hadoop与mysql数据库的那点事

    转眼间已经接触了hadoop两周了，从之前的极力排斥到如今的有点喜欢,刚开始被搭建hadoop开发环境搞得几乎要放弃，如今学会了编写小程序,每天都在成长一点挺好的，好好努力,为自己的装备库再填一件武器挺好的，学习在于坚持不懈,加油！！！

马上就要过年了，在最后一天的上班时间内完成了hadoop如何去连接mysql数据库,自己感到很满足，下面就把自己编写的源码贡献给大家,希望能够帮到你们，如存在优化的地方还请大牛们指出，也希望有hadoop的大牛能够给点学习建议，一个来个HA初学者的心声。第一次发布竟然被退回，也不知道为什么，瞬间心情都不好了,但我还是坚持写自己的博客...

StudentRecord类:

package com.simope.mr.db;

import java.io.DataInput;
import java.io.DataOutput;
import java.io.IOException;
import java.sql.PreparedStatement;
import java.sql.ResultSet;
import java.sql.SQLException;

import org.apache.hadoop.io.Text;
import org.apache.hadoop.io.Writable;
import org.apache.hadoop.mapred.lib.db.DBWritable;

public class StudentRecord implements Writable, DBWritable{
    
    int id;
    
    String name;
    
    int age;
    
    int departmentID;

    @Override
    public void readFields(DataInput in) throws IOException {
        this.id = in.readInt();
        this.name = Text.readString(in);
        this.age = in.readInt();
        this.departmentID = in.readInt();
    }

    @Override
    public void write(DataOutput out) throws IOException {
        out.write(this.id);
        Text.writeString(out, this.name);
        out.write(this.age);
        out.write(this.departmentID);
    }
    
    
    public void readFields(ResultSet rs) throws SQLException {
        this.id = rs.getInt(1);
        this.name = rs.getString(2);
        this.age = rs.getInt(3);
        this.departmentID = rs.getInt(4);
    }
    
    public void write(PreparedStatement ps) throws SQLException {
        ps.setInt(1, this.id);
        ps.setString(2, this.name);
        ps.setInt(3, this.age);
        ps.setInt(4, this.departmentID);
        
    }
    
    @Override
    public String toString() {
        return new String(this.name + "\t" + this.age + "\t" + this.departmentID);
    }
}

 

TeacherRecord类:

package com.simope.mr.db;

import java.io.DataInput;
import java.io.DataOutput;
import java.io.IOException;
import java.sql.PreparedStatement;
import java.sql.ResultSet;
import java.sql.SQLException;

import org.apache.hadoop.io.Text;
import org.apache.hadoop.io.Writable;
import org.apache.hadoop.mapred.lib.db.DBWritable;

public class TeacherRecord implements Writable, DBWritable{
    
    int id;
    
    String name;
    
    int age;
    
    int departmentID;

    @Override
    public void readFields(DataInput in) throws IOException {
        this.id = in.readInt();
        this.name = Text.readString(in);
        this.age = in.readInt();
        this.departmentID = in.readInt();
    }

    @Override
    public void write(DataOutput out) throws IOException {
        out.write(this.id);
        Text.writeString(out, this.name);
        out.write(this.age);
        out.write(this.departmentID);
    }
    
    
    public void readFields(ResultSet rs) throws SQLException {
        this.id = rs.getInt(1);
        this.name = rs.getString(2);
        this.age = rs.getInt(3);
        this.departmentID = rs.getInt(4);
    }
    
    public void write(PreparedStatement ps) throws SQLException {
        ps.setInt(1, this.id);
        ps.setString(2, this.name);
        ps.setInt(3, this.age);
        ps.setInt(4, this.departmentID);
        
    }
    
    @Override
    public String toString() {
        return new String(this.name + "\t" + this.age + "\t" + this.departmentID);
    }
}

DBMapper类:

package com.simope.mr.db;

import java.io.IOException;

import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapred.MapReduceBase;
import org.apache.hadoop.mapred.Mapper;
import org.apache.hadoop.mapred.OutputCollector;
import org.apache.hadoop.mapred.Reporter;

public class DBMapper extends MapReduceBase implements
        Mapper<LongWritable, TeacherRecord, LongWritable, Text> {

    public void map(LongWritable key, TeacherRecord value,
            OutputCollector<LongWritable, Text> collector, Reporter reporter)
            throws IOException {

        collector.collect(new LongWritable(value.id),
                new Text(value.toString()));

