数据清洗：按照进行数据清洗，并将清洗后的数据导入hive数据库中。
虚拟机：
hadoop:3.2.0
hive:3.1.2
win10：
eclipse
两阶段数据清洗：
（1）第一阶段：把需要的信息从原始日志中提取出来
ip: 199.30.25.88
time: 10/Nov/2016:00:01:03 +0800
traffic: 62
文章： article/11325
视频： video/3235
（2）第二阶段：根据提取出来的信息做精细化操作
ip--->城市 city（IP）
date--> time:2016-11-10 00:01:03
day: 10
traffic:62
type:article/video
id:11325
（3）hive数据库表结构:
create table data( ip string, time string , day string, traffic bigint,
type string, id string )
由于对MapReduce不熟练就先使用了用java清洗，MapReduce清洗的方法将会在以后发出来。
对数据进行清洗：
package mapreduceShiYan; import java.io.BufferedReader; import java.io.BufferedWriter; import java.io.File; import java.io.FileNotFoundException; import java.io.FileOutputStream; import java.io.FileReader; import java.io.IOException; import java.io.OutputStreamWriter; import java.io.UnsupportedEncodingException; import java.io.Writer; public class Data { public static void main(String[] args) throws FileNotFoundException, UnsupportedEncodingException { FileReader read = new FileReader("result.txt"); BufferedReader br = new BufferedReader(read); Writer writer = null; File outFile = new File("result2.txt"); writer = new OutputStreamWriter(new FileOutputStream(outFile),"utf-8"); BufferedWriter bw = new BufferedWriter(writer); String row; String[] data=new String[6]; int hang=1; try { while((row = br.readLine())!=null){ data=change(row); data=chage(data); for(int i=0;i<data.length;i++) { System.out.print(data[i]+"\t"); } System.out.println(); row=data[0]+","+data[1]+","+data[2]+","+data[3]+","+data[4]+","+data[5]; bw.write(row + "\r\n"); //i++; } } catch (IOException e) { // TODO Auto-generated catch block e.printStackTrace(); } } private static String[] chage(String[] data) { /* * for(int i=0;i<data.length;i++) { data[] } */ data[0]=data[0]; char[] str=data[1].toCharArray(); String[] time=new String[7]; int j=0; int k=0; for(int i=0;i<str.length;i++) { if(str[i]=='/'||str[i]==':'||str[i]==32) { time[k]=data[1].substring(j,i); j=i+1; k++; } } time[k]=data[1].substring(j, data[1].length()); switch(time[1]) { case "Jan":time[1]="01";break; case "Feb":time[1]="02";break; case "Mar":time[1]="03";break; case "Apr":time[1]="04";break; case "May":time[1]="05";break; case "Jun":time[1]="06";break; case "Jul":time[1]="07";break; case "Aug":time[1]="08";break; case "Sep":time[1]="09";break; case "Oct":time[1]="10";break; case "Nov":time[1]="11";break; case "Dec":time[1]="12";break; } data[1]=time[2]+"-"+time[1]+"-"+time[0]+" "+time[3]+":"+time[4]+":"+time[5]; data[3]=data[3].substring(0, data[3].length()-1); return data; } private static String [] change(String row) { char [] str1=row.toCharArray(); String [] data =new String [6]; int j=0; int k=0; for(int i=0;i<str1.length;i++) { if(str1[i]==',') { data[k]=row.substring(j, i); j=i+1; k++; } } data[k]=row.substring(j, str1.length); return data; } }
通过JDBC上传到hive:
