Hadoop mapreduceユニットテストツールMRUnit簡単に使用

hadoopバージョン:

$ hadoop version
Hadoop 0.20.2-cdh3u4
Subversion git://ubuntu-slave01/var/lib/jenkins/workspace/CDH3u4-Full-RC/build/cdh3/hadoop20/0.20.2-cdh3u4/source -r 214dd731e3bdb687cb55988d3f47dd9e248c5690
Compiled by jenkins on Mon May  7 13:01:39 PDT 2012
From source with checksum a60c9795e41a3248b212344fb131c12c

バージョンによって採用される実装の書き方は少し異なりますが、ここで採用されるバージョンの詳細は以下の通りです.

<dependency>
	<groupId>org.apache.mrunit</groupId>
	<artifactId>mrunit</artifactId>
	<version>1.0.0</version>
	<classifier>hadoop1</classifier>
</dependency>

よく使用されるクラスは次のとおりです.

org.apache.hadoop.mrunit.mapreduce.MapDriver;
org.apache.hadoop.mrunit.mapreduce.MapReduceDriver;
org.apache.hadoop.mrunit.mapreduce.ReduceDriver;

mapper,combiner,reducer実装の意味は以下の通りである.

CompMapper： 222-333##id1##id2  key id1##id2，value 1L( )
CompCombiner： key 
CompReducer： key id1##id2，value long ， double 

mapper,combiner,reducerをテストするコードは以下の通りです.

private MapDriver<Text, LongWritable, Text, LongWritable> mapDriver;
private ReduceDriver<Text, LongWritable, Text, DoubleWritable> reduceDriver;
private ReduceDriver<Text, LongWritable, Text, LongWritable> combinerDriver;
private MapReduceDriver<Text, LongWritable, Text, LongWritable, Text, LongWritable> mapCombinerDriver;
private MapReduceDriver<Text, LongWritable, Text, LongWritable, Text, DoubleWritable> mapReducerDriver;
@Before
public void setUp() {
	CompMapper mapper = new CompMapper();
	CompCombiner combiner = new CompCombiner();
	CompReducer reducer = new CompReducer();
	mapDriver = new MapDriver<Text, LongWritable, Text, LongWritable>(mapper);
	reduceDriver = new ReduceDriver<Text, LongWritable, Text, DoubleWritable>(reducer);
	combinerDriver = new ReduceDriver<Text, LongWritable, Text, LongWritable>(combiner);
	mapCombinerDriver = new MapReduceDriver<Text, LongWritable, Text, LongWritable, Text, LongWritable>(
			mapper, combiner);

	mapReducerDriver = new MapReduceDriver<Text, LongWritable, Text, LongWritable, Text, DoubleWritable>(
			mapper, reducer);
}

@Test
public void testMapper() throws IOException {
	mapDriver.setInput(new Text("222-333##id1##id2"), new LongWritable(1L));
	mapDriver.withOutput(new Text("id1##id2"), new LongWritable(1L));
	mapDriver.runTest();
}

@Test
public void testCombiner() throws IOException {
	List<LongWritable> values = new ArrayList<LongWritable>();
	for (int i = 0; i < 5; i++) {
		values.add(new LongWritable(NumberUtils.toLong(i + "")));
	}
	combinerDriver.addInput(new Text("id1##id2"), values);
	combinerDriver.withOutput(new Text("id1##id2"), new LongWritable(10L));
	combinerDriver.runTest();
}

@Test
public void testReducer() throws IOException {
	List<LongWritable> values = new ArrayList<LongWritable>();
	long count = 0;
	for (int i = 0; i < 5; i++) {
		count = count + (long) i;
		values.add(new LongWritable(NumberUtils.toLong(i + "")));
	}
	reduceDriver.addInput(new Text("id1##id2"), values);
	
	
	int numHash = reduceDriver.getConfiguration().getInt(
			MinhashOptionCreator.NUM_HASH_FUNCTIONS, 10);
	DoubleWritable dw = new DoubleWritable();
	BigDecimal b1 = new BigDecimal(count);
	BigDecimal b2 = new BigDecimal(numHash);
	dw.set(b1.divide(b2).doubleValue());
	reduceDriver.withOutput(new Text("id1##id2"), dw);
	reduceDriver.runTest();
}

@Test
public void tetMapCombiner() throws IOException {
	mapCombinerDriver.addInput(new Text("222-333##id1##id2"), new LongWritable(1L));
	mapCombinerDriver.addInput(new Text("111-333##id1##id2"), new LongWritable(1L));
	mapCombinerDriver.withOutput(new Text("id1##id2"), new LongWritable(2L));
	mapCombinerDriver.runTest();
}

@Test
public void tetMapReducer() throws IOException {
	mapReducerDriver.addInput(new Text("222-333##id1##id2"), new LongWritable(1L));
	mapReducerDriver.addInput(new Text("111-333##id1##id2"), new LongWritable(1L));
	int numHash = reduceDriver.getConfiguration().getInt(
			"NUM", 10);
	DoubleWritable dw = new DoubleWritable();
	BigDecimal b1 = new BigDecimal(2L);
	BigDecimal b2 = new BigDecimal(numHash);
	dw.set(b1.divide(b2).doubleValue());
	mapReducerDriver.withOutput(new Text("id1##id2"), dw);
	mapReducerDriver.runTest();
}

注意事項:

1.MRUnit Hadoop 
2. java.lang.IncompatibleClassChangeError