    }
}

DBReducer类：

package com.simope.mr.db;

import java.io.IOException;
import java.util.Iterator;

import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapred.MapReduceBase;
import org.apache.hadoop.mapred.OutputCollector;
import org.apache.hadoop.mapred.Reducer;
import org.apache.hadoop.mapred.Reporter;

public class DBReducer extends MapReduceBase implements Reducer<LongWritable, Text, StudentRecord, Text>{

    @Override
    public void reduce(LongWritable key, Iterator<Text> values,
            OutputCollector<StudentRecord, Text> output, Reporter reporter)
            throws IOException {
         String[] InfoArr = values.next().toString().split("\t");  
         StudentRecord s = new StudentRecord();  
//         t.id = Integer.parseInt(InfoArr[0]);  //id是自增长
         s.name = InfoArr[0];  
         s.age = Integer.parseInt(InfoArr[1]);  
         s.departmentID = Integer.parseInt(InfoArr[2]);  
         output.collect(s, new Text(s.name));  
    }

}

DBJob类：(读取数据库表内容,并将数据写入hdfs文件中)数据库表-hdfs文件

package com.simope.mr.db;

import java.io.IOException;

import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapred.FileOutputFormat;
import org.apache.hadoop.mapred.JobClient;
import org.apache.hadoop.mapred.JobConf;
import org.apache.hadoop.mapred.lib.IdentityReducer;
import org.apache.hadoop.mapred.lib.db.DBConfiguration;
import org.apache.hadoop.mapred.lib.db.DBInputFormat;


/**
 * @deprecated 读取数据库录入文件
 * @author JimLy
 * @see 20160202
 * */
public class DBJob {

    public static void main(String[] args) throws IOException{
        
        JobConf jobConf = new JobConf(DBJob.class);

        jobConf.setOutputKeyClass(LongWritable.class);
        jobConf.setOutputValueClass(Text.class);
        jobConf.setInputFormat(DBInputFormat.class);
        
        FileOutputFormat.setOutputPath(jobConf, new Path("/usr/output/db"));
        
        DBConfiguration.configureDB(jobConf, "com.mysql.jdbc.Driver", "jdbc:mysql://10.10.1.1:3306/my_hd", "root", "root");
        
        String[] fields = {"id", "name", "age", "departmentID"};
        
        //从my_hd数据库的teacher表查询数据
        DBInputFormat.setInput(jobConf, TeacherRecord.class, "teacher", null, "id", fields);
        
        jobConf.setMapperClass(DBMapper.class);
        jobConf.setReducerClass(IdentityReducer.class);
        
        JobClient.runJob(jobConf);
    }
    
}

DB2Job类:(读取数据库表内容,并将数据写入hdfs文件中)数据库表-hdfs文件

package com.simope.mr.db;

import java.io.IOException;

import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapred.FileOutputFormat;
import org.apache.hadoop.mapred.JobClient;
import org.apache.hadoop.mapred.JobConf;
import org.apache.hadoop.mapred.lib.IdentityReducer;
import org.apache.hadoop.mapred.lib.db.DBConfiguration;
import org.apache.hadoop.mapred.lib.db.DBInputFormat;


/**
 * @deprecated 读取数据库录入文件
 * @author JimLy
 * @see 20160202
 * */
public class DB2Job {

    public static void main(String[] args) throws IOException{
        
        JobConf jobConf = new JobConf(DB2Job.class);

        jobConf.setOutputKeyClass(LongWritable.class);
        jobConf.setOutputValueClass(Text.class);
        jobConf.setInputFormat(DBInputFormat.class);
        
        FileOutputFormat.setOutputPath(jobConf, new Path("/usr/output/db"));
        
        DBConfiguration.configureDB(jobConf, "com.mysql.jdbc.Driver", "jdbc:mysql://10.10.1.1:3306/my_hd", "root", "root");
        
