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Hadoop分析Tomcat日志Demo实现

时间：2015-03-05 19:23:08      阅读：165      评论：0      收藏：0      [点我收藏+]

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Tomcat日志：

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127.0.0.1,-,-,[08/May/2014:13:42:40 +0800],GET / HTTP/1.1,200,11444
127.0.0.1,-,-,[08/May/2014:13:42:42 +0800],GET /jygl/jaxrs/teachingManage/ClassBatchPlanService/getCurrentClassPlanVO HTTP/1.1,204,-
127.0.0.1,-,-,[08/May/2014:13:42:42 +0800],GET /jygl/jaxrs/teachingManage/ClassBatchPlanService/getCurClassPlanVO HTTP/1.1,204,-
127.0.0.1,-,-,[08/May/2014:13:42:47 +0800],GET /jygl/jaxrs/right/isValidUserByType/1-admin-superadmin HTTP/1.1,200,20
127.0.0.1,-,-,[08/May/2014:13:42:47 +0800],GET /jygl/jaxrs/right/getUserByLoginName/admin HTTP/1.1,200,198
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:42:47 +0800],GET /jyglFront/right_login2home?loginName=admin&password=superadmin&type=1 HTTP/1.1,200,2525
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:42:47 +0800],GET /jyglFront/mainView/navigate/style/style.css HTTP/1.1,304,-
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:42:47 +0800],GET /jyglFront/mainView/navigate/js/tree.js HTTP/1.1,304,-
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:42:47 +0800],GET /jyglFront/mainView/navigate/js/jquery.js HTTP/1.1,304,-
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:42:47 +0800],GET /jyglFront/mainView/navigate/js/frame.js HTTP/1.1,304,-
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:42:47 +0800],GET /jyglFront/mainView/navigate/images/logo.png HTTP/1.1,304,-
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:42:47 +0800],GET /jyglFront/mainView/navigate/images/leftmenu_bg.gif HTTP/1.1,404,1105
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:42:47 +0800],GET /jyglFront/mainView/navigate/menuList.jsp HTTP/1.1,200,47603
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:42:47 +0800],GET /jyglFront/mainView/navigate/style/images/header_bg.jpg HTTP/1.1,304,-
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:42:47 +0800],GET /jyglFront/mainView/navigate/images/allmenu.gif HTTP/1.1,404,1093
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:42:47 +0800],GET /jyglFront/mainView/navigate/images/toggle_menu.gif HTTP/1.1,404,1105
127.0.0.1,-,-,[08/May/2014:13:42:48 +0800],GET /jygl/jaxrs/article/getArticleList/10-1 HTTP/1.1,200,20913
127.0.0.1,-,-,[08/May/2014:13:42:48 +0800],GET /jygl/jaxrs/article/getTotalArticleRecords HTTP/1.1,200,22
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:42:48 +0800],GET /jyglFront/baseInfo_articleList?flag=1 HTTP/1.1,200,8989
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:42:48 +0800],GET /jyglFront/mainView/studentView/style/images/nav_10.png HTTP/1.1,404,1117
127.0.0.1,-,-,[08/May/2014:13:43:21 +0800],GET /jygl/jaxrs/right/isValidUserByType/1-admin-superadmin HTTP/1.1,200,20
127.0.0.1,-,-,[08/May/2014:13:43:21 +0800],GET /jygl/jaxrs/right/getUserByLoginName/admin HTTP/1.1,200,198
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:43:21 +0800],GET /jyglFront/right_login2home?loginName=admin&password=superadmin&type=1 HTTP/1.1,200,2525
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:43:21 +0800],GET /jyglFront/mainView/navigate/js/tree.js HTTP/1.1,304,-
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:43:21 +0800],GET /jyglFront/mainView/navigate/js/jquery.js HTTP/1.1,304,-
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:43:21 +0800],GET /jyglFront/mainView/navigate/js/frame.js HTTP/1.1,304,-
