我是靠谱客的博主 朴素日记本,最近开发中收集的这篇文章主要介绍hadoop入门8:自定义OutputFormat,根据需求数据输出不同的路径,觉得挺不错的,现在分享给大家,希望可以做个参考。

概述

在有些情况下,我们需要数据分开输出,即指定输出路径,这时就需要重写outputformat。

测试数据(部分):

1374609798.19	1374609798.20	1374609798.20	1374609798.51	110	5	8615103869897	460029934830160	3559380454939260	2	460	0	14443			15406	10.184.49.172	220.181.112.82	55351	80	6	cmnet	1	221.177.233.5	221.177.217.145	221.177.233.6	221.177.217.155	mobads-logs.baidu.com	http://mobads-logs.baidu.com/ad.log?url2=nH0drHn_PjRsrasvnWc3PHnvQjczrjc_nW0sQjc_nasYmW6kmhubn7qWTZc_PAc3nyFhuj0_RLK-mv-9U7P8whqzRy-dTv9GQZP4UyFGmy3_FBmkPBmhn0&extra2=nj0snjDsnj0snj0snj0snisznjD1njTzPj0Ynj0sn0&rnd=93528145.000000		NOKIA6120ci/UCWEB8.9.0.253/28/999	GET	200	1217	366	1	3	0	0	1	3	0	0	0	0	http://mobads-logs.baidu.com/ad.log?url2=nH0drHn_PjRsrasvnWc3PHnvQjczrjc_nW0sQjc_nasYmW6kmhubn7qWTZc_PAc3nyFhuj0_RLK-mv-9U7P8whqzRy-dTv9GQZP4UyFGmy3_FBmkPBmhn0&extra2=nj0snjDsnj0snj0snj0snisznjD1njTzPj0Ynj0sn0&rnd=93528145.000000	5903897840525807627	5903904035903819787	5915956
1374609778.91	1374609779.15	1374609779.15	1374609779.15	134	591	8615103869897	460029934830160	3559380454939260	2	460	0	14443			15406	10.184.49.172	111.13.12.15	55390	80	6	cmnet	1	221.177.233.5	221.177.217.145	221.177.233.6	221.177.217.155	m.baidu.com	http://m.baidu.com/bd_page_type=1/pu=sz%40240%5F320%2Cta%40middle%5F%5F3%2E1%5F1%5F8%2E9%2Cusm%400/uid=DF457D5FC05AAC3ECA12096D8BBFB663/t=wap/w=0_10_%E8%89%B2%E7%9C%AF%E7%9C%AF/ssid=0/from=2001a/l=0/tc?func=nextp&pi=2&m=128&pn=11&src=http%3A%2F%2Fwww%2E0901s%2Ecom%2Farticlelist%2F%3F23%2D7%2Ehtml		NOKIA6120ci/UCWEB8.9.0.253/28/999	GET	200	1693	4080	4	6	0	0	4	6	0	0	0	0	http://m.baidu.com/bd_page_type=1/pu=sz%40240%5F320%2Cta%40middle%5F%5F3%2E1%5F1%5F8%2E9%2Cusm%400/uid=DF457D5FC05AAC3ECA12096D8BBFB663/t=wap/w=0_10_%E8%89%B2%E7%9C%AF%E7%9C%AF/ssid=0/from=2001a/l=0/tc?func=nextp&pi=2&m=128&pn=11&src=http%3A%2F%2Fwww%2E09	5903897840525807627	5903904043347443723	5915956
1374609732.67	1374609741.82	1374609741.82	1374609741.82	134	591	8615103869897	460029934830160	3559380454939260	2	460	0	14443			15406	10.184.49.172	111.13.12.15	46666	80	6	cmnet	1	221.177.233.5	221.177.217.145	221.177.233.6	221.177.217.155	m.baidu.com	http://m.baidu.com/bd_page_type=1/pu=sz%40240%5F320%2Cta%40middle%5F%5F3%2E1%5F1%5F8%2E9%2Cusm%400/uid=DF457D5FC05AAC3ECA12096D8BBFB663/t=wap/w=0_10_%E8%89%B2%E7%9C%AF%E7%9C%AF/ssid=0/from=2001a/l=0/tc?pn=11&m=128&src=www%2E0901s%2Ecom%2Farticle%2F%3F5616%2Ehtml		NOKIA6120ci/UCWEB8.9.0.253/28/999	GET	200	1614	1091	3	3	0	0	3	3	0	0	0	0	http://m.baidu.com/bd_page_type=1/pu=sz%40240%5F320%2Cta%40middle%5F%5F3%2E1%5F1%5F8%2E9%2Cusm%400/uid=DF457D5FC05AAC3ECA12096D8BBFB663/t=wap/w=0_10_%E8%89%B2%E7%9C%AF%E7%9C%AF/ssid=0/from=2001a/l=0/tc?pn=11&m=128&src=www%2E0901s%2Ecom%2Farticle%2F%3F5616	5903897840525807627	5903903844056297483	5915956