//        String[] fields = {"id", "name", "age", "departmentID"};
        
        String inputQuery = "SELECT * FROM teacher where id != 4";
        String inputCountQuery = "SELECT COUNT(1) FROM teacher where id != 4";
        
        //从my_hd数据库的teacher表查询数据
        DBInputFormat.setInput(jobConf, TeacherRecord.class, inputQuery, inputCountQuery);
        
        jobConf.setMapperClass(DBMapper.class);
        jobConf.setReducerClass(IdentityReducer.class);
        
        JobClient.runJob(jobConf);
    }
    
}

DB3Job类:(读取hdfs文件中的内容,并将数据写入指定的数据库表中)=>hdfs文件-数据库表

package com.simope.mr.db;

import java.io.IOException;

import org.apache.hadoop.fs.Path;
import org.apache.hadoop.mapred.FileInputFormat;
import org.apache.hadoop.mapred.JobClient;
import org.apache.hadoop.mapred.JobConf;
import org.apache.hadoop.mapred.TextInputFormat;
import org.apache.hadoop.mapred.lib.IdentityMapper;
import org.apache.hadoop.mapred.lib.db.DBConfiguration;
import org.apache.hadoop.mapred.lib.db.DBOutputFormat;


/**
 * @deprecated 读取文件录入数据库
 * @author JimLy
 * @see 20160202
 * */
public class DB3Job {

    public static void main(String[] args) throws IOException{
        
        JobConf jobConf = new JobConf(DB3Job.class);

        jobConf.setInputFormat(TextInputFormat.class);
        jobConf.setOutputFormat(DBOutputFormat.class);
        
        FileInputFormat.addInputPath(jobConf, new Path("/usr/input/db"));
        
        DBConfiguration.configureDB(jobConf, "com.mysql.jdbc.Driver", "jdbc:mysql://10.10.1.1:3306/my_hd", "root", "root");
        
        String[] fields = {"id", "name", "age", "departmentID"};
        
        DBOutputFormat.setOutput(jobConf, "teacher", fields);
        
        jobConf.setMapperClass(IdentityMapper.class);
        jobConf.setReducerClass(DBReducer.class);
        
        JobClient.runJob(jobConf);
    }
    
}

DB4Job类:(读取指定的数据库表信息,并将数据写入其他指定表中)=>数据库表-表

package com.simope.mr.db;

import java.io.IOException;

import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapred.JobClient;
import org.apache.hadoop.mapred.JobConf;
import org.apache.hadoop.mapred.lib.db.DBConfiguration;
import org.apache.hadoop.mapred.lib.db.DBInputFormat;
import org.apache.hadoop.mapred.lib.db.DBOutputFormat;


/**
 * @deprecated 读取数据库表录入其他表
 * @author JimLy
 * @see 20160202
 * */
public class DB4Job {

    public static void main(String[] args) throws IOException{
        
        JobConf jobConf = new JobConf(DB4Job.class);

        jobConf.setOutputKeyClass(LongWritable.class);
        jobConf.setOutputValueClass(Text.class);
        jobConf.setInputFormat(DBInputFormat.class);
        jobConf.setOutputFormat(DBOutputFormat.class);
        
        DBConfiguration.configureDB(jobConf, "com.mysql.jdbc.Driver", "jdbc:mysql://10.10.1.1:3306/my_hd", "root", "root");
        
        String inputQuery = "SELECT * FROM teacher";
        String inputCountQuery = "SELECT COUNT(1) FROM teacher";
        
        //从my_hd数据库的teacher表查询数据
        DBInputFormat.setInput(jobConf, TeacherRecord.class, inputQuery, inputCountQuery);
        
        String[] fields = {"id", "name", "age", "departmentID"};
        
        DBOutputFormat.setOutput(jobConf, "student", fields);
        
        jobConf.setMapperClass(DBMapper.class);
        jobConf.setReducerClass(DBReducer.class);
        
        JobClient.runJob(jobConf);
    }
    
}

如果你觉得写的不错的,请点个推荐，你的推荐是我继续坚持写博客的动力。。。

如需转载的请注明出处：http://www.cnblogs.com/JimLy-BUG/