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:43:21 +0800],GET /jyglFront/mainView/navigate/style/style.css HTTP/1.1,304,-
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:43:21 +0800],GET /jyglFront/mainView/navigate/menuList.jsp HTTP/1.1,200,47603
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:43:21 +0800],GET /jyglFront/mainView/navigate/images/logo.png HTTP/1.1,304,-
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:43:21 +0800],GET /jyglFront/mainView/navigate/images/leftmenu_bg.gif HTTP/1.1,404,1105
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:43:21 +0800],GET /jyglFront/mainView/navigate/images/toggle_menu.gif HTTP/1.1,404,1105
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:43:21 +0800],GET /jyglFront/mainView/navigate/style/images/header_bg.jpg HTTP/1.1,304,-
127.0.0.1,-,-,[08/May/2014:13:43:21 +0800],GET /jygl/jaxrs/article/getArticleList/10-1 HTTP/1.1,200,20913
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:43:21 +0800],GET /jyglFront/mainView/navigate/images/allmenu.gif HTTP/1.1,404,1093
127.0.0.1,-,-,[08/May/2014:13:43:21 +0800],GET /jygl/jaxrs/article/getTotalArticleRecords HTTP/1.1,200,22
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:43:21 +0800],GET /jyglFront/baseInfo_articleList?flag=1 HTTP/1.1,200,8989
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:43:21 +0800],GET /jyglFront/mainView/studentView/style/images/nav_10.png HTTP/1.1,404,1117
127.0.0.1,-,-,[08/May/2014:13:43:25 +0800],GET /jygl/jaxrs/graduate/graduateBatchService/getGraduateBatchByConditions?graduateBatchName=&pageSize=10&pageNo=1 HTTP/1.1,200,597
127.0.0.1,-,-,[08/May/2014:13:43:25 +0800],GET /jygl/jaxrs/graduate/graduateBatchService/getTotalGraduateBatchByCondition?graduateBatchName= HTTP/1.1,200,21
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:43:26 +0800],GET /jyglFront/graduate_initGraduateBatch HTTP/1.1,200,8766
127.0.0.1,-,-,[08/May/2014:13:43:27 +0800],GET /jygl/jaxrs/exam/examParameterService/getAllStudyCenters HTTP/1.1,200,29089
127.0.0.1,-,-,[08/May/2014:13:43:27 +0800],GET /jygl/jaxrs/exam/examParameterService/getAllGradeInfo HTTP/1.1,200,3785
127.0.0.1,-,-,[08/May/2014:13:43:27 +0800],GET /jygl/jaxrs/enroll/educationLevelService/allEducationLevels HTTP/1.1,200,227
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:43:28 +0800],GET /jyglFront/graduate_initGraduateQulifyCheck HTTP/1.1,200,26397
127.0.0.1,-,-,[08/May/2014:13:43:29 +0800],GET /jygl/jaxrs/exam/examParameterService/getAllStudyCenters HTTP/1.1,200,29089
127.0.0.1,-,-,[08/May/2014:13:43:29 +0800],GET /jygl/jaxrs/exam/examParameterService/getAllGradeInfo HTTP/1.1,200,3785
127.0.0.1,-,-,[08/May/2014:13:43:29 +0800],GET /jygl/jaxrs/enroll/educationLevelService/allEducationLevels HTTP/1.1,200,227
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:43:29 +0800],GET /jyglFront/graduate_initLeaveSchoolInfo HTTP/1.1,200,20125
127.0.0.1,-,-,[08/May/2014:13:43:30 +0800],GET /jygl/jaxrs/exam/examParameterService/getAllStudyCenters HTTP/1.1,200,29089
127.0.0.1,-,-,[08/May/2014:13:43:31 +0800],GET /jygl/jaxrs/exam/examParameterService/getAllGradeInfo HTTP/1.1,200,3785
127.0.0.1,-,-,[08/May/2014:13:43:31 +0800],GET /jygl/jaxrs/enroll/educationLevelService/allEducationLevels HTTP/1.1,200,227
127.0.0.1,-,-,[08/May/2014:13:43:31 +0800],GET /jygl/jaxrs/graduate/graduateBatchService/getAllGraduateBatch HTTP/1.1,200,597
0:0:0:0:0:0:0:1,-,-,[08/May/2014:13:43:31 +0800],GET /jyglFront/graduate_initGraduateInfo HTTP/1.1,200,28464
