diff --git a/2-5.py b/2-5.py new file mode 100644 index 0000000..85def17 --- /dev/null +++ b/2-5.py @@ -0,0 +1,61 @@ +import re +from pyspark import SparkContext + +sc = SparkContext.getOrCreate() + +LOG_PATTERN = re.compile( + r'^(\S+) (\S+) (\S+) \[([\w:/]+\s[+-]\d{4})\] "(\S+) (\S+)\s*(\S*)\s?" (\d{3}) (\S+)' +) + +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 + } + +def extract_day(log): + # 时间格式为:10/Oct/2000:13:55:36 -0700 + full_date = log['timestamp'] + day = full_date.split('/')[0] # 只提取日 + return day + +if __name__ == "__main__": + logFile = "hdfs://master:9000/user/root/apache.access.log.PROJECT" + raw_logs = sc.textFile(logFile) + + access_logs = raw_logs.map(parse_log_line).filter(lambda x: x is not None).cache() + + # 过滤 404 状态码的日志 + error_404_logs = access_logs.filter(lambda log: log['status_code'] == 404).cache() + + # 每日 404 次数统计 + errDateSorted = ( + error_404_logs + .map(lambda log: (extract_day(log), 1)) + .reduceByKey(lambda a, b: a + b) + .sortByKey(True) + .cache() + ) + + # 收集结果 + daily_404_stats = errDateSorted.collect() + + print("每天 404 错误记录数量:") + for day, count in daily_404_stats: + print("Day {}: {} 次 404 错误".format(day, count)) + + sc.stop()