package mapreduceShiYan; import java.sql.Connection; import java.sql.DriverManager; import java.sql.ResultSet; import java.sql.SQLException; import java.sql.Statement; import org.apache.hadoop.io.Text; import org.apache.log4j.Logger; public class Data1 { private static String driverName = "org.apache.hive.jdbc.HiveDriver"; private static String url = "jdbc:hive2://192.168.137.67:10000/hive";//远程连接虚拟机，则填写虚拟机ip，如果在虚拟机中则是localhost private static String user = "hive";//hive—site.xml中配置的用户名 private static String password = "password";//hive—site.xml中配置的密码 private static String sql; //private static ResultSet res; private static final Logger log = Logger.getLogger(Text.class); public static void main(String[] args) { try { Class.forName(driverName); Connection conn = DriverManager.getConnection(url, user, password); Statement stmt = conn.createStatement(); sql = "load data local inpath '/home/hadoop/result2.txt' overwrite into table data";//虚拟机中的本地文件 System.out.println("Running:" + sql); boolean f=stmt.execute(sql); System.out.println( sql); System.out.println("result:" + f); conn.close(); conn = null; } catch (ClassNotFoundException e) { e.printStackTrace(); log.error(driverName + " not found!", e); System.exit(1); } catch (SQLException e) { e.printStackTrace(); log.error("Connection error!", e); System.exit(1); } } }
本人在折腾了一天后遇到的一些问题：
1. java.lang.ClassNotFoundException: org.apachehive.jdbc.HiveDriver
不论是在虚拟机还是windows中进行操作，千万别忘记导入需要的包。解决方法：导入hive文件目录下lib文件夹中的hive开头所有包（可能只需要几个，但是本人为了课上节省时间导入了全部的hive开头的包）
2.java.net.ConnectException: Connection refused
这是由于远程hive集群没有启动hiveserver2导致的。
要切换到/usr/local/hive
然后运行 ./bin/hive --service hiveserver2
成功后运行netstat -tunlp |grep 10000查看端口情况，若有则启动成功。
3.User: hadoop is not allowed to impersonate hive
修改hadoop 配置文件 etc/hadoop/core-site.xml,加入如下配置项
<property>
<name>hadoop.proxyuser.root.hosts</name>
<value>*</value>
</property>
<property>
<name>hadoop.proxyuser.root.groups</name>
<value>*</value>
</property>
hadoop.proxyuser.root.hosts配置项名称中root部分为报错User:* 中的用户名部分
我的报错是hadoop,所有我改成：
<property> <name>hadoop.proxyuser.hadoop.hosts</name> <value>*</value> </property> <property> <name>hadoop.proxyuser.hadoop.groups</name> <value>*</value> </property>hive Permission denied: user=root, access=WRITE, inode="/user":hdfs:supergroup:drwxr-xr-x
4.
解决办法
hdfs dfs命令对文件夹下的文件赋予权限
hadoop dfs -chmod -R 777 /warehouse/tablespace/managed/hive/datacenter.db（报错的路径）
5.操作hive 报错FAILED:HiveException java.lang.RuntimeException:Unable to instantiate org.ap.......
很多错误会导致这个，本人的原因在1、所有数据库的所有表的所有权限赋给hive用户中的连接密码和hive-site.xml中的密码不一致
2、hive-site.xml中的localhost改成127.0.0.1
6.hive 1.2.1版本不支持hadoop过高的版本，本人的是3.2.0
文件：
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71.17.103.212,2016-11-10 00:01:43,10,66,video,7076 202.119.41.28,2016-11-10 00:01:43,10,66,video,2801 119.131.143.179,2016-11-10 00:01:43,10,12233,video,2402 60.186.194.249,2016-11-10 00:01:43,10,67,video,8643 202.119.41.28,2016-11-10 00:01:43,10,89,video,2801 117.100.231.8,2016-11-10 00:01:43,10,72,video,4018 59.172.246.60,2016-11-10 00:01:43,10,54,video,9820 58.217.142.142,2016-11-10 00:01:43,10,0,video,6045 58.217.142.142,2016-11-10 00:01:43,10,0,video,6045 60.176.120.135,2016-11-10 00:01:43,10,54,video,816 60.12.51.243,2016-11-10 00:01:43,10,67,video,6565 103.204.172.213,2016-11-10 00:01:43,10,54,video,7831 71.17.103.212,2016-11-10 00:01:43,10,516,video,7076 140.205.253.145,2016-11-10 00:01:43,10,524288,video,5609 118.250.42.145,2016-11-10
PS:给王建民老师：上课可以多讲些东西，让我们自学固然有好处，但是当我们走了弯路会浪费很多时间，我觉得这些时间可以用来学习更多别的东西！！