127.0.0.1,-,-,[08/May/2014:14:27:10 +0800],GET / HTTP/1.1,200,11444
127.0.0.1,-,-,[08/May/2014:14:27:12 +0800],GET /jygl/jaxrs/teachingManage/ClassBatchPlanService/getCurrentClassPlanVO HTTP/1.1,204,-
127.0.0.1,-,-,[08/May/2014:14:27:12 +0800],GET /jygl/jaxrs/teachingManage/ClassBatchPlanService/getCurClassPlanVO HTTP/1.1,204,-
127.0.0.1,-,-,[08/May/2014:14:27:34 +0800],GET /jygl/jaxrs/exam/examArrangeService/getExamBatchIdByLatest HTTP/1.1,200,43
127.0.0.1,-,-,[08/May/2014:14:27:34 +0800],GET /jygl/jaxrs/exam/examArrangeService/getExamBatchNameByEBId/4af2a0424323412e014327739b1702bd HTTP/1.1,200,16
127.0.0.1,-,-,[08/May/2014:14:27:35 +0800],GET /jygl/jaxrs/exam/examSubscribeService/getUtilObjectThirExamBatchsByEBNN/201403 HTTP/1.1,200,653
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:35 +0800],GET /jyglFront/exam_initgroupsubscribestatistic HTTP/1.1,200,13551
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:37 +0800],GET /jyglFront/exam_initsubstudentsubscribe HTTP/1.1,500,3900
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:41 +0800],GET /jyglFront/supervisor/intoInitAssignmentDetail HTTP/1.1,200,1808
127.0.0.1,-,-,[08/May/2014:14:27:42 +0800],GET /jygl/jaxrs/right/isValidUserByType/1-admin-superadmin HTTP/1.1,200,20
127.0.0.1,-,-,[08/May/2014:14:27:42 +0800],GET /jygl/jaxrs/right/getUserByLoginName/admin HTTP/1.1,200,198
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:42 +0800],GET /jyglFront/right_login2home?loginName=admin&password=superadmin&type=1 HTTP/1.1,200,2525
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:42 +0800],GET /jyglFront/mainView/navigate/js/tree.js HTTP/1.1,304,-
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:42 +0800],GET /jyglFront/mainView/navigate/style/style.css HTTP/1.1,304,-
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:42 +0800],GET /jyglFront/mainView/navigate/js/frame.js HTTP/1.1,304,-
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:42 +0800],GET /jyglFront/mainView/navigate/js/jquery.js HTTP/1.1,304,-
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:42 +0800],GET /jyglFront/mainView/navigate/menuList.jsp HTTP/1.1,200,47603
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:42 +0800],GET /jyglFront/mainView/navigate/images/leftmenu_bg.gif HTTP/1.1,404,1105
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:42 +0800],GET /jyglFront/mainView/navigate/images/allmenu.gif HTTP/1.1,404,1093
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:42 +0800],GET /jyglFront/mainView/navigate/images/logo.png HTTP/1.1,304,-
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:42 +0800],GET /jyglFront/mainView/navigate/style/images/header_bg.jpg HTTP/1.1,304,-
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:42 +0800],GET /jyglFront/mainView/navigate/images/toggle_menu.gif HTTP/1.1,404,1105
127.0.0.1,-,-,[08/May/2014:14:27:42 +0800],GET /jygl/jaxrs/article/getArticleList/10-1 HTTP/1.1,200,20913
127.0.0.1,-,-,[08/May/2014:14:27:42 +0800],GET /jygl/jaxrs/article/getTotalArticleRecords HTTP/1.1,200,22
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:42 +0800],GET /jyglFront/baseInfo_articleList?flag=1 HTTP/1.1,200,8989
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:43 +0800],GET /jyglFront/mainView/studentView/style/images/nav_10.png HTTP/1.1,404,1117
127.0.0.1,-,-,[08/May/2014:14:27:44 +0800],GET /jygl/jaxrs/nationInfo/getAllNationInPage?pageSize=10&pageNo=1 HTTP/1.1,200,374
127.0.0.1,-,-,[08/May/2014:14:27:44 +0800],GET /jygl/jaxrs/nationInfo/getTotalNations HTTP/1.1,200,22