1374609771.39	1374609771.57	1374609771.57	1374609771.57	134	591	8615103869897	460029934830160	3559380454939260	2	460	0	14443			15406	10.184.49.172	111.13.12.15	40314	80	6	cmnet	1	221.177.233.5	221.177.217.145	221.177.233.6	221.177.217.155	m.baidu.com	http://m.baidu.com/bd_page_type=1/pu=sz%40240%5F320%2Cta%40middle%5F%5F3%2E1%5F1%5F8%2E9%2Cusm%400/uid=DF457D5FC05AAC3ECA12096D8BBFB663/t=wap/w=0_10_%E8%89%B2%E7%9C%AF%E7%9C%AF/ssid=0/from=2001a/l=0/tc?pn=11&m=128&src=www%2E0901s%2Ecom%2Farticlelist%2F%3F23%2D7%2Ehtml		NOKIA6120ci/UCWEB8.9.0.253/28/999	GET	200	1660	5832	4	7	0	0	4	7	0	0	0	0	http://m.baidu.com/bd_page_type=1/pu=sz%40240%5F320%2Cta%40middle%5F%5F3%2E1%5F1%5F8%2E9%2Cusm%400/uid=DF457D5FC05AAC3ECA12096D8BBFB663/t=wap/w=0_10_%E8%89%B2%E7%9C%AF%E7%9C%AF/ssid=0/from=2001a/l=0/tc?pn=11&m=128&src=www%2E0901s%2Ecom%2Farticlelist%2F%3F	5903897840525807627	5903904010625413131	5915956
1374609798.85	1374609798.86	1374609798.86	1374609799.03	110	5	8615103869897	460029934830160	3559380454939260	2	460	0	14443			15406	10.184.49.172	220.181.112.82	40887	80	6	cmnet	1	221.177.233.5	221.177.217.145	221.177.233.6	221.177.217.155	mobads-logs.baidu.com	http://mobads-logs.baidu.com/ad.log?url2=nHDLP1n_PHD4PBsvn16vnWcvQjcvPHR_nH0sQjc_nasYmW6kmhubn7qWTZc_PAc3nyFhuj0_RLK-mv-9U7P8whqzRy-dTv9GQZP4UyFGmy3_FBmkPBmhn0&extra2=nj0snjDsnj0snj0snj0snisznjD1njTzPj0Ynj0sn0&rnd=56776839.000000		NOKIA6120ci/UCWEB8.9.0.253/28/999	GET	200	1217	366	1	3	0	0	1	3	0	0	0	0	http://mobads-logs.baidu.com/ad.log?url2=nHDLP1n_PHD4PBsvn16vnWcvQjcvPHR_nH0sQjc_nasYmW6kmhubn7qWTZc_PAc3nyFhuj0_RLK-mv-9U7P8whqzRy-dTv9GQZP4UyFGmy3_FBmkPBmhn0&extra2=nj0snjDsnj0snj0snj0snisznjD1njTzPj0Ynj0sn0&rnd=56776839.000000	5903897840525807627	5903904128756236299	5915956
1374609777.43	1374609777.44	1374609777.44	1374609777.61	110	5	8615103869897	460029934830160	3559380454939260	2	460	0	14443			15406	10.184.49.172	220.181.112.82	44427	80	6	cmnet	1	221.177.233.5	221.177.217.145	221.177.233.6	221.177.217.155	mobads-logs.baidu.com	http://mobads-logs.baidu.com/ad.log?url2=nHDYnHc_Pjb3rasvnHbYPjcsQjcdPH0_nW0sQjc_QHfdnHRsrjDsPzsYmW6kmhubn7qWTZc_PAc3nyFhuj0_n1csnDFjnYR4nDmkwjKarDNAPH0LwWFAnYRswRujPjn_TL-Vmh-9UBYkQA4Epv-9QHmknWKWpimhnHmhFWcvPBmh&__mobads_ta=mLwzrW0_mywJIgPYrW00&__mobads_qk=51eee16b6e10202ef7e2968dc4708590193811c6&exp_id=gd,zl,&extra2=nj0snjDsnj0snj0snj0snisznjD1njTzPj0Ynjcdnf&rnd=609569073		NOKIA6120ci/UCWEB8.9.0.253/28/999	GET	200	1365	366	1	3	0	0	1	3	0	0	0	0	http://mobads-logs.baidu.com/ad.log?url2=nHDYnHc_Pjb3rasvnHbYPjcsQjcdPH0_nW0sQjc_QHfdnHRsrjDsPzsYmW6kmhubn7qWTZc_PAc3nyFhuj0_n1csnDFjnYR4nDmkwjKarDNAPH0LwWFAnYRswRujPjn_TL-Vmh-9UBYkQA4Epv-9QHmknWKWpimhnHmhFWcvPBmh&__mobads_ta=mLwzrW0_mywJIgPYrW00&__mobads	5903897840525807627	5903904035903823883	5915956
