欢迎您访问程序员文章站本站旨在为大家提供分享程序员计算机编程知识!
您现在的位置是: 首页  >  数据库

Mapreduce读取hbase汇总到RDBMS

程序员文章站 2022-05-28 09:09:56
...

前言 Hbase对Mapreduce API进行了扩展,方便Mapreduce任务读写HTable数据。 HBase作为源的MapReduce读取示例 package hbase;import java.io.IOException;import java.sql.Connection;import java.sql.DriverManager;import java.sql.SQLException;import jav

前言

Hbase对Mapreduce API进行了扩展,方便Mapreduce任务读写HTable数据。

HBase作为源的MapReduce读取示例

package hbase;
import java.io.IOException;
import java.sql.Connection;
import java.sql.DriverManager;
import java.sql.SQLException;
import java.sql.Statement;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.hbase.HBaseConfiguration;
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.mapreduce.lib.output.NullOutputFormat;
public class ExampleHbaseToMysqlMapreduce {
    public static void main(String[] args) throws Exception {
        //hbase配置 
        Configuration config = HBaseConfiguration.create();
        String tableName = "flws";
        Scan scan = new Scan();
        scan.setStartRow(Bytes.toBytes("5768014"));
        scan.setStopRow(Bytes.toBytes("5768888"));
        scan.addColumn(Bytes.toBytes("cf"), Bytes.toBytes("AH"));
        scan.setCaching(500);
        scan.setCacheBlocks(false);
        //JOB定义
        Job job = new Job(config, "ExampleHbaseMapreduce");
        job.setJarByClass(ExampleHbaseToMysqlMapreduce.class);
        //设置map读取hbase方法
        TableMapReduceUtil.initTableMapperJob(tableName, scan, MyMapper.class,
                Text.class,Text.class, job);
        //reduce设置
        job.setReducerClass(MyReducer.class);
        job.setOutputFormatClass(NullOutputFormat.class);
        job.setNumReduceTasks(5);
        boolean b = job.waitForCompletion(true);
        if (!b) {
            throw new Exception("error with job!");
        }
    }
    public static class MyMapper extends TableMapper {
        public void map(ImmutableBytesWritable row, Result value,
                Context context) throws IOException, InterruptedException {
            context.write(
                    new Text(row.get()),
                    new Text(value.getValue(Bytes.toBytes("cf"),
                            Bytes.toBytes("AH"))));
        }
    }
    public static class MyReducer extends
            TableReducer {
        private Connection conn = null;
        @Override
        protected void cleanup(Context context) throws IOException,
                InterruptedException {
            try {
                conn.close();
            } catch (SQLException e) {
                e.printStackTrace();
            }
        }
        @Override
        protected void setup(Context context) throws IOException,
                InterruptedException {
            String driver = "com.mysql.jdbc.Driver";
            String url = "jdbc:mysql://172.16.35.242/judgment?useUnicode=true&characterEncoding=gbk&zeroDateTimeBehavior=convertToNull";
            try {
                Class.forName(driver);
            } catch (ClassNotFoundException e) {
                e.printStackTrace();
            }
            try {
                conn = DriverManager.getConnection(url, "root", "root");
            } catch (SQLException e) {
                e.printStackTrace();
            }
            super.setup(context);
        }
        public void reduce(Text key, Iterable values, Context context)
                throws IOException, InterruptedException {
            StringBuffer sb = new StringBuffer();
            for (Text text : values) {
                sb.append(text.toString());
            }
            try {
                Statement st = conn.createStatement();
                st.executeUpdate("insert into test_mapreduce (id,ah) values ("
                        + Integer.valueOf(key.toString()) + ",'"
                        + sb.toString() + "')");
            } catch (SQLException e) {
                e.printStackTrace();
            }
        }
    }
}