问题:希望在迭代或是其他形式的处理过程中对最后几项记录做一个有限的历史记录统计

解决方案:选择collections.deque。

如下的代码对一系列文本行做简单的文本匹配操作,当发现有匹配时就输出当前的匹配行以及最后检查过的N行文本:

from collections import deque

def search(lines, pattern, history=5):
previous_lines = deque(maxlen=history)
for line in lines:
if pattern in line:
yield line, previous_lines
previous_lines.append(line) # Example use on a file
if __name__ == '__main__':
with open('somefile.txt') as f:
for line, prevlines in search(f, 'python', 5):
for pline in prevlines:
print(pline, end='')
print(line, end='')
print('-'*20)

aaarticlea/png;base64,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" alt="" />

aaarticlea/png;base64,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" alt="" />

正如上面的代码一样,当编写搜索某项记录的代码时,通常会用到含有yield关键字的生成器函数,将处理搜索过程的代码与使用搜索结果的代码解耦开来。具体生成器详见【迭代器和生成器】3节。

deque(maxlen=N)创建一个固定长度的队列,当加入新元素而队列已满时会自动移除最老的那条记录:

>>> from collections import deque
>>> q=deque(maxlen=3)
>>> q.append(1)
>>> q.append(2)
>>> q.append(3)
>>> q
deque([1, 2, 3], maxlen=3)
>>> q.append(4)
>>> q
deque([2, 3, 4], maxlen=3)
>>> q.append(5)
>>> q
deque([3, 4, 5], maxlen=3)
>>>

尽管可以在列表上手动完成这样的操作(append、del),但队列的这种解决方案要优雅得多,运行速度也快得多。

如果不指定队列长度,则得到一个无界限的队列,可在两端执行添加和弹出操作:

>>> q=deque()
>>> q
deque([])
>>> q.append(1)
>>> q.append(2)
>>> q.append(3)
>>> q
deque([1, 2, 3])
>>> q.appendleft(4)
>>> q
deque([4, 1, 2, 3])
>>> q.pop()
3
>>> q
deque([4, 1, 2])
>>> q.popleft()
4
>>> q
deque([1, 2])
>>>

【python cookbook】【数据结构与算法】3.保存最后N个元素的更多相关文章

  1. Python Cookbook 数据结构和算法

    1.查找最大或最小的N个元素 import heapq nums = [1, 8, 2, 23, 7, -4, 18, 23, 42, 37, 2] print(heapq.nlargest(3, n ...

  2. [0x00 用Python讲解数据结构与算法] 概览

    自从工作后就没什么时间更新博客了,最近抽空学了点Python,觉得Python真的是很强大呀.想来在大学中没有学好数据结构和算法,自己的意志力一直不够坚定,这次想好好看一本书,认真把基本的数据结构和算 ...

  3. 《用Python解决数据结构与算法问题》在线阅读

    源于经典 数据结构作为计算机从业人员的必备基础,Java, c 之类的语言有很多这方面的书籍,Python 相对较少, 其中比较著名的一本 problem-solving-with-algorithm ...

  4. Python(一)数据结构和算法的20个练习题问答

    数据结构和算法 Python 提供了大量的内置数据结构,包括列表,集合以及字典.大多数情况下使用这些数据结构是很简单的. 但是,我们也会经常碰到到诸如查询,排序和过滤等等这些普遍存在的问题. 因此,这 ...

  5. [0x01 用Python讲解数据结构与算法] 关于数据结构和算法还有编程

    忍耐和坚持虽是痛苦的事情,但却能渐渐地为你带来好处. ——奥维德 一.学习目标 · 回顾在计算机科学.编程和问题解决过程中的基本知识: · 理解“抽象”在问题解决过程中的重要作用: · 理解并实现抽象 ...

  6. python cookbook 数据结构

    保留最后n个元素: from collections import deque def search (lines, pattern, history=): previous_lines = dequ ...

  7. 用python语言讲解数据结构与算法

    写在前面的话:关于数据结构与算法讲解的书籍很多,但是用python语言去实现的不是很多,最近有幸看到一本这样的书籍,由Brad Miller and David Ranum编写的<Problem ...

  8. Python数据结构与算法--算法分析

    在计算机科学中,算法分析(Analysis of algorithm)是分析执行一个给定算法需要消耗的计算资源数量(例如计算时间,存储器使用等)的过程.算法的效率或复杂度在理论上表示为一个函数.其定义 ...

  9. python数据结构与算法之问题求解实例

    关于问题求解,书中有一个实际的案例. 上图是一个交叉路口的模型,现在问题是,怎么安排红绿灯才可以保证相应的行驶路线互不交错. 第一步,就是把问题弄清楚. 怎么能让每一条行驶路线不冲突呢? 其实,就是给 ...

  10. Python 数据结构和算法

    阅读目录 什么是算法 算法效率衡量 算法分析 常见时间复杂度 Python内置类型性能分析 数据结构 顺序表 链表 栈 队列 双端队列 排序与搜索 冒泡排序 选择排序 插入排序 希尔排序 快速排序 归 ...

随机推荐

  1. JavaScript:实现瀑布流

    一.前言: 瀑布流现在是一个非常常用的布局方式了,尤其在购物平台上,例如蘑菇街,淘宝等等. 二.流程: 1.在html文件中写出布局的元素内容: 2.在css文件中整体对每一个必要的元素进行样式和浮动 ...

  2. IEnumerable和IQueryable的区别

    转自:http://www.cnblogs.com/fly_dragon/archive/2011/02/21/1959933.html IEnumerable接口 公开枚举器,该枚举器支持在指定类型 ...

  3. Linux命令行–初识Linux shell

    shell及脚本简介  GNU/Linux shell 是个交互工具,它为用户提供了启动程序.管理文件系统上的文件以及管理运行在Linux系统上的进程的途径 . shell的核心是命令行提示符 它是s ...

  4. 欢迎加入iOS开发初学者交流群:180080550

    本人现自学iOS开发,希望有志同道合的兄弟姐妹能一起交流学习, 欢迎加入iOS开发初学者交流群:180080550,期待与您一起进步,一起腾飞!

  5. MongoDB时间类型

    mongdb时间类型 Date() 显示当前的时间 new Date 构建一个格林尼治时间   可以看到正好和Date()相差8小时,我们是+8时区,也就是时差相差8,所以+8小时就是系统当前时间 I ...

  6. UISlide属性

    1.    minimumValue  :当值可以改变时,滑块可以滑动到最小位置的值,默认为0.0 _slider.minimumValue = 10.0; 2.    maximumValue :当 ...

  7. jQuery框架的简单使用(H5)

    <!DOCTYPE html> <html> <head> <meta charset="UTF-8"> <title> ...

  8. 解决webApi<Message>An error has occurred.</Message>不能写多个Get方法的问题

    最近悟出来一个道理,在这儿分享给大家:学历代表你的过去,能力代表你的现在,学习代表你的将来. 十年河东十年河西,莫欺少年穷.     本人最近在研究C#webAPI相关知识,发现webAPI不能够支持 ...

  9. sqlserver中索引优化

    背景: MRO表中TimeStamp nvarchar(32),但实际上它存储的内容是日期(2015-09-09 11:20:30). 现在我要执行这样一个sql语句: Select t10.* fr ...

  10. Azure billing 分析(2)

    美国中南部的2008R2的A1的VM放了一天,CPU时间涨了13个小时,有点小贵,真的没有操作啊... 提示早上7到9点有一个小高峰. 看来平时没什么访问量时,还是改成A0能省点钱.因为第一天是用A0 ...