1374609776.77	1374609776.78	1374609776.78	1374609777.07	110	5	8615103869897	460029934830160	3559380454939260	2	460	0	14443			15406	10.184.49.172	220.181.112.82	55105	80	6	cmnet	1	221.177.233.5	221.177.217.145	221.177.233.6	221.177.217.155	mobads-logs.baidu.com	http://mobads-logs.baidu.com/ad.log?url2=nH0vnH6_PjRknasvnWc3PHnvQjczrjf_nW0sQjc_QHfdnHRsrjDsPzsYmW6kmhubn7qWTZc_PAc3nyFhuj0_n1csnDFjnYR4nDmkwjKarDNAPH0LwWFAnYRswRujPjn_TL-Vmh-9UBYkQA4Epv-9QHmknWKWpimhnHmhFWcvPBmh&__mobads_ta=mLwzrW0_mywJIgPYrW00&__mobads_qk=51eee16b6e10202ef7e2968dc4708590193811c6&exp_id=gd,zl,&extra2=nj0snjDsnj0snj0snj0snisznjD1njTzPj0Ynjcdnf&rnd=1685946172		NOKIA6120ci/UCWEB8.9.0.253/28/999	GET	200	1366	366	1	3	0	0	1	3	0	0	0	0	http://mobads-logs.baidu.com/ad.log?url2=nH0vnH6_PjRknasvnWc3PHnvQjczrjf_nW0sQjc_QHfdnHRsrjDsPzsYmW6kmhubn7qWTZc_PAc3nyFhuj0_n1csnDFjnYR4nDmkwjKarDNAPH0LwWFAnYRswRujPjn_TL-Vmh-9UBYkQA4Epv-9QHmknWKWpimhnHmhFWcvPBmh&__mobads_ta=mLwzrW0_mywJIgPYrW00&__mobads	5903897840525807627	5903903694712119307	5915956
1374609806.06	1374609806.10	1374609806.10	1374609807.38	110	4	8613526051568	460003760137902	8674910129582223	2	460	0	14254			2844	10.88.83.12	10.0.0.172	40793	80	6	cmwap	1	221.177.217.135	221.177.217.145	221.177.217.136	221.177.217.149	rc.dxsvr.com	http://rc.dxsvr.com/get?dv=1.4.5&is=460003760137902&model=8150&op=46000&lp=1&locale=zh_CN&pkg=com.dianxinos.dxbb&net=2&tk=GVTQONILweFpMcxchEcj4g==&h=800&w=480&v=5003&ie=867491012958222&lc=D6PogbkVGkUYW1fJ&sdk=10&dpi=240&rv=1.1		Apache-HttpClient/UNAVAILABLE (java 1.4)	GET	200	520	443	3	2	0	0	3	2	0	0	0	0	http://rc.dxsvr.com/get?dv=1.4.5&is=460003760137902&model=8150&op=46000&lp=1&locale=zh_CN&pkg=com.dianxinos.dxbb&net=2&tk=GVTQONILweFpMcxchEcj4g==&h=800&w=480&v=5003&ie=867491012958222&lc=D6PogbkVGkUYW1fJ&sdk=10&dpi=240&rv=1.1	5903899536962572299	5903904150061305867	5926819
1374609808.54	1374609808.61	1374609808.61	1374609809.38	110	362	8613592017377	460003796093791	8606460252897478	2	460	0	18737			26732	10.88.114.208	10.0.0.172	45268	80	6	cmwap	1	221.177.156.71	221.177.217.145	221.177.156.71	221.177.217.150	bufferfly.mqsng.qq.com	http://bufferfly.mqsng.qq.com/analytics/upload			POST	200	600	535	4	2	0	0	4	2	0	0	0	0	http://bufferfly.mqsng.qq.com/analytics/upload	5903903713112543243	5903904168439287819	5967156
1

