四、基于hadoop的nginx访问日志分析---top 10 request

代码:

# cat top_10_request.py 
#!/usr/bin/env python
# coding=utf-8 from mrjob.job import MRJob
from mrjob.step import MRStep
from nginx_accesslog_parser import NginxLineParser import heapq class UrlRequest(MRJob): nginx_line_parser = NginxLineParser() def mapper(self, _, line): self.nginx_line_parser.parse(line)
yield self.nginx_line_parser.request, 1 def reducer_sum(self, key, values): yield None, (sum(values), key) def reducer_top10(self, _, values):
for count, path in heapq.nlargest(10, values):
yield count, path
# for count, path in sorted(values, reverse=True)[:10]:
# yield count, path def steps(self):
return (
MRStep(mapper=self.mapper,
reducer=self.reducer_sum
),
MRStep(reducer=self.reducer_top10)
) def main():
UrlRequest.run() if __name__ == '__main__':
main()

结果:

# python3 top_10_request.py access_all.log-20161227
No configs found; falling back on auto-configuration
Creating temp directory /tmp/top_10_request.root.20161228.055055.459306
Running step 1 of 2...
Running step 2 of 2...
Streaming final output from /tmp/top_10_request.root.20161228.055055.459306/output...
62728 "/forum.php"
47274 "/index.php"
45777 "/sync/avatar.php"
34568 "/"
12358 "/home.php"
3889 "/misc.php"
3044 "/static/image/common/swfupload.swf"
2666 "/thread-114874-1-1.html"
1585 "/favicon.ico"
1143 "/data/cache/style_2_common.css"
Removing temp directory /tmp/top_10_request.root.20161228.055055.459306...

代码解释:

mapper()方法:接收一行访问日志,将数据解析成key=请求的URL,value=1

reducer_sum()方法:计算出每个请求的URL的访问量,并输出 null [3, "/forum.php"]这种形式

reducer_top10()方法:对[3, "/forum.php"]这样数据进行排序输出

上一篇:【分布式系列之dubbo】SSM+Dubbo实战


下一篇:sql语句中特殊函数的用法