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:44 +0800],GET /jyglFront/baseInfo_nationInfoList HTTP/1.1,200,7471
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:44 +0800],GET /jyglFront/common/css/menuStyle2.css HTTP/1.1,404,1060
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:44 +0800],GET /jyglFront/common/css/basic.css HTTP/1.1,200,1476
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:45 +0800],GET /jyglFront/common/css/_images/botton2.gif HTTP/1.1,404,1075
127.0.0.1,-,-,[08/May/2014:14:27:47 +0800],GET /jygl/jaxrs/enroll/educationLevelService/allEducationLevels HTTP/1.1,200,227
127.0.0.1,-,-,[08/May/2014:14:27:47 +0800],GET /jygl/jaxrs/enroll/gradeInfoService/allGradeInfos HTTP/1.1,200,3785
127.0.0.1,-,-,[08/May/2014:14:27:47 +0800],GET /jygl/jaxrs/teaching/teachingPlanService/getSpeicalListByTwo?gradeID=&educationLevelID= HTTP/1.1,200,12061
127.0.0.1,-,-,[08/May/2014:14:27:47 +0800],GET /jygl/jaxrs/enroll/studyCenterService/allStudyCentersByUtilObject HTTP/1.1,200,6006
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:48 +0800],GET /jyglFront/teaching/openReplaceChooseCourse HTTP/1.1,200,26455
127.0.0.1,-,-,[08/May/2014:14:27:49 +0800],GET /jygl/jaxrs/teachingManage/ClassBatchPlanService/getCurClassBatchPlanVOList?newClassBatchName=&gradeName=&term=-1 HTTP/1.1,204,-
127.0.0.1,-,-,[08/May/2014:14:27:49 +0800],GET /jygl/jaxrs/teachingManage/ClassBatchPlanService/getCurClassBatchPlanVOList?newClassBatchName=&gradeName=&term=-1 HTTP/1.1,204,-
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:49 +0800],GET /jyglFront/teaching/openChooseCourse HTTP/1.1,200,1611
127.0.0.1,-,-,[08/May/2014:14:27:51 +0800],GET /jygl/jaxrs/enroll/gradeInfoService/currentGradeInfo HTTP/1.1,200,473
127.0.0.1,-,-,[08/May/2014:14:27:51 +0800],GET /jygl/jaxrs/enroll/educationLevelService/allEducationLevels HTTP/1.1,200,227
127.0.0.1,-,-,[08/May/2014:14:27:51 +0800],GET /jygl/jaxrs/enroll/gradeInfoService/allGradeInfos HTTP/1.1,200,3785
127.0.0.1,-,-,[08/May/2014:14:27:51 +0800],GET /jygl/jaxrs/teaching/teachingPlanService/hasTeachingPlanInGrade?gradeId=4af2a042437c2c0801437ed1cdea0017 HTTP/1.1,200,20
127.0.0.1,-,-,[08/May/2014:14:27:51 +0800],GET /jygl/jaxrs/teaching/teachingPlanService/hasTeachingPlanInGrade?gradeId=4af2a0423f41d66d013f5a1f766c00ce HTTP/1.1,200,20
127.0.0.1,-,-,[08/May/2014:14:27:51 +0800],GET /jygl/jaxrs/teaching/teachingPlanService/teachingPlanListByEducationLevelAndGradeId?grade=4af2a042437c2c0801437ed1cdea0017&educationLevel= HTTP/1.1,200,4849
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:52 +0800],GET /jyglFront/teaching/teachingPlanList HTTP/1.1,200,22794
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:27:52 +0800],GET /jyglFront/js/jquery.form.js HTTP/1.1,200,30330
127.0.0.1,-,-,[08/May/2014:14:28:02 +0800],GET /jygl/jaxrs/exam/examArrangeService/getExamBatchIdByLatest HTTP/1.1,200,43
127.0.0.1,-,-,[08/May/2014:14:28:02 +0800],GET /jygl/jaxrs/exam/examArrangeService/getExamBatchNameByEBId/4af2a0424323412e014327739b1702bd HTTP/1.1,200,16
127.0.0.1,-,-,[08/May/2014:14:28:02 +0800],GET /jygl/jaxrs/exam/examSubscribeService/getUtilObjectThirExamBatchsByEBNN/201403 HTTP/1.1,200,653
0:0:0:0:0:0:0:1,-,-,[08/May/2014:14:28:02 +0800],GET /jyglFront/exam_initgroupsubscribestatistic HTTP/1.1,200,13551
127.0.0.1,-,-,[08/May/2014:14:28:19 +0800],POST /jygl/jaxrs/right/addUserLog HTTP/1.1,200,-
127.0.0.1,-,-,[08/May/2014:14:31:42 +0800],GET /jygl/jaxrs/exam/examSubscribeService/groupSubscribe/201403/0/0/201309/1 HTTP/1.1,200,-
View Code

