Hadoop & Hadoop Streaming 自定义输出格式

    在用Hadoop处理大量的日志文件的时候，有时候会将错误的或者不符合要求的日志输出到另外一个目录，以备后来进行查验，这里给出个简单的例子，并简单说明下如何在Hadoop Streaming中使用这种方法将错误格式的日志输出到自定义的路径。

    例子中类MultiFilesOutput继承自MultipleTextOutputFormat<Text, Text>，可以自己定义不同的keyType，然后输出到不同的目录下。

package MultiFormats;import org.apache.hadoop.fs.Path;import org.apache.hadoop.io.Text;import org.apache.hadoop.mapred.lib.MultipleTextOutputFormat;/** * * @author xyl * */public class MultiFilesOutput extends MultipleTextOutputFormat<Text, Text> { /** * Use the key as part of the path for the final output results * now we just define three types * err_log: the log format we can't parse * err_oth: the other log format * pvnormal: the right log format for output pv result * uvnormal: the right log format for output uvresult */ @Override protected String generateFileNameForKeyValue(Text key, Text value, String leaf) { String keyType = new String(key.toString()); if(keyType.equals("err_log")) { return new Path("err_log",leaf).toString(); } if(keyType.equals("err_oth")) { return new Path("err_oth",leaf).toString(); } /* * return new Path("normal",leaf).toString(); */ if(keyType.equals("pvnormal")) { return new Path("pvnormal",leaf).toString(); } return new Path("uvnormal", leaf).toString(); } /** * When actually writing the data, discard the key since it is already in * the file path. */ @Override protected Text generateActualKey(Text key, Text value) { return null; }}</text></text>

 在Hadoop Streaming，使用扩展的jar文件格式如下：

INPUT=/user/flume/${PATH}OUTPUT=/user/dplog/errlog/${DATE}#JOBNAME: displayed mapreduce jobname, better add job owner nameJOBNAME="${DATE}-pvTest""(xyl)"####################################################################### Check if output directory aready exists# --------------------------------------------------------------------#if $(/opt/hadoop/bin/hadoop fs -test -d ${OUTPUT})#then# echo "Output Directory" $OUTPUT "already exists."# Other action code can be added at here# exit 100#else# echo "Output Directory will be created!"#fi/opt/hadoop/bin/hadoop fs -rmr ${OUTPUT}####################################################################### Main hadoop streaming process# --------------------------------------------------------------------/opt/hadoop/bin/hadoop jar ${STREAMING_JAR} \ -libjars /opt/home/hadoop/xyl/Jars/CustomOutputFormats.jar \ -Dmapred.job.name=${JOBNAME} \ -Dmapred.reduce.tasks=1 \ -input ${INPUT} \ -output ${OUTPUT} \ -mapper mapper.py \ -reducer reducer.py \ -file /opt/home/hadoop/xyl/mappers/mapper.py \ -file /opt/home/hadoop/xyl/reducers/reducer.py \ -outputformat MultiFormats.MultiFilesOutput \ ;

其中CustomOutputFormats.jar 为生成的jar文件名称，MultiFormats.MultiFilesOutput对应于package name和类名。