数据库(部分)里的数据:

INSERT INTO `url_rule` VALUES ('http://timg01.baidu-1img.cn/timg?imagewise_list&size=w100&quality=60&sec=1374609621&di=66db0b184da63c1c76d87f8b243d07c9&src=http://i3.baidu.com/it/u=1069655089,3312248484&fm=21&gp=0.jpg', 'somecontent');
INSERT INTO `url_rule` VALUES ('http://timg01.baidu-2img.cn/timg?tc&size=w304&sec=1374609877&di=5da5f6be8f6aa1605fe035eacaafc235&imgtype=0&quality=80&src=http%3A%2F%2Fpics%2Ewajiw%2Ecom%2Fimg%5F02%2Fa%5F8%2F235097135%5F1%5F0%2Ejpg', 'somecontent');
INSERT INTO `url_rule` VALUES ('http://timg01.baidu-2img.cn/timg?tc&size=w304&sec=1374609877&di=b4d535480eb486257dbb05a0b9c986f3&imgtype=0&quality=80&src=http%3A%2F%2Fpics%2Ewajiw%2Ecom%2Fimg%5F02%2Fa%5F8%2F775906177%5F1%5F0%2Ejpg', 'somecontent');
INSERT INTO `url_rule` VALUES ('http://timg01.baidu-2img.cn/timg?tc&size=w304&sec=1374609877&di=da5b8374285c90c693ff1916e42b12f4&imgtype=0&quality=80&src=http%3A%2F%2Fpics%2Ewajiw%2Ecom%2Fimg%5F02%2Fa%5F8%2F518671053%5F1%5F0%2Ejpg', 'somecontent');
INSERT INTO `url_rule` VALUES ('http://wap.wapreach.com/upload/view/2013/06/20130621194639803.png', 'somecontent');
INSERT INTO `url_rule` VALUES ('http://www.17caifu.com/BestAugury/bazi/Images/2007_Q&A_job.gif', 'somecontent');
INSERT INTO `url_rule` VALUES ('http://house60.3g.qq.com/g/s?sid=AULxRr6syQFZz-P3wHdxoEZG&3G_UIN=1324479092&saveURL=0&aid=home_self&g_f=595', 'somecontent');
INSERT INTO `url_rule` VALUES ('http://m1.baidu.com/bd_page_type=1/pu=sz%40224%5F220%2Cta%40middle%5F%5F%5F%5F%2Cusm%400/uid=CBF7BD93377D6EDDE086B9855274FEA8/t=wap/w=0_10_Www%2ECcc36%2ECom/ssid=0/from=643e/l=0/tc?pn=11&m=0&src=www%2Eccc36%2Ecom%2Fqiangjian%2F20130118%2F133645%2Ehtml', 'somecontent');
INSERT INTO `url_rule` VALUES ('http://mobads-logs.baidu.com:80/ad.log?url2=nHD3n1R_PHcvrisdPWRLPWn4QjcvrHD_nW0sQjc_QHndPWmLPH63PisYmW6kmhubn7qWTZc_PAc3nyFhuj0_wbfdn1bvPW0Yf1RkwHuDrHNjfWKDn16vnYRknWcLfRn_TL-Vmh-9UBYkQA4Epv-9QHRzn1nhFWDvFBmzPHnhFBfb&__mobads_ta=mLwzrW0_mywJIgPYrW00&__mobads_qk=51eee0fcf01684baf7e2968db627d5d410ae827f&exp_id=gd,zl,&extra2=nj0snjDsnj0snj0snj0snisznjD1njTzPj0YnjDsn0&rnd=1386322966', 'somecontent');
INSERT INTO `url_rule` VALUES ('http://r3.sinaimg.cn/10170/2013/0723/8d/3/52441965/360x532x75x0.jpg', 'somecontent');
INSERT INTO `url_rule` VALUES ('http://r3.sinaimg.cn/10170/2013/0723/b6/e/53444068/360x532x75x0.jpg', 'somecontent');