 

统计URL被访问的次数。

 

想法：解析Tomcat日志，map的工作是将每一行日志中的URL截取作为key值，value为1表示1次，reduce的工作是将相同key值的行合并，value为总次数。

 

编程实现：

技术分享 
package com.lcy.hadoop.CountURL;
import java.io.IOException;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.conf.Configured;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.IntWritable;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.NullWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.Mapper;
import org.apache.hadoop.mapreduce.Reducer;
import org.apache.hadoop.mapreduce.lib.input.FileInputFormat;
import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat;
import org.apache.hadoop.mapreduce.lib.output.TextOutputFormat;
import org.apache.hadoop.util.Tool;
import org.apache.hadoop.util.ToolRunner;
public class SecondTest extends Configured implements Tool{
    enum Counter{
        LINESKIP,
    }    
    public static class Map extends Mapper<LongWritable,Text,Text,IntWritable>{
        private static final IntWritable one = new IntWritable(1); 
        public void map(LongWritable key,Text value,Context context) throws IOException, InterruptedException{
            String line = value.toString();
            try{
                String[] lineSplit = line.split(",");
                String requestUrl = lineSplit[4];
                requestUrl = requestUrl.substring(requestUrl.indexOf(‘ ‘)+1, requestUrl.lastIndexOf(‘ ‘));
                Text out = new Text(requestUrl);
                context.write(out,one);
            }catch(java.lang.ArrayIndexOutOfBoundsException e){
                context.getCounter(Counter.LINESKIP).increment(1);
            }            
        }
    }    
    public static class Reduce extends Reducer<Text,IntWritable,Text,IntWritable>{        
        public void reduce(Text key, Iterable<IntWritable> values,Context context)throws IOException{
            int count =  0;  
            for(IntWritable v : values){  
                count = count + 1;  
            }  
            try {
                context.write(key, new IntWritable(count));
            } catch (InterruptedException e) {
                 e.printStackTrace();
            }             
        }        
    }     
    @Override
    public int run(String[] args) throws Exception {
        Configuration conf = getConf();
        Job job = new Job(conf, "logAnalysis");
        job.setJarByClass(SecondTest.class);        
        FileInputFormat.addInputPath(job, new Path(args[0]));
        FileOutputFormat.setOutputPath(job, new Path(args[1]));        
        job.setMapperClass(Map.class);
        job.setReducerClass(Reduce.class);
        job.setOutputFormatClass(TextOutputFormat.class);        
        //keep the same format with the output of Map and Reduce
        job.setOutputKeyClass(Text.class);
        job.setOutputValueClass(IntWritable.class);        
        job.waitForCompletion(true);
        return job.isSuccessful()?0:1;
    }    
    public static void main(String[] args)throws Exception{        
        int res = ToolRunner.run(new Configuration(), new SecondTest(),args);        
        System.exit(res);
    }
}
View Code

 

把这个项目导出来（导成jar文件），即下图中的SecondTest.jar

技术分享

 

把日志文件作为输入文件上传到HDFS：

技术分享

 

运行自己写的Hadoop程序：

技术分享

 

运行中...

技术分享

 

把执行结果从HDFS拷贝到本地文件系统查看：

 

技术分享 
/    2
/jygl/jaxrs/article/getArticleList/10-1    3
/jygl/jaxrs/article/getTotalArticleRecords    3
/jygl/jaxrs/enroll/educationLevelService/allEducationLevels    5
/jygl/jaxrs/enroll/gradeInfoService/allGradeInfos    2
/jygl/jaxrs/enroll/gradeInfoService/currentGradeInfo    1
/jygl/jaxrs/enroll/studyCenterService/allStudyCentersByUtilObject    1
/jygl/jaxrs/exam/examArrangeService/getExamBatchIdByLatest    2
/jygl/jaxrs/exam/examArrangeService/getExamBatchNameByEBId/4af2a0424323412e014327739b1702bd    2
/jygl/jaxrs/exam/examParameterService/getAllGradeInfo    3
/jygl/jaxrs/exam/examParameterService/getAllStudyCenters    3
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Hadoop分析Tomcat日志Demo实现

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原文地址：http://www.cnblogs.com/Murcielago/p/4316424.html
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