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Mapreduce Hbase操作

已有 867 次阅读2014-3-31 23:15 | Mapreduce, Hbase操作

学习了Hbase和hadoop以后很难不让我联想到怎么样利用htable中的数据进行mapreduce操作以及怎么把mapreduce的数据reduce到htable中。

下面直接上代码

package com.org.mapreduce.hbase;

import java.io.IOException;

import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.conf.Configured;
import org.apache.hadoop.hbase.client.Put;
import org.apache.hadoop.hbase.client.Result;
import org.apache.hadoop.hbase.client.Scan;
import org.apache.hadoop.hbase.io.ImmutableBytesWritable;
import org.apache.hadoop.hbase.mapreduce.TableMapReduceUtil;
import org.apache.hadoop.hbase.mapreduce.TableMapper;
import org.apache.hadoop.hbase.mapreduce.TableReducer;
import org.apache.hadoop.hbase.util.Bytes;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.util.Tool;

import com.org.hbase.SimpleHbase;

/**
 *
 * 从Hbase中读取数据进行Map
 * @author hadoop
 */
public class MapFromHbase {

 public static class Map extends TableMapper<ImmutableBytesWritable, Text>{
  private String cf = new String("user");
  private String username = new String("username");
  private String age = new String("age");
  private String sex = new String("sex");
  
  //从"huser"中读取数据,再封装数据格式如:"username:xqb|sex:male|age:31"
  @Override
  protected void map(ImmutableBytesWritable key, Result value, Context context)
    throws IOException, InterruptedException {
   context.write(key, new Text(username + ":" + Bytes.toString(value.getValue(cf.getBytes(), username.getBytes())) +
     "|" + age + ":" + Bytes.toString(value.getValue(cf.getBytes(), age.getBytes())) +
     "|" + sex + ":" + Bytes.toString(value.getValue(cf.getBytes(), sex.getBytes()))
    ));
  }
  
 }

 //解析数据存入表"huserCopy"中
 public static class Reduce extends TableReducer<ImmutableBytesWritable, Text, ImmutableBytesWritable>{
  @Override
  protected void reduce(ImmutableBytesWritable key, Iterable<Text> value,Context context)
    throws IOException, InterruptedException {
   for(Text v : value){
    String[] cols = v.toString().split("\\|");
    for(String s : cols){
     Put p = new Put(Bytes.toBytes(key.toString()));
     p.add(Bytes.toBytes("user"), s.split(":")[0].getBytes(),  Bytes.toBytes(s.split(":")[1]));
     context.write(null, p);
    }
   }
  }
 }
 
 public static class Driver extends Configured implements Tool{
  @Override
  public int run(String[] args) throws Exception {
   Configuration conf = SimpleHbase.getConf(); 
         Job job = new Job(conf,"MapFromHbase");
         job.setJarByClass(ReduceToHbase.class);
         Scan scan = new Scan();
         scan.setCaching(500);        // 1 is the default in Scan, which will be bad for MapReduce jobs
         scan.setCacheBlocks(false);
         TableMapReduceUtil.initTableMapperJob("huser", scan,
           Map.class, ImmutableBytesWritable.class, Text.class, job);
        
         TableMapReduceUtil.initTableReducerJob("huserCopy", Reduce.class, job);
         job.waitForCompletion(true);

   return job.isSuccessful() ? 0 : 1;
  }
 }
 
 public static void main(String[] args) {
  try {
   new Driver().run(args);
  } catch (Exception e) {
   e.printStackTrace();
  }
 }
}


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