diff --git a/2-1.py b/2-1.py new file mode 100644 index 0000000..bd3e089 --- /dev/null +++ b/2-1.py @@ -0,0 +1,47 @@ +import re +from pyspark import SparkContext + +sc = SparkContext.getOrCreate() + +logFile = "hdfs://master:9000/user/root/apache.access.log.PROJECT" +raw_logs = sc.textFile(logFile) + +# 日志模式 +LOG_PATTERN = re.compile(r'^(\S+) (\S+) (\S+) \[([\w:/]+\s[+-]\d{4})\] "(\S+) (\S+)\s*(\S*)\s?" (\d{3}) (\S+)') + +# 解析日志 +def parse_log_line(line): + match = LOG_PATTERN.match(line) + if not match: + return None + content_size_str = match.group(9) + content_size = int(content_size_str) if content_size_str.isdigit() else 0 + return { + 'ip': match.group(1), + 'user_identity': match.group(2), + 'user_id': match.group(3), + 'timestamp': match.group(4), + 'method': match.group(5), + 'endpoint': match.group(6), + 'protocol': match.group(7), + 'status_code': int(match.group(8)), + 'content_size': content_size + } + +# 过滤出包含 404 响应代码的日志 +def filter_404(log): + return log['status_code'] == 404 + +# 解析并过滤日志 +parsed_logs = raw_logs.map(parse_log_line).filter(lambda x: x is not None) + +# 过滤出 404 错误记录 +error_404_logs = parsed_logs.filter(filter_404).cache() + +# 统计 404 错误的数量 +count_404 = error_404_logs.count() + +# 打印 404 错误记录数量 +print(f"日志中共有 {count_404} 条 404 响应代码记录。") + +sc.stop()