Home Backend Development Python Tutorial Comprehensive analysis of log (logging module) performance and multi-process in python

Comprehensive analysis of log (logging module) performance and multi-process in python

Jul 18, 2017 am 11:26 AM
logging python module

使用Python来写后台任务时,时常需要使用输出日志来记录程序运行的状态,并在发生错误时将错误的详细信息保存下来,以别调试和分析。Python的logging模块就是这种情况下的好帮手。本文就介绍了python中日志logging模块性能及多进程的相关资料,需要的朋友可以参考下。

前言

Java 中最通用的日志模块莫过于 Log4j 了,在 python 中,也自带了 logging 模块,该模块的用法其实和 Log4j 类似。日志是记录操作的一种好方式。但是日志,基本都是基于文件的,也就是要写到磁盘上的。这时候,磁盘将会成为一个性能瓶颈。对于普通的服务器硬盘(机械磁盘,非固态硬盘),Python日志的性能瓶颈是多少呢?今天我们就来测一下。下面话不多说,来一起看看详细的介绍:

测试代码如下:


#! /usr/bin/env python 
#coding=utf-8 
 
# ============================ 
# Describe : 给平台提供的日志 
# D&P Author By:  常成功 
# Create Date:  2016/08/01 
# Modify Date:  2016/08/01 
# ============================ 
 
import time 
import os 
import logging 
 
 
print "Start test ...." 
s_tm = time.time() 
test_time = 10.0 # 测试时间10秒 
e_tm = s_tm + 10 
j = 0 
 
pid = str(os.getpid()) 
while 1: 
 now_time = time.time() 
 j += 1 
 if now_time > e_tm: 
  break 
 # 生成文件夹 
 lujing = "d:\\test_log" 
 if not os.path.exists(lujing): 
  os.mkdir(lujing) 
 
 fm2 = '%Y%m%d' 
 YMD = time.strftime(fm2, time.localtime(now_time)) 
 
 filename = 'recharge_' + YMD + '.log' 
 log_file = os.path.join(lujing, filename) 
 t = "\t" 
 log_msg = str(j) +t+ str(now_time) +t+ pid 
 
 the_logger = logging.getLogger('recharge_log') 
 f_handler = logging.FileHandler(log_file) 
 the_logger.addHandler(f_handler) 
 the_logger.setLevel(logging.INFO) 
 # To pass exception information, use the keyword argument exc_info with a true value 
 the_logger.info(log_msg, exc_info=False) 
 the_logger.removeHandler(f_handler) 
 
rps = j/test_time 
print rps, "rows per second"
Copy after login

结果为:

Start test ....

2973.0 rows per second


Python的logging性能:

7200转的机械磁盘,测了几次,每秒的能写入日志的行数(每行就是一条日志),数量基本在 2800-3000 之间。此时,磁盘IO基本已经跑满。(在3.3Ghz的CPU上,CPU占用大约40%)。

Python的logging多进程:

python 的 logging模块,是线程安全的。但对于多进程的程序来说,怎么去写日志文件呢?我的解决办法是,每个进程的PID,写一个单独的日志文件。再用算法把所有进程的日志合并起来,生成新的日志。

提示:由于磁盘IO已经到达瓶颈,所以多进程并不能提高日志性能。高性能日志,需要用缓存,或者分布式日志。

总结

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