代码:

重写outputformate:

package com.zsy.mr.logenhance;

import java.io.IOException;

import org.apache.hadoop.fs.FSDataOutputStream;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.NullWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.RecordWriter;
import org.apache.hadoop.mapreduce.TaskAttemptContext;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;

public class LogEnhanceOutPutFormat extends FileOutputFormat<Text, NullWritable> {

	@Override
	public RecordWriter<Text, NullWritable> getRecordWriter(TaskAttemptContext job)
			throws IOException, InterruptedException {

		FileSystem fs = FileSystem.get(job.getConfiguration());
		Path enHancePath = new Path("hdfs://hadoop01:9000/logenhance/echancelog/log.data");
		Path urlPath = new Path("hdfs://hadoop01:9000/logenhance/NeedGrabBag/url.data");
		FSDataOutputStream enHanceOs = fs.create(enHancePath);
		FSDataOutputStream urlOs = fs.create(urlPath);

		return new LogEnhanceRecordWriter(enHanceOs, urlOs);
	}

	static class LogEnhanceRecordWriter extends RecordWriter<Text, NullWritable> {
		FSDataOutputStream enHanceOs = null;
		FSDataOutputStream urlOs = null;

		public LogEnhanceRecordWriter() {
		}

		public LogEnhanceRecordWriter(FSDataOutputStream enHanceOs, FSDataOutputStream urlOs) {
			this.enHanceOs = enHanceOs;
			this.urlOs = urlOs;
		}

		@Override
		public void write(Text key, NullWritable value) throws IOException, InterruptedException {

			String data = key.toString();
			// 如果包括"NeedGrabBag",数据写入hfds://hadoop01:9000/logenhance/NeedGrabBag/url.data 路径
			if (data.contains(("NeedGrabBag"))) {
				urlOs.write(data.getBytes());
			} else {
				// 写入hfds://hadoop01:9000/logenhance/echancelog/log.data
				enHanceOs.write(data.getBytes());
			}
		}

		@Override
		public void close(TaskAttemptContext context) throws IOException, InterruptedException {
			if (urlOs != null) {
				urlOs.close();
			}
			if (enHanceOs != null) {
				enHanceOs.close();
			}
		}

	}

}

dbutils代码:

package com.zsy.mr.utils;

import java.sql.Connection;
import java.sql.DriverManager;
import java.sql.ResultSet;
import java.sql.SQLException;
import java.sql.Statement;
import java.util.HashMap;
import java.util.Map;

public class DBUtils {

	public static Connection getConn() {
		String driver = "com.mysql.jdbc.Driver";
		String url = "jdbc:mysql://192.168.31.11:3306/mytest";
		String username = "root";
		String password = "123456";
		Connection conn = null;
		try {
			Class.forName(driver); // classLoader,加载对应驱动
			conn = (Connection) DriverManager.getConnection(url, username, password);
		} catch (ClassNotFoundException e) {
			e.printStackTrace();
		} catch (SQLException e) {
			e.printStackTrace();
		}
		return conn;
	}

	public static Map<String, String> getUrlRuleData() {
		Connection connection = getConn();
		Statement statement = null;
		ResultSet resultSet = null;
		Map<String, String> result = new HashMap<String, String>(128);

