1 | /** |
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2 | * Program: DemoHBaseSource.java |
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3 | * Editor: Waue Chen |
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4 | * From : NCHC. Taiwn |
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5 | * Last Update Date: 07/02/2008 |
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6 | * Re-code from : Cloud9: A MapReduce Library for Hadoop |
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7 | */ |
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8 | |
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9 | package tw.org.nchc.demo; |
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10 | |
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11 | import java.io.IOException; |
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12 | import java.util.Iterator; |
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13 | import java.util.StringTokenizer; |
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14 | |
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15 | import org.apache.hadoop.fs.Path; |
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16 | import org.apache.hadoop.hbase.HStoreKey; |
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17 | import org.apache.hadoop.hbase.io.ImmutableBytesWritable; |
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18 | import org.apache.hadoop.hbase.mapred.TableInputFormat; |
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19 | import org.apache.hadoop.hbase.mapred.TableMap; |
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20 | import org.apache.hadoop.io.IntWritable; |
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21 | import org.apache.hadoop.io.MapWritable; |
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22 | import org.apache.hadoop.io.Text; |
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23 | import org.apache.hadoop.mapred.JobClient; |
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24 | import org.apache.hadoop.mapred.JobConf; |
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25 | import org.apache.hadoop.mapred.MapReduceBase; |
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26 | import org.apache.hadoop.mapred.OutputCollector; |
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27 | import org.apache.hadoop.mapred.Reducer; |
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28 | import org.apache.hadoop.mapred.Reporter; |
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29 | |
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30 | /** |
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31 | * |
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32 | */ |
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33 | public class DemoHBaseSource { |
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34 | |
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35 | // mapper: emits (token, 1) for every word occurrence |
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36 | private static class MapClass extends TableMap<Text, IntWritable> { |
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37 | |
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38 | // reuse objects to save overhead of object creation |
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39 | private final static IntWritable one = new IntWritable(1); |
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40 | private final static Text textcol = new Text("default:text"); |
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41 | private Text word = new Text(); |
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42 | |
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43 | public void map(HStoreKey key, MapWritable cols, |
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44 | OutputCollector<Text, IntWritable> output, Reporter reporter) |
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45 | throws IOException { |
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46 | |
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47 | String line = Text.decode(((ImmutableBytesWritable) cols |
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48 | .get(textcol)).get()); |
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49 | |
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50 | StringTokenizer itr = new StringTokenizer(line); |
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51 | while (itr.hasMoreTokens()) { |
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52 | word.set(itr.nextToken()); |
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53 | output.collect(word, one); |
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54 | } |
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55 | } |
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56 | } |
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57 | |
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58 | // reducer: sums up all the counts |
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59 | private static class ReduceClass extends MapReduceBase implements |
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60 | Reducer<Text, IntWritable, Text, IntWritable> { |
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61 | |
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62 | // reuse objects |
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63 | private final static IntWritable SumValue = new IntWritable(); |
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64 | |
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65 | public void reduce(Text key, Iterator<IntWritable> values, |
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66 | OutputCollector<Text, IntWritable> output, Reporter reporter) |
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67 | throws IOException { |
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68 | // sum up values |
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69 | int sum = 0; |
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70 | while (values.hasNext()) { |
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71 | sum += values.next().get(); |
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72 | } |
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73 | SumValue.set(sum); |
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74 | output.collect(key, SumValue); |
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75 | } |
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76 | } |
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77 | |
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78 | private DemoHBaseSource() { |
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79 | } |
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80 | |
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81 | /** |
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82 | * Runs the demo. |
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83 | */ |
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84 | public static void main(String[] args) throws IOException { |
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85 | String outputPath = "sample-counts2"; |
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86 | |
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87 | int mapTasks = 1; |
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88 | int reduceTasks = 1; |
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89 | |
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90 | JobConf conf = new JobConf(DemoHBaseSource.class); |
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91 | |
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92 | TableMap.initJob("test", "default:text", MapClass.class, conf); |
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93 | |
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94 | conf.setJobName("wordcount"); |
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95 | |
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96 | conf.setNumMapTasks(mapTasks); |
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97 | conf.setNumReduceTasks(reduceTasks); |
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98 | |
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99 | conf.setInputFormat(TableInputFormat.class); |
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100 | |
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101 | conf.setOutputKeyClass(Text.class); |
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102 | conf.setOutputValueClass(IntWritable.class); |
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103 | conf.setOutputPath(new Path(outputPath)); |
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104 | |
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105 | conf.setMapperClass(MapClass.class); |
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106 | conf.setCombinerClass(ReduceClass.class); |
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107 | conf.setReducerClass(ReduceClass.class); |
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108 | |
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109 | JobClient.runJob(conf); |
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110 | } |
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111 | } |
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