MapReduce生成HFile入庫到HBase

原文參考：

http://shitouer.cn/2013/02/hbase-hfile-bulk-load/

可能需要依賴一寫jar包，在這裡下載下傳：http://download.csdn.net/detail/q79969786/6933683

主要做了如下修改：

package com.upa.hbase;

import java.io.IOException;

import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.hbase.KeyValue;
import org.apache.hadoop.hbase.io.ImmutableBytesWritable;
import org.apache.hadoop.hbase.mapreduce.HFileOutputFormat;
import org.apache.hadoop.hbase.mapreduce.KeyValueSortReducer;
import org.apache.hadoop.hbase.mapreduce.SimpleTotalOrderPartitioner;
import org.apache.hadoop.hbase.util.Bytes;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.Mapper;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
import org.apache.hadoop.util.GenericOptionsParser;

public class HFileGenerator {

	public static class HFileMapper extends
			Mapper<LongWritable, Text, ImmutableBytesWritable, KeyValue> {
		@Override
		protected void map(LongWritable key, Text value, Context context)
				throws IOException, InterruptedException {
			String line = value.toString();
			String[] items = line.split(",", -1);
			ImmutableBytesWritable rowkey = new ImmutableBytesWritable(
					items[0].getBytes());

			KeyValue kv = new KeyValue(Bytes.toBytes(items[0]),
					Bytes.toBytes(items[1]), Bytes.toBytes(items[2]),
					System.currentTimeMillis(), Bytes.toBytes(items[3]));
			if (null != kv) {
				context.write(rowkey, kv);
			}
		}
	}

	public static void main(String[] args) throws IOException,
			InterruptedException, ClassNotFoundException {
		Configuration conf = new Configuration();
		String[] dfsArgs = new GenericOptionsParser(conf, args)
				.getRemainingArgs();

		Job job = new Job(conf, "HFile bulk load test");
		job.setJarByClass(HFileGenerator.class);

		job.setMapperClass(HFileMapper.class);
		job.setReducerClass(KeyValueSortReducer.class);

		job.setMapOutputKeyClass(ImmutableBytesWritable.class);
		job.setMapOutputValueClass(KeyValue.class);

		job.setPartitionerClass(SimpleTotalOrderPartitioner.class);

		FileInputFormat.addInputPath(job, new Path(dfsArgs[0]));
		FileOutputFormat.setOutputPath(job, new Path(dfsArgs[1]));

		HFileOutputFormat.configureIncrementalLoad(job,
				ConnectionUtil.getTable());
		System.exit(job.waitForCompletion(true) ? 0 : 1);
	}
}
           

增加了ConnectionUtil：

package com.upa.hbase;

import java.io.IOException;

import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.hbase.HBaseConfiguration;
import org.apache.hadoop.hbase.client.HTable;

public class ConnectionUtil {

	public static Configuration getConfiguration() {
		Configuration config = HBaseConfiguration.create();
		return config;
	}

	public static HTable getTable() {
		try {
			return new HTable(getConfiguration(), "test_hfile");
		} catch (IOException e) {
			e.printStackTrace();
			return null;
		}
	}

}
           

loader類沒有修改：

package com.unionpay.upa.hbase;

import org.apache.hadoop.fs.Path;
import org.apache.hadoop.hbase.mapreduce.LoadIncrementalHFiles;
import org.apache.hadoop.util.GenericOptionsParser;
 
public class HFileLoader {
 
    public static void main(String[] args) throws Exception {
        String[] dfsArgs = new GenericOptionsParser(
                ConnectionUtil.getConfiguration(), args).getRemainingArgs();
        LoadIncrementalHFiles loader = new LoadIncrementalHFiles(
                ConnectionUtil.getConfiguration());
        loader.doBulkLoad(new Path(dfsArgs[0]), ConnectionUtil.getTable());
    }
 
}
           

接下來需要建立一個hbase資料庫：

hbase(main):025:0> create 'test_hfile', 't'
           

上傳測試資料到HDFS:

$ hadoop fs -put test_hfile.txt test_hbase/test_hfile
           

格式大緻是這樣：

1,t,45,wer,fg,
we5r,t,sdfsd,fsd,f
wesr,t,wrwer,sdfsdf,sdf,sd,tfg,sd,
werr,t,wer,wesdfdsf,sdfd,ret
rwer,t,werd546,fgh,g,df,ga,ds
           

接下來執行load：

$ hadoop jar etl.jar com.upa.hbase.HFileGenerator /user/hadoop/test_hbase/test_hfile /user/hadoop/test_hbase/hfile

$ hadoop jar etl.jar com.upa.hbase.HFileLoader  /user/hadoop/test_hbase/hfile