python解析网络访问日志

时间:2019-04-20 16:23:34

标签: regex python-3.x python-regex

我正在尝试使用以下正则表达式解析网络访问日志

pattern = re.compile(r"""(?x)^
    (?P<remote_host>\S+)            \s+         # host %h
    \S+                             \s+         # indent %l (unused)
    (?P<remote_user>\S+)            \s+         # user %u
    \[(?P<time_received>.*?)\]      \s+         # time %t
    "(?P<request>.*?)"              \s+         # request "%r"
    (?P<status>[0-9]+)              \s+         # status %>s
    (?P<response_bytes_clf>\S+)     (?:\s+      # size %b (careful, can be '-')
    "(?P<referrer>[^"?\s]*[^"]*)"   \s+         # referrer "%{Referer}i"
    "(?P<user_agent>[^"]*)"         (?:\s+      # user agent "%{User-agent}i"
    "[^"]*"                         )?)?        # optional argument (unused)
$""")

def get_structured_access_log(access_log):
    return pattern.match(access_log).groupdict()

但是某些日志行包含恶意请求,如下所示:

190.2.7.178 - - [21/Dec/2011:05:47:03 +0000] "GET /gnu3/index.php?doc=../../../../../../../proc/self/environ%00 HTTP/1.1" 404 273 "-" "<?php system(\"id\"); ?>"
190.2.7.178 - - [21/Dec/2011:05:47:04 +0000] "GET /gnu/index.php?doc=../../../../../../../proc/self/environ%00 HTTP/1.1" 404 271 "-" "<?php system(\"id\"); ?>"
190.2.7.178 - - [21/Dec/2011:05:47:04 +0000] "GET /phpgwapi/setup/tables_update.inc.php?appdir=../../../../../../../proc/self/environ%00 HTTP/1.1" 404 286 "-" "<?php system(\"id\"); ?>"
190.2.7.178 - - [21/Dec/2011:05:47:05 +0000] "GET /forum/install.php?phpbb_root_dir=../../../../../../../proc/self/environ%00 HTTP/1.1" 404 274 "-" "<?php system(\"id\"); ?>"
190.2.7.178 - - [21/Dec/2011:05:47:06 +0000] "GET /includes/calendar.php?phpc_root_path=../../../../../../../proc/self/environ%00 HTTP/1.1" 404 275 "-" "<?php system(\"id\"); ?>"
190.2.7.178 - - [21/Dec/2011:05:47:06 +0000] "GET /includes/setup.php?phpc_root_path=../../../../../../../proc/self/environ%00 HTTP/1.1" 404 273 "-" "<?php system(\"id\"); ?>"
190.2.7.178 - - [21/Dec/2011:05:47:07 +0000] "GET /inc/authform.inc.php?path_pre=../../../../../../../proc/self/environ%00 HTTP/1.1" 404 275 "-" "<?php system(\"id\"); ?>"
190.2.7.178 - - [21/Dec/2011:05:47:07 +0000] "GET /include/authform.inc.php?path_pre=../../../../../../../proc/self/environ%00 HTTP/1.1" 404 278 "-" "<?php system(\"id\"); ?>"
190.2.7.178 - - [21/Dec/2011:05:47:08 +0000] "GET /index.php?nic=../../../../../../../proc/self/environ%00 HTTP/1.1" 200 4399 "-" "<?php system(\"id\"); ?>"
190.2.7.178 - - [21/Dec/2011:05:47:11 +0000] "GET /index.php?sec=../../../../../../../proc/self/environ%00 HTTP/1.1" 200 4399 "-" "<?php system(\"id\"); ?>"

这些请求无法使用上述正则表达式进行解析,其他正常的Web请求也已成功解析。

以下是一些成功解析的访问日志:

123.125.71.79 - - [28/Apr/2012:08:12:57 +0100] "GET /robots.txt HTTP/1.1" 404 268 "-" "Mozilla/5.0 (compatible; Baiduspider/2.0; +http://www.baidu.com/search/spider.html)"
157.56.95.126 - - [28/Apr/2012:10:23:02 +0100] "GET /robots.txt HTTP/1.1" 404 268 "-" "msnbot/2.0b (+http://search.msn.com/msnbot.htm)"
157.56.95.126 - - [28/Apr/2012:10:23:02 +0100] "GET / HTTP/1.1" 200 4399 "-" "msnbot/2.0b (+http://search.msn.com/msnbot.htm)"
110.75.173.193 - - [28/Apr/2012:11:57:26 +0100] "GET / HTTP/1.1" 200 4399 "-" "Yahoo! Slurp China"

异常错误消息:

  

“ NoneType”对象没有属性“ groupdict”

请修复正则表达式,以便它也可以解析这些复杂的请求。

感谢您的帮助。

1 个答案:

答案 0 :(得分:0)

使用re.match将返回相应的匹配对象,或者如果字符串与模式不匹配,则将返回None

在第一个示例数据中,这是最后一个包含转义双引号"<?php system(\"id\"); ?>"

的部分。

如果您使用的否定字符类匹配的不是双引号,并且想断言字符串的结尾,那么[^"]*将不会超出(\"id中的第一个双引号

您可以通过替换否定的字符类以使其与"(?P<user_agent>[^"]*)"部分中的双引号不匹配,以匹配除换行符.*?之外的任何字符来解决您的模式

您的模式可能如下:

(?x)^
    (?P<remote_host>\S+)            \s+         # host %h
    \S+                             \s+         # indent %l (unused)
    (?P<remote_user>\S+)            \s+         # user %u
    \[(?P<time_received>.*?)\]      \s+         # time %t
    "(?P<request>.*?)"              \s+         # request "%r"
    (?P<status>[0-9]+)              \s+         # status %>s
    (?P<response_bytes_clf>\S+)     (?:\s+      # size %b (careful, can be '-')
    "(?P<referrer>[^"?\s]*[^"]*)"   \s+         # referrer "%{Referer}i"
    "(?P<user_agent>.*?  )"         (?:\s+      # user agent "%{User-agent}i"
    "[^"]*"                         )?)?        # optional argument (unused)
$

Regex demo

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