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

更多关于Python相关内容感兴趣的读者可查看本站专题：《Python日志操作技巧总结》、《Python函数使用技巧总结》、《Python字符串操作技巧汇总》、《Python入门与进阶经典教程》及《Python文件与目录操作技巧汇总》

希望本文所述对大家Python程序设计有所帮助。