Trie 的原理和实现 (python 实现)

Easter79
• 阅读 682

原理:(from wiki)

In computer science, a trie, or prefix tree, is an ordered tree data structure that is used to store an associative array where the keys are usually strings.

Unlike a binary search tree, no node in the tree stores the key associated with that node; instead, its position in the tree defines the key with which it is associated.

Values are normally not associated with every node, only with leaves and some inner nodes that correspond to keys of interest. (consider a dictionary)

Looking up keys is faster. Looking up a key of length m takes worst case O(m) time. BST takes O(m log n) time.

Tries facilitate longest-prefix matching, but hashing does not, as a consequence of the above.

  1. A common application of a trie is storing a dictionary, such as one found on a mobile telephone.

  2. Tries are also well suited for implementing approximate matching algorithms.

  3. Lexicographic sorting of a set of keys can be accomplished with a simple trie-based algorithm as follows. (e.g. radix sort using trie)

  4. A trie forms the fundamental data structure of Burstsort, currently (2007) the fastest known, memory/cache-based, string sorting algorithm.[6]

实现实例:

#!/usr/bin/python                                                                                                                                                      
print '================ A Trie Demo =============='

class Node:
    def __init__(self):
        self.value = None
        self.children = {}    # children is of type {char, Node}                                                                                                       

class Trie:
    def __init__(self):
        self.root = Node()

    def insert(self, key):      # key is of type string                                                                                                                
        # key should be a low-case string, this must be checked here!                                                                                                  
        node = self.root
        for char in key:
            if char not in node.children:
                child = Node()
                node.children[char] = child
                node = child
            else:
                node = node.children[char]
        node.value = key

    def search(self, key):
        node = self.root
        for char in key:
            if char not in node.children:
                return None
            else:
                node = node.children[char]
        return node.value

    def display_node(self, node):
        if (node.value != None):
            print node.value
        for char in 'abcdefghijklmnopqrstuvwxyz':
            if char in node.children:
                self.display_node(node.children[char])
        return

    def display(self):
        self.display_node(self.root)

trie = Trie()
trie.insert('hello')
trie.insert('nice')
trie.insert('to')
trie.insert('meet')
trie.insert('you')
trie.display()
print
print trie.search('hello')
print trie.search('HELLO')
print

print '================= END ====================='

示例结果:

root@localhost :/home/James/mypro/Python# ./trie.py
================ A Trie Demo ==============
hello
meet
nice
to
you

hello
None

================= END =====================
root@localhost :/home/James/mypro/Python#

点赞
收藏
评论区
推荐文章
blmius blmius
3年前
MySQL:[Err] 1292 - Incorrect datetime value: ‘0000-00-00 00:00:00‘ for column ‘CREATE_TIME‘ at row 1
文章目录问题用navicat导入数据时,报错:原因这是因为当前的MySQL不支持datetime为0的情况。解决修改sql\mode:sql\mode:SQLMode定义了MySQL应支持的SQL语法、数据校验等,这样可以更容易地在不同的环境中使用MySQL。全局s
皕杰报表之UUID
​在我们用皕杰报表工具设计填报报表时,如何在新增行里自动增加id呢?能新增整数排序id吗?目前可以在新增行里自动增加id,但只能用uuid函数增加UUID编码,不能新增整数排序id。uuid函数说明:获取一个UUID,可以在填报表中用来创建数据ID语法:uuid()或uuid(sep)参数说明:sep布尔值,生成的uuid中是否包含分隔符'',缺省为
待兔 待兔
5个月前
手写Java HashMap源码
HashMap的使用教程HashMap的使用教程HashMap的使用教程HashMap的使用教程HashMap的使用教程22
Jacquelyn38 Jacquelyn38
3年前
2020年前端实用代码段,为你的工作保驾护航
有空的时候,自己总结了几个代码段,在开发中也经常使用,谢谢。1、使用解构获取json数据let jsonData  id: 1,status: "OK",data: 'a', 'b';let  id, status, data: number   jsonData;console.log(id, status, number )
Stella981 Stella981
3年前
Python之time模块的时间戳、时间字符串格式化与转换
Python处理时间和时间戳的内置模块就有time,和datetime两个,本文先说time模块。关于时间戳的几个概念时间戳,根据1970年1月1日00:00:00开始按秒计算的偏移量。时间元组(struct_time),包含9个元素。 time.struct_time(tm_y
Wesley13 Wesley13
3年前
mysql设置时区
mysql设置时区mysql\_query("SETtime\_zone'8:00'")ordie('时区设置失败,请联系管理员!');中国在东8区所以加8方法二:selectcount(user\_id)asdevice,CONVERT\_TZ(FROM\_UNIXTIME(reg\_time),'08:00','0
Wesley13 Wesley13
3年前
00:Java简单了解
浅谈Java之概述Java是SUN(StanfordUniversityNetwork),斯坦福大学网络公司)1995年推出的一门高级编程语言。Java是一种面向Internet的编程语言。随着Java技术在web方面的不断成熟,已经成为Web应用程序的首选开发语言。Java是简单易学,完全面向对象,安全可靠,与平台无关的编程语言。
Stella981 Stella981
3年前
Django中Admin中的一些参数配置
设置在列表中显示的字段,id为django模型默认的主键list_display('id','name','sex','profession','email','qq','phone','status','create_time')设置在列表可编辑字段list_editable
Wesley13 Wesley13
3年前
MySQL部分从库上面因为大量的临时表tmp_table造成慢查询
背景描述Time:20190124T00:08:14.70572408:00User@Host:@Id:Schema:sentrymetaLast_errno:0Killed:0Query_time:0.315758Lock_
Python进阶者 Python进阶者
11个月前
Excel中这日期老是出来00:00:00,怎么用Pandas把这个去除
大家好,我是皮皮。一、前言前几天在Python白银交流群【上海新年人】问了一个Pandas数据筛选的问题。问题如下:这日期老是出来00:00:00,怎么把这个去除。二、实现过程后来【论草莓如何成为冻干莓】给了一个思路和代码如下:pd.toexcel之前把这
Easter79
Easter79
Lv1
今生可爱与温柔,每一样都不能少。
文章
2.8k
粉丝
5
获赞
1.2k