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在实际应用中,几乎所有的数据分析工作都是从数据读取开始的,如果数据量太大导致数据文件读取失败了,这样后续的工作就没有办法进行了,在机器自身硬件内存限制的情况下,当文件量过大的时候直接使用read等函数来进行操作的时候就会报错,这里就需要采取一定的策略来尽可能地避免这样的问题产生,今天的工作中就遇上了这样的问题,需要处理的数据文件一共是6.86GB,电脑内存是8GB的,读取的时候就报错了,用read或者readlines函数都是需要将整个文件都读进内存中去的,这样就不行了,查了一些资料,也简单总结了一下,把处理方法在这里介绍一下,具体如下:
- #!usr/bin/env python
- #encoding:utf-8
-
-
- '''
- __Author__:沂水寒城
- 功能: 使用python来读取超大型文件
- 在机器自身硬件内存限制的情况下,当文件量过大的时候直接使用read等函数来进行操作的
- 时候就会报错,这里就需要采取一定的策略来避免这样的问题产生
- '''
-
- import linecache
-
-
-
- def readFunc1(data='test.txt'):
- '''
- 通过指定单次读取的数据大小长度
- '''
- myfile=open(data)
- while True:
- block=myfile.read(1024)
- if not block:
- break
- else:
- print block
- myfile.close()
-
-
-
- def readFunc2(data='test.txt'):
- '''
- 设定每次只读取一行
- '''
- myfile=open(data)
- while True:
- line=myfile.readline()
- if not line:
- break
- else:
- print line
- myfile.close()
-
-
- def readFunc3(data='test.txt'):
- '''
- 利用可迭代对象file,这样会自动的使用buffered IO以及内存管理
- '''
- with open(data,'r') as myflie:
- for line in myflie:
- if not line:
- break
- else:
- print line
-
-
- def readFunc4(data='test.txt'):
- '''
- 借助于第三方模块 linecache
- '''
- #读取全部数据
- all_text=linecache.getlines(data)
- #读取第二行数据,要注意linecache的读取索引是从1开始的,而不是从0开始的
- text=linecache.getline(data, 2)
- print 'line 2: ',text
-
-
- if __name__=='__main__':
- readFunc1(data='test.txt')
- readFunc2(data='test.txt')
- readFunc3(data='test.txt')
- readFunc4(data='test.txt')
结果如下:
- {
- "11-06": {
- "temperate": {
- "day": {
- "today_temperate": "10\u2103",
- "now_temperate": "\u6c14\u6e29"
- },
- "three_hour": {
- "11-06-23:00": "17.4\u2103",
- "11-06-20:00": "18\u2103",
- "11-06-17:00": "18.4\u2103",
- "11-06-02:00": "20.4\u2103",
- "11-06-14:00": "18.7\u2103",
- "11-06-05:00": "17.9\u2103",
- "11-06-11:00": "19.8\u2103",
- "11-06-08:00": "17.5\u2103"
- }
- },
- "wind_speed": {
- "day": {
- "today_winds": "\u5fae\u98ce",
- "now_winds": "\u98ce\u5411\u98ce\u901f"
- },
- "three_hour": {
- "11-06-23:00": "0.9\u7c73/\u79d2",
- "11-06-20:00": "1.1\u7c73/\u79d2",
- "11-06-17:00": "2.3\u7c73/\u79d2",
- "11-06-02:00": "1.8\u7c73/\u79d2",
- "11-06-14:00": "2\u7c73/\u79d2",
- "11-06-05:00": "2.3\u7c73/\u79d2",
- "11-06-11:00": "2.2\u7c73/\u79d2",
- "11-06-08:00": "1\u7c73/\u79d2"
- }
- },
- "wind_direction": {
- "day": {
- "now_windd": "\u98ce\u5411\u98ce\u901f",
- "today_windd": "\u4e1c\u98ce"
- },
- "three_hour": {
- "11-06-23:00": "\u531
- 7\u98ce",
- "11-06-20:00": "\u4e1c\u5317\u98ce",
- "11-06-17:00": "\u4e1c\u98ce",
- "11-06-02:00": "\u4e1c\u98ce",
- "11-06-14:00": "\u4e1c\u5357\u98ce",
- "11-06-05:00": "\u4e1c\u98ce",
- "11-06-11:00": "\u4e1c\u5357\u98ce",
- "11-06-08:00": "\u4e1c\u98ce"
- }
- },
- "humidity": {
- "day": {
- "today_humidity": "null",
- "now_humidity": "\u76f8\u5bf9\u6e7f\u5ea6"
- },
- "three_hour": {
- "11-06-23:00": "93.8%",
- "11-06-20:00": "92.4%",
- "11-06-17:00": "92.8%",
- "11-06-02:00": "91.9%",
- "11-06-14:00": "93.2%",
- "11-06-05:00": "96.9%",
- "11-06-11:00": "91%",
- "11-06-08:00": "93.8%"
- }
- },
- "water": {
- "day": {
- "now_water": 0,
- "today_water": "null"
- },
- "three_hour": {
- "11-06-23:00": "0.4",
- "11-06-20:00": "0.8",
- "11-06-17:00": "1.1",
- "11-06-02:00": "0.3",
- "11-06-14:00": "2.3",
- "11-06-05:00": "0.2",
