慕婉清6462132
此解决方案不是使用多个正则表达式在日志中进行多次传递,而是使用一个正则表达式在一次传递中拉出所有相关值。函数将日志的文本作为单个字符串传递。在下面的演示程序中,使用测试字符串。实际实现将调用此函数,并获取读取实际日志文件的结果。process_log要跟踪 IP 地址/状态对,请使用 使用 a 作为default_factory。列表中的项目数计算 IP 地址/状态组合的查看次数,每个列表项是为该 HTTP 请求传输的字节数。例如,字典的键/值对可能是:defaultdictlistip_statuskey: ('123.12.11.9', '200') value: [6213, 9876, 376]对上述情况的解释是,发现了3个IP地址“123.12.11.9”的状态代码“200”实例。为这 3 个实例传输的字节数为 6213、9876 和 376。正则表达式的解释:(\d{1,3}\.\d{1,3}\.\d{1,3}\.\d{1,3}) - - .*?HTTP/1.1" (\d+) (\d+)(\d{1,3}\.\d{1,3}\.\d{1,3}\.\d{1,3}) - -这本质上是OP用于识别IP地址的正则表达式,因此不需要太多的解释。我遵循它以提供额外的后续上下文,以防万一有其他类似外观字符串的实例。IP 地址在捕获组 1 中捕获。- -.*?这将不贪婪地匹配 0 个或多个非换行符,直到以下内容。HTTP/1.1"匹配字符串以提供以下各项的左侧上下文。HTTP/1.1"(\d+)匹配捕获组 2 中的一个或多个数字(状态)。匹配单个空格。(\d+)匹配捕获组 3 中的一个或多个数字(传输的字节)。请参阅正则表达式演示换句话说,我只是想确保我从正确的地方选择正确的字段,方法是匹配我期望在我正在寻找的字段旁边找到的内容。当您的正则表达式返回多个组时,通常比 . 返回一个迭代器,该迭代为每次迭代生成一个匹配对象。我添加了代码来生成ip/状态代码/传输字节和状态代码的统计信息。您只需要一个或另一个,具体取决于用户的需求。finditerfindallfinditer代码:import refrom collections import defaultdictdef process_log(log): ip_counter = defaultdict(list) status_counter = defaultdict(int) total_count = 0 for m in re.finditer(r'(\d{1,3}\.\d{1,3}\.\d{1,3}\.\d{1,3}) - - .*?HTTP/1.1" (\d+) (\d+)', log): total_count += 1 ip = m[1] status = m[2] bytes = int(m[3]) ip_counter[(ip, status)].append(bytes) status_counter[status] += 1 for k, v in ip_counter.items(): count = len(v) percentage = count/total_count total_bytes = sum(v) ip = k[0] status = k[1] print(f"IP Address => {ip}, status => {status}, Count => {count}, Percentage => {percentage}, Total Bytes Transferred => {total_bytes}") for k, v in status_counter.items(): count = v percentage = count/total_count print(f"Status Code => {k}, Percentage => {percentage}")log = """93.114.45.13 - - [17/May/2015:10:05:17 +0000] "GET /images/jordan-80.png HTTP/1.1" 200 6146 "http://www.semicomplete.com/articles/dynamic-dns-with-dhcp/" "Mozilla/5.0 (X11; Linux x86_64; rv:25.0) Gecko/20100101 Firefox/25.0"93.114.45.13 - - [17/May/2015:10:05:21 +0000] "GET /images/web/2009/banner.png HTTP/1.1" 200 52315 "http://www.semicomplete.com/style2.css" "Mozilla/5.0 (X11; Linux x86_64; rv:25.0) Gecko/20100101 Firefox/25.0"66.249.73.135 - - [17/May/2015:10:05:40 +0000] "GET /blog/tags/ipv6 HTTP/1.1" 200 12251 "-" "Mozilla/5.0 (iPhone; CPU iPhone OS 6_0 like Mac OS X) AppleWebKit/536.26 (KHTML, like Gecko) Version/6.0 Mobile/10A5376e Safari/8536.25 (compatible; Googlebot/2.1;+http://www.google.com/bot.html)"83.149.9.216 - - [17/May/2015:10:05:25 +0000] "GET /presentations/logstash-monitorama-2013/images/elasticsearch.png HTTP/1.1" 200 8026 "http://semicomplete.com/presentations/logstash-monitorama-2013/" "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/32.0.1700.77 Safari/537.36"83.149.9.216 - - [17/May/2015:10:05:59 +0000] "GET /presentations/logstash-monitorama-2013/images/logstashbook.png HTTP/1.1" 200 54662 "http://semicomplete.com/presentations/logstash-monitorama-2013/" "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/32.0.1700.77 Safari/537.36""""process_log(log)指纹:IP Address => 93.114.45.13, status => 200, Count => 2, Percentage => 0.4, Total Bytes Transferred => 58461IP Address => 66.249.73.135, status => 200, Count => 1, Percentage => 0.2, Total Bytes Transferred => 12251IP Address => 83.149.9.216, status => 200, Count => 2, Percentage => 0.4, Total Bytes Transferred => 62688Status Code => 200, Percentage => 1.0