| [9] | 1 | /** |
|---|
| 2 | * Program: WordCount.java |
|---|
| 3 | * Editor: Waue Chen |
|---|
| 4 | * From : NCHC. Taiwn |
|---|
| 5 | * Last Update Date: 06/13/2008 |
|---|
| [7] | 6 | */ |
|---|
| [9] | 7 | |
|---|
| 8 | /** |
|---|
| 9 | * Purpose : |
|---|
| 10 | * Store the result of WordCount.java from Hbase to Hadoop file system |
|---|
| 11 | * |
|---|
| 12 | * HowToUse : |
|---|
| 13 | * Make sure Hadoop file system is running correctly. |
|---|
| 14 | * Put text file on the directory "/local_src/input" |
|---|
| 15 | * You can use the instruction to upload "/local_src/input" to HDFS input dir |
|---|
| 16 | * $ bin/hadoop dfs -put /local_src/input input |
|---|
| 17 | * Then modify the $filepath parameter in construtor to be correct and run this code. |
|---|
| 18 | * |
|---|
| 19 | * |
|---|
| 20 | * Check Result: |
|---|
| 21 | * inspect http://localhost:50070 by web explorer |
|---|
| 22 | */ |
|---|
| [8] | 23 | package tw.org.nchc.code; |
|---|
| [7] | 24 | |
|---|
| 25 | import java.io.IOException; |
|---|
| 26 | import java.util.Iterator; |
|---|
| 27 | import java.util.StringTokenizer; |
|---|
| 28 | |
|---|
| 29 | import org.apache.hadoop.fs.FileSystem; |
|---|
| 30 | import org.apache.hadoop.fs.Path; |
|---|
| 31 | import org.apache.hadoop.io.IntWritable; |
|---|
| 32 | import org.apache.hadoop.io.LongWritable; |
|---|
| 33 | import org.apache.hadoop.io.Text; |
|---|
| 34 | import org.apache.hadoop.mapred.JobClient; |
|---|
| 35 | import org.apache.hadoop.mapred.JobConf; |
|---|
| 36 | import org.apache.hadoop.mapred.MapReduceBase; |
|---|
| 37 | import org.apache.hadoop.mapred.Mapper; |
|---|
| 38 | import org.apache.hadoop.mapred.OutputCollector; |
|---|
| 39 | import org.apache.hadoop.mapred.Reducer; |
|---|
| 40 | import org.apache.hadoop.mapred.Reporter; |
|---|
| 41 | |
|---|
| 42 | |
|---|
| 43 | public class WordCount { |
|---|
| [9] | 44 | private String filepath; |
|---|
| 45 | private String outputPath; |
|---|
| 46 | |
|---|
| 47 | public WordCount(){ |
|---|
| 48 | filepath = "/user/waue/input/"; |
|---|
| 49 | outputPath = "counts1"; |
|---|
| 50 | } |
|---|
| 51 | public WordCount(String path,String output){ |
|---|
| 52 | filepath = path; |
|---|
| 53 | outputPath = output; |
|---|
| 54 | } |
|---|
| [7] | 55 | // mapper: emits (token, 1) for every word occurrence |
|---|
| 56 | private static class MapClass extends MapReduceBase implements |
|---|
| 57 | Mapper<LongWritable, Text, Text, IntWritable> { |
|---|
| 58 | |
|---|
| 59 | // reuse objects to save overhead of object creation |
|---|
| 60 | private final static IntWritable one = new IntWritable(1); |
|---|
| 61 | private Text word = new Text(); |
|---|
| 62 | |
|---|
| 63 | public void map(LongWritable key, Text value, |
|---|
| 64 | OutputCollector<Text, IntWritable> output, Reporter reporter) |
|---|
| 65 | throws IOException { |
|---|
| 66 | String line = ((Text) value).toString(); |
|---|
| 67 | StringTokenizer itr = new StringTokenizer(line); |
|---|
| 68 | while (itr.hasMoreTokens()) { |
|---|
| 69 | word.set(itr.nextToken()); |
|---|
| 70 | output.collect(word, one); |
|---|
| 71 | } |
|---|
| 72 | } |
|---|
| 73 | } |
|---|
| 74 | |
|---|
| 75 | // reducer: sums up all the counts |
|---|
| 76 | private static class ReduceClass extends MapReduceBase implements |
|---|
| 77 | Reducer<Text, IntWritable, Text, IntWritable> { |
|---|
| 78 | |
|---|
| 79 | // reuse objects |
|---|
| 80 | private final static IntWritable SumValue = new IntWritable(); |
|---|
| 81 | |
|---|
| 82 | public void reduce(Text key, Iterator<IntWritable> values, |
|---|
| 83 | OutputCollector<Text, IntWritable> output, Reporter reporter) |
|---|
| 84 | throws IOException { |
|---|
| 85 | // sum up values |
|---|
| 86 | int sum = 0; |
|---|
| 87 | while (values.hasNext()) { |
|---|
| 88 | sum += values.next().get(); |
|---|
| 89 | } |
|---|
| 90 | SumValue.set(sum); |
|---|
| 91 | output.collect(key, SumValue); |
|---|
| 92 | } |
|---|
| 93 | } |
|---|
| 94 | |
|---|
| 95 | |
|---|
| 96 | /** |
|---|
| 97 | * Runs the demo. |
|---|
| 98 | */ |
|---|
| 99 | public static void main(String[] args) throws IOException { |
|---|
| [9] | 100 | WordCount wc = new WordCount(); |
|---|
| 101 | |
|---|
| 102 | int mapTasks = 1; |
|---|
| [7] | 103 | int reduceTasks = 1; |
|---|
| 104 | JobConf conf = new JobConf(WordCount.class); |
|---|
| 105 | conf.setJobName("wordcount"); |
|---|
| 106 | |
|---|
| 107 | conf.setNumMapTasks(mapTasks); |
|---|
| 108 | conf.setNumReduceTasks(reduceTasks); |
|---|
| 109 | |
|---|
| [9] | 110 | conf.setInputPath(new Path(wc.filepath)); |
|---|
| [7] | 111 | conf.setOutputKeyClass(Text.class); |
|---|
| 112 | conf.setOutputValueClass(IntWritable.class); |
|---|
| [9] | 113 | conf.setOutputPath(new Path(wc.outputPath)); |
|---|
| [7] | 114 | |
|---|
| 115 | conf.setMapperClass(MapClass.class); |
|---|
| 116 | conf.setCombinerClass(ReduceClass.class); |
|---|
| 117 | conf.setReducerClass(ReduceClass.class); |
|---|
| 118 | |
|---|
| 119 | // Delete the output directory if it exists already |
|---|
| [9] | 120 | Path outputDir = new Path(wc.outputPath); |
|---|
| [7] | 121 | FileSystem.get(conf).delete(outputDir); |
|---|
| 122 | |
|---|
| 123 | JobClient.runJob(conf); |
|---|
| 124 | } |
|---|
| 125 | } |
|---|