mapreduce程式碼備忘
阿新 • • 發佈:2018-12-30
import java.io.IOException; import java.util.StringTokenizer; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.fs.Path; import org.apache.hadoop.io.IntWritable; 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.output.FileOutputFormat; import org.apache.hadoop.util.GenericOptionsParser; public class WordCount{ public static class TokenizerMapper extends Mapper<Object,Text,Text,IntWritable>{ private final static IntWritable one = new IntWritable(1); private Text word = new Text(); public void map(Object key, Text value, Context context) throws IOException,InterruptedException{ StringTokenizer itr = new StringTokenizer(value.toString()); while (itr.hasMoreTokens()){ word.set(itr.nextToken()); context.write(word,one); } } } public static class IntSumReducer extends Reducer<Text,IntWritable,Text,IntWritable>{ private IntWritable result = new IntWritable(); public void reduce(Text key, Iterable<IntWritable> values, Context context) throws IOException,InterruptedException{ int sum = 0; for (IntWritable val : values) { sum += val.get(); } result.set(sum); context.write(key,result); } } 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: wordcount <in> <out>"); System.exit(2); } Job job = new Job(conf,"word count"); job.setJarByClass(WordCount.class); job.setMapperClass(TokenizerMapper.class); job.setCombinerClass(IntSumReducer.class); job.setReducerClass(IntSumReducer.class); job.setOutputKeyClass(Text.class); job.setOutputValueClass(IntWritable.class); FileInputFormat.addInputPath(job,new Path(otherArgs[0])); FileOutputFormat.setOutputPath(job,new Path(otherArgs[1])); System.exit(job.waitForCompletion(true)?0:1); } }
編譯java原始碼
[[email protected] code]$ javac -classpath /usr/local/hadoop/hadoop-core-1.2.1.jar:/usr/local/hadoop/lib/commons-cli-1.2.jar WordCount.java
打包
[[email protected] code]$ jar -cvf wordcount.jar *.class
執行程式
[[email protected] code]$ ./bin/hadoop jar ./code/wordcount.jar WordCount input/ output/
檢視結果
[[email protected] code]$ ./bin/hadoop fs -cat output/*