrepository.com/artifact/org.apache.hadoop/hadoop-mapreduce-client-core
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compile group: 'org.apache.hadoop', name: 'hadoop-mapreduce-client-core', version: '2.7.4'
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}
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jar {
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74
code/src/main/java/com/raorao/hadoop/WordCount.java
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74
code/src/main/java/com/raorao/hadoop/WordCount.java
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@ -0,0 +1,74 @@
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package com.raorao.hadoop;
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import java.io.IOException;
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import java.util.StringTokenizer;
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import org.apache.hadoop.conf.Configuration;
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import org.apache.hadoop.fs.Path;
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import org.apache.hadoop.io.IntWritable;
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import org.apache.hadoop.io.Text;
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import org.apache.hadoop.mapreduce.Job;
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import org.apache.hadoop.mapreduce.Mapper;
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import org.apache.hadoop.mapreduce.Reducer;
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import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
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import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
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import org.apache.hadoop.util.GenericOptionsParser;
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/**
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* 使用map reduce实现计数操作.
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*
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* @author Xiong Raorao
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* @since 2018-07-31-10:22
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*/
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public class WordCount {
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public static class TokenizerMapper
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extends Mapper<Object, Text, Text, IntWritable>{
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private final static IntWritable one = new IntWritable(1);
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private Text word = new Text();
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public void map(Object key, Text value, Context context
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) throws IOException, InterruptedException {
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StringTokenizer itr = new StringTokenizer(value.toString());
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while (itr.hasMoreTokens()) {
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word.set(itr.nextToken());
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context.write(word, one);
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}
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}
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}
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public static class IntSumReducer
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extends Reducer<Text,IntWritable,Text,IntWritable> {
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private IntWritable result = new IntWritable();
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public void reduce(Text key, Iterable<IntWritable> values,
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Context context
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) throws IOException, InterruptedException {
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int sum = 0;
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for (IntWritable val : values) {
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sum += val.get();
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}
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result.set(sum);
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context.write(key, result);
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}
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}
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public static void main(String[] args) throws Exception {
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Configuration conf = new Configuration();
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String[] otherArgs = new GenericOptionsParser(conf, args).getRemainingArgs();
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if (otherArgs.length != 2) {
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System.err.println("Usage: wordcount <in> <out>");
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System.exit(2);
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}
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Job job = new Job(conf, "word count");
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job.setJarByClass(WordCount.class);
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job.setMapperClass(TokenizerMapper.class);
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job.setCombinerClass(IntSumReducer.class);
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job.setReducerClass(IntSumReducer.class);
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job.setOutputKeyClass(Text.class);
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job.setOutputValueClass(IntWritable.class);
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FileInputFormat.addInputPath(job, new Path(otherArgs[0]));
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FileOutputFormat.setOutputPath(job, new Path(otherArgs[1]));
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System.exit(job.waitForCompletion(true) ? 0 : 1);
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}
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}
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