- "11-06-11:00": "0.6",
- "11-06-08:00": "0.4"
- }
- },
- "pressure": {
- "day": {
- "today_pressure": "null",
- "now_p
- ressure": "null"
- },
- "three_hour": {
- "11-06-23:00": "1009.6hPa",
- "11-06-20:00": "1009.2hPa",
- "11-06-17:00": "1008.2hPa",
- "11-06-02:00": "1009.8hPa",
- "11-06-14:00": "1008.3hPa",
- "11-06-05:00": "1009.4hPa",
- "11-06-11:00": "1010.3hPa",
- "11-06-08:00": "1010hPa"
- }
- },
- "weather": {
- "day": {
- "now_weather": "null",
- "weather_png_link": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/night/1.png",
- "today_weather": "\u591a\u4e91"
- },
- "three_hour": {
- "11-06-23:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
- "11-06-20:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
- "11-06-17:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
- "11-06-02:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
- "11-06-14:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
- "11-06-05:00": "h
- ttp://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
- "11-06-11:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
- "11-06-08:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png"
- }
- },
- "cloud": {
- "day": {
- "now_cloud": "null",
- "today_cloud": "null"
- },
- "three_hour": {
- "11-06-23:00": "94.2%",
- "11-06-20:00": "90.6%",
- "11-06-17:00": "99.9%",
- "11-06-02:00": "93.1%",
- "11-06-14:00": "97.1%",
- "11-06-05:00": "98.8%",
- "11-06-11:00": "97.7%",
- "11-06-08:00": "96.2%"
- }
- }
- },
- "11-07": {
- "temperate": {
- "day": {
- "today_temperate": "10\u2103",
- "now_temperate": "\u6c14\u6e29"
- },
- "three_hour": {
- "11-07-20:00": "16.2\u2103",
- "11-07-23:00": "18.8\u2103",
- "11-07-05:00": "17.2\u2103",
- "11-07-08:00": "19.1\u2103",
- "11-07-11:00": "19.9\u2103",
- "11-07-14:00": "20.8\u2103",
- "11-07-02:00": "17.9\u2103",
- "11-07-17:00": "18\u2103"
- }
- },
- "
- wind_speed": {
- "day": {
- "today_winds": "\u5fae\u98ce",
- "now_winds": "\u98ce\u5411\u98ce\u901f"
- },
- "three_hour": {
- "11-07-20:00": "1.7\u7c73/\u79d2",
- "11-07-23:00": "0.9\u7c73/\u79d2",
- "11-07-05:00": "2\u7c73/\u79d2",
- "11-07-08:00": "1.7\u7c73/\u79d2",
- "11-07-11:00": "2.2\u7c73/\u79d2",
- "11-07-14:00": "2.2\u7c73/\u79d2",
- "11-07-02:00": "1.2\u7c73/\u79d2",
- "11-07-17:00": "2.2\u7c73/\u79d2"
- }
- },
- "wind_direction": {
- "day": {
- "now_windd": "\u98ce\u5411\u98ce\u901f",
- "today_windd": "\u4e1c\u98ce"
- },
- "three_hour": {
- "11-07-20:00": "\u897f\u5317\u98ce",
- "11-07-23:00": "\u897f\u5317\u98ce",
- "11-07-05:00": "\u897f\u98ce",
- "11-07-08:00": "\u897f\u5317\u98ce",
- "11-07-11:00": "\u897f\u5317\u98ce",
- "11-07-14:00": "\u897f\u5317\u98ce",
- "11-07-02:00": "\u897f\u5317\u98ce",
- "11-07-17:00": "\u897f\u5317\u98ce"
- }
- },
- "humidity": {
- "day": {
- "today_humidity": "null",
- "now_humidity": "\u76f8\u5bf9\u6e7f\u5ea6"
-
- },
- "three_hour": {
- "11-07-20:00": "82%",
- "11-07-23:00": "94.2%",
- "11-07-05:00": "98.8%",
- "11-07-08:00": "97.6%",
- "11-07-11:00": "94.4%",
- "11-07-14:00": "88%",
- "11-07-02:00": "96.5%",
- "11-07-17:00": "89.6%"
- }
- },
- "water": {
- "day": {
- "now_water": 0,
- "today_water": "null"
- },
- "three_hour": {
- "11-07-20:00": 0,
- "11-07-23:00": "0.1",
- "11-07-05:00": "0.2",
- "11-07-08:00": "0.4",
