Python实现的大数据分析操作系统日志功能示例

本文实例讲述了Python实现的大数据分析操作系统日志功能。分享给大家供大家参考，具体如下：

一 代码

1、大文件切分

import os
import os.path
import time
def FileSplit(sourceFile, targetFolder):
 if not os.path.isfile(sourceFile):
 print(sourceFile, ' does not exist.')
 return
 if not os.path.isdir(targetFolder):
 os.mkdir(targetFolder)
 tempData = []
 number = 1000
 fileNum = 1
 linesRead = 0
 with open(sourceFile, 'r') as srcFile:
 dataLine = srcFile.readline().strip()
 while dataLine:
 for i in range(number):
 tempData.append(dataLine)
 dataLine = srcFile.readline()
 if not dataLine:
 break
 desFile = os.path.join(targetFolder, sourceFile[0:-4] + str(fileNum) + '.txt')
 with open(desFile, 'a+') as f:
 f.writelines(tempData)
 tempData = []
 fileNum = fileNum + 1
if __name__ == '__main__':
 #sourceFile = input('Input the source file to split:')
 #targetFolder = input('Input the target folder you want to place the split files:')
 sourceFile = 'test.txt'
 targetFolder = 'test'
 FileSplit(sourceFile, targetFolder)

2、Mapper代码

import os
import re
import threading
import time
def Map(sourceFile):
 if not os.path.exists(sourceFile):
 print(sourceFile, ' does not exist.')
 return
 pattern = re.compile(r'[0-9]{1,2}/[0-9]{1,2}/[0-9]{4}')
 result = {}
 with open(sourceFile, 'r') as srcFile:
 for dataLine in srcFile:
 r = pattern.findall(dataLine)
 if r:
 t = result.get(r[0], 0)
 t += 1
 result[r[0]] = t
 desFile = sourceFile[0:-4] + '_map.txt'
 with open(desFile, 'a+') as fp:
 for k, v in result.items():
 fp.write(k + ':' + str(v) + '\n')
if __name__ == '__main__':
 desFolder = 'test'
 files = os.listdir(desFolder)
 #如果不使用多线程，可以直接这样写
 '''for f in files:
 Map(desFolder + '\\' + f)'''
 #使用多线程
 def Main(i):
 Map(desFolder + '\\' + files[i])
 fileNumber = len(files)
 for i in range(fileNumber):
 t = threading.Thread(target = Main, args =(i,))
 t.start()

3.Reducer代码

import os
def Reduce(sourceFolder, targetFile):
 if not os.path.isdir(sourceFolder):
 print(sourceFolder, ' does not exist.')
 return
 result = {}
 #Deal only with the mapped files
 allFiles = [sourceFolder+'\\'+f for f in os.listdir(sourceFolder) if f.endswith('_map.txt')]
 for f in allFiles:
 with open(f, 'r') as fp:
 for line in fp:
 line = line.strip()
 if not line:
 continue
 position = line.index(':')
 key = line[0:position]
 value = int(line[position + 1:])
 result[key] = result.get(key,0) + value
 with open(targetFile, 'w') as fp:
 for k,v in result.items():
 fp.write(k + ':' + str(v) + '\n')
if __name__ == '__main__':
 Reduce('test', 'test\\result.txt')

二 运行结果

依次运行上面3个程序，得到最终结果：

07/10/2013:4634 07/16/2013:51 08/15/2013:3958 07/11/2013:1 10/09/2013:733 12/11/2013:564 02/12/2014:4102 05/14/2014:737