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@allen501pc
Created July 2, 2011 09:14
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Multi-Threads Jobs in Hadoop
import java.io.IOException;
import java.util.*;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.conf.*;
import org.apache.hadoop.io.*;
import org.apache.hadoop.io.Writable;
import org.apache.hadoop.mapred.*;
import org.apache.hadoop.util.*;
import java.io.DataInput;
import java.io.DataOutput;
import java.lang.Thread;
import java.sql.PreparedStatement;
import java.sql.ResultSet;
import java.sql.SQLException;
import org.apache.hadoop.mapred.lib.db.DBWritable;
import org.apache.hadoop.mapred.lib.IdentityReducer;
import org.apache.hadoop.mapred.lib.db.DBConfiguration;
import org.apache.hadoop.mapred.lib.db.DBOutputFormat;
import org.apache.hadoop.mapred.lib.db.DBInputFormat;
/*
MySQL DB Schema:
DROP TABLE IF EXISTS `WordCount`.`Counting`;
CREATE TABLE `WordCount`.`Counting` (
`name` char(48) default NULL,
`count` int(11) default NULL
) ENGINE=InnoDB DEFAULT CHARSET=latin1;
*/
public class DBWordCount extends Thread
{
public void run() //throws Exception
{
/* Start ! */
try
{
JobClient.runJob(conf);
}
catch(Exception e)
{
// do nothing
}
}
public void fnSetJob1(String[] args) throws Exception
{
conf.setJobName("MySQL DB Wordcount Job1");
Class.forName("com.mysql.jdbc.Driver");
conf.setInputFormat(TextInputFormat.class);
conf.setOutputFormat(DBOutputFormat.class);
FileInputFormat.setInputPaths(conf, new Path(args[0]));
// Set up your host name and account
String[] MyDBPath={"jdbc:mysql://MySQL主機位置:3306/WordCount","帳號", "密碼"};
DBConfiguration.configureDB(conf, "com.mysql.jdbc.Driver",MyDBPath[0], MyDBPath[1], MyDBPath[2]);
// Setup Output MySQL Format
DBOutputFormat.setOutput(conf, "Counting","name", "count");
// Set Mapper and Reducer Class
conf.setMapperClass(Map.class);
//conf.setCombinerClass(Reduce.class);
conf.setReducerClass(Reduce.class);
conf.setMapOutputKeyClass(Text.class);
conf.setMapOutputValueClass(IntWritable.class);
conf.setOutputKeyClass(WordCountInfoRecord.class);
conf.setOutputValueClass(NullWritable.class);
}
public void fnSetJob2(String[] args) throws Exception
{
//JobConf conf = new JobConf(DBWordCount.class);
conf.setJobName("MySQL DB Wordcount Job2");
Class.forName("com.mysql.jdbc.Driver");
// Set up your host name and account
String[] MyDBPath={"jdbc:mysql://MySQL主機位置:3306/WordCount","帳號", "密碼"};
conf.setInputFormat(TextInputFormat.class);
conf.setOutputFormat(DBOutputFormat.class);
FileInputFormat.setInputPaths(conf, new Path(args[0]));
// Setup MySQL Connection , default account:root , no password
DBConfiguration.configureDB(conf, "com.mysql.jdbc.Driver",MyDBPath[0], MyDBPath[1], MyDBPath[2]);
// Setup Output MySQL Format
DBOutputFormat.setOutput(conf, "Counting","name", "count");
// Set Mapper and Reducer Class
conf.setMapperClass(Map.class);
//conf.setCombinerClass(Reduce.class);
conf.setReducerClass(Reduce2.class);
// I've tried all combinations , but the bug still happen.
conf.setMapOutputKeyClass(Text.class);
conf.setMapOutputValueClass(IntWritable.class);
conf.setOutputKeyClass(WordCountInfoRecord.class);
conf.setOutputValueClass(NullWritable.class);
}
JobConf conf = new JobConf(DBWordCount.class);
//JobConf conf2 = new JobConf(DBWordCount.class);
// Output Record Object
static class WordCountInfoRecord implements Writable, DBWritable
{
public String name;
public int count;
public WordCountInfoRecord() {
}
public WordCountInfoRecord(String str, int c)
{
this.name = str;
this.count = c;
}
public void readFields(DataInput in) throws IOException {
this.name = Text.readString(in);
this.count = in.readInt();
}
public void write(DataOutput out) throws IOException {
Text.writeString(out, this.name);
out.writeInt(this.count);
}
public void readFields(ResultSet result) throws SQLException {
this.name = result.getString(1);
this.count = result.getInt(2);
}
public void write(PreparedStatement stmt) throws SQLException {
stmt.setString(1, this.name);
stmt.setInt(2, this.count);
}
public String toString() {
return new String(this.name + " " + this.count);
}
}
public static class Map extends MapReduceBase implements Mapper
{
private final static IntWritable one = new IntWritable(1);
private Text word = new Text();
public void map(LongWritable key, Text value, OutputCollector output, Reporter reporter) throws IOException
{
String line = value.toString();
StringTokenizer tokenizer = new StringTokenizer(line);
while (tokenizer.hasMoreTokens()) {
word.set(tokenizer.nextToken());
output.collect(word, one);
}
}
}
public static class Reduce extends MapReduceBase implements Reducer
{
public void reduce(Text key, Iterator values, OutputCollector output, Reporter reporter) throws IOException
{
int sum = 0;
while (values.hasNext()) {
sum += values.next().get();
}
// Output Data into MySQL
output.collect(new WordCountInfoRecord(key.toString(),sum), NullWritable.get());
}
}
public static class Reduce2 extends MapReduceBase implements Reducer
{
public void reduce(Text key, Iterator values, OutputCollector output, Reporter reporter) throws IOException
{
int sum = 0;
while (values.hasNext()) {
sum += values.next().get();
}
// Output Data into MySQL
output.collect(new WordCountInfoRecord("Job2_"+key.toString(),sum), NullWritable.get());
}
}
public static void main(String[] args) throws Exception
{
DBWordCount thread1=new DBWordCount();
// Set Thread1
thread1.fnSetJob1(args);
DBWordCount thread2=new DBWordCount();
// Set Thread2
thread2.fnSetJob2(args);
// Thread 1 Start
thread1.start();
// Thread 2 Start
thread2.start();
}
}
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