- "11-07-11:00": "0.3",
- "11-07-14:00": "0.2",
- "11-07-02:00": "0.3",
- "11-07-17:00": 0
- }
- },
- "pressure": {
- "day": {
- "today_pressure": "null",
- "now_pressure": "null"
- },
- "three_hour": {
- "11-07-20:00": "1010.6hPa",
- "11-07-23:00": "1010.4hPa",
- "11-07-05:00": "1009.3hPa",
- "11-07-08:00": "1010.3hPa",
- "11-07-11:00": "1011.5hPa",
- "11-07-14:00": "1009.6hPa",
- "11-07-02:00": "1009.5hPa",
- "11-07-17:00": "1009.8hPa"
- }
- },
- "weather": {
- "day": {
- "now_weather": "null",
- "weather_png_link": "http://imag
- e.nmc.cn/static2/site/nmc/themes/basic/weather/white/night/1.png",
- "today_weather": "\u591a\u4e91"
- },
- "three_hour": {
- "11-07-20:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/2.png",
- "11-07-23:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
- "11-07-05:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
- "11-07-08:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
- "11-07-11:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
- "11-07-14:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
- "11-07-02:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
- "11-07-17:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/2.png"
- }
- },
- "cloud": {
- "day": {
- "now_cloud": "null",
- "today_cloud": "null"
- },
- "three_hour": {
- "11-07-20:00":
- "95.9%",
- "11-07-23:00": "100%",
- "11-07-05:00": "62.1%",
- "11-07-08:00": "94.2%",
- "11-07-11:00": "98%",
- "11-07-14:00": "99.2%",
- "11-07-02:00": "98.6%",
- "11-07-17:00": "98.4%"
- }
- }
- },
- "11-04": {
- "temperate": {
- "day": {
- "today_temperate": "10\u2103",
- "now_temperate": "\u6c14\u6e29"
- },
- "three_hour": {
- "11-04-23:00": "16.3\u2103",
- "11-04-20:00": "15.8\u2103",
- "11-04-08:00": "14.7\u2103",
- "11-04-14:00": "17.8\u2103",
- "11-04-17:00": "17.1\u2103",
- "11-04-02:00": "14.2\u2103",
- "11-04-05:00": "14.3\u2103",
- "11-04-11:00": "16.5\u2103"
- }
- },
- "wind_speed": {
- "day": {
- "today_winds": "\u5fae\u98ce",
- "now_winds": "\u98ce\u5411\u98ce\u901f"
- },
- "three_hour": {
- "11-04-23:00": "1\u7c73/\u79d2",
- "11-04-20:00": "1.4\u7c73/\u79d2",
- "11-04-08:00": "1\u7c73/\u79d2",
- "11-04-14:00": "1.5\u7c73/\u79d2",
- "11-04-17:00": "2\u7c73/\u79d2",
- "11-04-02:00": "0.4\u7c73/\u79d2",
- "11-04-05:00": "1.1\u7c73/\u79d2"
- ,
- "11-04-11:00": "1.5\u7c73/\u79d2"
- }
- },
- "wind_direction": {
- "day": {
- "now_windd": "\u98ce\u5411\u98ce\u901f",
- "today_windd": "\u4e1c\u98ce"
- },
- "three_hour": {
- "11-04-23:00": "\u4e1c\u98ce",
- "11-04-20:00": "\u4e1c\u98ce",
- "11-04-08:00": "\u4e1c\u5317\u98ce",
- "11-04-14:00": "\u4e1c\u5317\u98ce",
- "11-04-17:00": "\u4e1c\u5317\u98ce",
- "11-04-02:00": "\u4e1c\u5317\u98ce",
- "11-04-05:00": "\u4e1c\u5317\u98ce",
- "11-04-11:00": "\u4e1c\u5317\u98ce"
- }
- },
- "humidity": {
- "day": {
- "today_humidity": "null",
- "now_humidity": "\u76f8\u5bf9\u6e7f\u5ea6"
- },
- "three_hour": {
- "11-04-23:00": "92.7%",
- "11-04-20:00": "96%",
- "11-04-08:00": "96.8%",
- "11-04-14:00": "96.4%",
- "11-04-17:00": "97%",
- "11-04-02:00": "99.1%",
- "11-04-05:00": "95.9%",
- "11-04-11:00": "95.7%"
- }
- },
- "water": {
- "day": {
- "now_water": 0,
- "today_water": "null"
- },
- "three_hour": {
- "11-04-23:00": 0,
- "11-04-20:00": "0.1",
- "11-
- 04-08:00": "2.5",
