Spark日志分析

根据tomcat日志计算url访问了情况，具体的url如下，
要求：区别统计GET和POST URL访问量
结果为：访问方式、URL、访问量

 

输入文件：

196.168.2.1 - - [03/Jul/2014:23:36:38 +0800] "GET /course/detail/3.htm HTTP/1.0" 200 38435 0.038
182.131.89.195 - - [03/Jul/2014:23:37:43 +0800] "GET /html/notes/20140617/888.html HTTP/1.0" 301 - 0.000
196.168.2.1 - - [03/Jul/2014:23:38:27 +0800] "POST /service/notes/addViewTimes_23.htm HTTP/1.0" 200 2 0.003
196.168.2.1 - - [03/Jul/2014:23:39:03 +0800] "GET /html/notes/20140617/779.html HTTP/1.0" 200 69539 0.046
196.168.2.1 - - [03/Jul/2014:23:43:00 +0800] "GET /html/notes/20140318/24.html HTTP/1.0" 200 67171 0.049
196.168.2.1 - - [03/Jul/2014:23:43:59 +0800] "POST /service/notes/addViewTimes_779.htm HTTP/1.0" 200 1 0.003
196.168.2.1 - - [03/Jul/2014:23:45:51 +0800] "GET /html/notes/20140617/888.html HTTP/1.0" 200 70044 0.060
196.168.2.1 - - [03/Jul/2014:23:46:17 +0800] "GET /course/list/73.htm HTTP/1.0" 200 12125 0.010
196.168.2.1 - - [03/Jul/2014:23:46:58 +0800] "GET /html/notes/20140609/542.html HTTP/1.0" 200 94971 0.077
196.168.2.1 - - [03/Jul/2014:23:48:31 +0800] "POST /service/notes/addViewTimes_24.htm HTTP/1.0" 200 2 0.003
196.168.2.1 - - [03/Jul/2014:23:48:34 +0800] "POST /service/notes/addViewTimes_542.htm HTTP/1.0" 200 2 0.003
196.168.2.1 - - [03/Jul/2014:23:49:31 +0800] "GET /notes/index-top-3.htm HTTP/1.0" 200 53494 0.041

 

//textFile() 加载数据
val data = sc.textFile("/spark/seven.txt")

//filter 过滤长度小于0， 过滤不包含GET与POST的URL
val filtered = data.filter(_.length()>0).filter( line => (line.indexOf("GET")>0 || line.indexOf("POST")>0) )

//转换成键值对操作
val res = filtered.map( line => {
if(line.indexOf("GET")>0){ //截取 GET 到URL的字符串
(line.substring(line.indexOf("GET"),line.indexOf("HTTP/1.0")).trim,1)
}else{   //截取 POST 到URL的字符串
(line.substring(line.indexOf("POST"),line.indexOf("HTTP/1.0")).trim,1)
}//最后通过reduceByKey求sum
}).reduceByKey(_+_)

//触发action事件执行
res.collect()

 

 

输出文件：

1. (POST /service/notes/addViewTimes_542.htm,2),   
2. (POST /service/notes/addViewTimes_544.htm,1),   
3. (GET /html/notes/20140609/542.html,2),   
4. (POST /service/notes/addViewTimes_23.htm,1),   
5. (GET /html/notes/20140617/888.html,3),   
6. (POST /service/notes/addViewTimes_24.htm,1),   
7. (GET /course/detail/3.htm,1),   
8. (GET /course/list/73.htm,2),   
9. (GET /html/notes/20140617/779.html,1),   
10. (GET /html/notes/20140620/872.html,1)