		try {
			statement = connection.createStatement();
			String sql = "select url,content from url_rule";
			resultSet = statement.executeQuery(sql);
			while (resultSet.next()) {
				result.put(resultSet.getString(1), resultSet.getString(2));
			}
		} catch (SQLException e) {
			// TODO Auto-generated catch block
			e.printStackTrace();
		} finally {

			if (resultSet != null) {
				try {
					resultSet.close();
				} catch (SQLException e) {
					e.printStackTrace();
				}
			}
			if (statement != null) {
				try {
					statement.close();
				} catch (SQLException e) {
					e.printStackTrace();
				}
			}
			if (connection != null) {
				try {
					connection.close();
				} catch (SQLException e) {
					e.printStackTrace();
				}
			}
		}
		return result;
	}
}

mr代码:

package com.zsy.mr.logenhance;

import java.io.IOException;
import java.util.HashMap;
import java.util.Map;

import org.apache.commons.lang.StringUtils;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.NullWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Counter;
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 com.zsy.mr.utils.DBUtils;

public class LogEnhance {

	static class LogenhanceMapper extends Mapper<LongWritable, Text, Text, NullWritable> {

		Map<String, String> ruleMap = new HashMap<String, String>();
		Text k = new Text();
		NullWritable v = NullWritable.get();

		@Override
		protected void setup(Mapper<LongWritable, Text, Text, NullWritable>.Context context)
				throws IOException, InterruptedException {
			ruleMap = DBUtils.getUrlRuleData();// 这里可与进行查询数据库,来获取url键值对
		}

		@Override
		protected void map(LongWritable key, Text value, Mapper<LongWritable, Text, Text, NullWritable>.Context context)
				throws IOException, InterruptedException {
			Counter counter = context.getCounter("feifa", "feifaline");
			String line = value.toString();
			String[] strs = StringUtils.split(line);
			try {
				String url = strs[26];
				String content = ruleMap.get(url);
				// 判断url是否在数据库中存在,如果为空:待处理数据;不为空,进行日志增强
				if (StringUtils.isBlank(content)) {
					k.set(url + "t" + "NeedGrabBag" + "n");
					context.write(k, v);
				} else {
					k.set(line + "t" + content + "n");
					context.write(k, v);

				}
			} catch (Exception e) {
				counter.increment(1);
			}

		}
	}

	public static void main(String[] args) throws Exception {
		Configuration conf = new Configuration();
		/*
		 * conf.set("mapreduce.framework.name", "yarn");
		 * conf.set("yarn.resoucemanger.hostname", "hadoop01");
		 */
		Job job = Job.getInstance(conf);

		job.setJarByClass(LogEnhance.class);

		// 指定本业务job要使用的业务类
		job.setMapperClass(LogenhanceMapper.class);
		// job.setReducerClass(LogEnhanceReducer.class);

		// 指定mapper输出的k v类型 如果map的输出和reduce的输出一样,只需要设置输出即可
		// job.setMapOutputKeyClass(Text.class);
		// job.setMapOutputValueClass(IntWritable.class);

		// 指定最终输出kv类型(reduce输出类型)
		job.setOutputKeyClass(Text.class);
		job.setOutputValueClass(NullWritable.class);

		// 控制不同的数据写出不同地方路径(数据库、hdfs等),可以使用自定义的OutputFormat实现
		job.setOutputFormatClass(LogEnhanceOutPutFormat.class);

		// 指定job的输入文件所在目录
		FileInputFormat.setInputPaths(job, new Path(args[0]));
		// 指定job的输出结果目录,虽然重写了outputforamt,但是还是要写outputPath因为还需要在该文件里输出SUCCESS文件
		FileOutputFormat.setOutputPath(job, new Path(args[1]));

		// 不需要reduce ,设置为0即可
		job.setNumReduceTasks(0);

		// 将job中配置的相关参数,以及job所有的java类所在 的jar包,提交给yarn去运行
		// job.submit();无结果返回,建议不使用它
		boolean res = job.waitForCompletion(true);

		System.exit(res ? 0 : 1);
	}
}

结果:

url.data:

log.data:

 

outputPath下文件:

 

以上就是hadoop的outputformat自定义内容

 

最后

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