- "11-04-14:00": "2.8",
- "11-04-17:00": "0.9",
- "11-04-02:00": 0,
- "11-04-05:00": "2.8",
- "11-04-11:00": "3.3"
- }
- },
- "pressure": {
- "day": {
- "today_pressure": "null",
- "now_pressure": "null"
- },
- "three_hour": {
- "11-04-23:00": "1009.2hPa",
- "11-04-20:00": "1009.4hPa",
- "11-04-08:00": "1010.8hPa",
- "11-04-14:00": "1008.4hPa",
- "11-04-17:00": "1008.3hPa",
- "11-04-02:00": "1008.8hPa",
- "11-04-05:00": "1010.4hPa",
- "11-04-11:00": "1010.5hPa"
- }
- },
- "weather": {
- "day": {
- "now_weather": "null",
- "weather_png_link": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/night/1.png",
- "today_weather": "\u591a\u4e91"
- },
- "three_hour": {
- "11-04-23:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/1.png",
- "11-04-20:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
- "11-04-08:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/da
- y/7.png",
- "11-04-14:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
- "11-04-17:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
- "11-04-02:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/2.png",
- "11-04-05:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
- "11-04-11:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/8.png"
- }
- },
- "cloud": {
- "day": {
- "now_cloud": "null",
- "today_cloud": "null"
- },
- "three_hour": {
- "11-04-23:00": "63.1%",
- "11-04-20:00": "56.7%",
- "11-04-08:00": "97.3%",
- "11-04-14:00": "98.1%",
- "11-04-17:00": "82.2%",
- "11-04-02:00": "80%",
- "11-04-05:00": "98.7%",
- "11-04-11:00": "100%"
- }
- }
- },
- "11-05": {
- "temperate": {
- "day": {
- "today_temperate": "10\u2103",
- "now_temperate": "\u6c14\u6e29"
- },
- "three_hour": {
- "11-05-02:00": "16.9\u2103",
- "11-05-11:00": "2
- 1.8\u2103",
- "11-05-05:00": "16.2\u2103",
- "11-05-23:00": "21.7\u2103",
- "11-05-17:00": "19.9\u2103",
- "11-05-14:00": "20.9\u2103",
- "11-05-08:00": "18.1\u2103",
- "11-05-20:00": "18.9\u2103"
- }
- },
- "wind_speed": {
- "day": {
- "today_winds": "\u5fae\u98ce",
- "now_winds": "\u98ce\u5411\u98ce\u901f"
- },
- "three_hour": {
- "11-05-02:00": "1.3\u7c73/\u79d2",
- "11-05-11:00": "2\u7c73/\u79d2",
- "11-05-05:00": "1\u7c73/\u79d2",
- "11-05-23:00": "1.3\u7c73/\u79d2",
- "11-05-17:00": "2.5\u7c73/\u79d2",
- "11-05-14:00": "1.7\u7c73/\u79d2",
- "11-05-08:00": "1.1\u7c73/\u79d2",
- "11-05-20:00": "1.8\u7c73/\u79d2"
- }
- },
- "wind_direction": {
- "day": {
- "now_windd": "\u98ce\u5411\u98ce\u901f",
- "today_windd": "\u4e1c\u98ce"
- },
- "three_hour": {
- "11-05-02:00": "\u4e1c\u98ce",
- "11-05-11:00": "\u4e1c\u98ce",
- "11-05-05:00": "\u4e1c\u98ce",
- "11-05-23:00": "\u4e1c\u98ce",
- "11-05-17:00": "\u4e1c\u98ce",
- "11-05-14:00": "\u4e1c\u98ce",
- "1
- 1-05-08:00": "\u4e1c\u98ce",
- "11-05-20:00": "\u4e1c\u98ce"
- }
- },
- "humidity": {
- "day": {
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- line 2: "11-06": {
-
- [Finished in 0.4s]
四种方法相比而言,前两种方法的核心就是化大为小,即将原始的大文件数据转化为小粒度的数据来进行读取,每次只处理单次读取的数据;第三种方法采用的是文件迭代器的方式,借助于python自带的迭代机制,自动地使用了buffered IO以及内存管理方法来解决大文件数据的读取;最后一种方法是借助于第三方的模块linecache来完成读取的,这是一个自带缓存机制的数据读取模块,最常用的方法就是上面提到的两个函数了,亲测非常好用,读取5GB的文件大概在十几秒左右的吧,直接使用pip安装的话灭有成功,我是在网上找了一个安装包完成安装的,这里放一下下载链接,如果需要的话就拿去测试使用吧,个人感觉还是很不错的。
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