TRIE树在输入法分词的应用

2024-06-09 09:58
文章标签 应用 分词 输入法 trie

本文主要是介绍TRIE树在输入法分词的应用,希望对大家解决编程问题提供一定的参考价值,需要的开发者们随着小编来一起学习吧!

TRIE树,即字典树,可以用于排序、保存大量字符串,在搜索引擎和防火墙中都有着重要的作用。本文使用字典树读取汉语拼音并进行匹配,成功实现了汉语拼音的划分。

先来看看TRIE树的结构:


树从root根节点出发,每个节点都有26个子节点(对应各个字母)。不难发现所有n长度的单词组合都在高度为n的TRIE树中。我们把从root节点出发,到某叶子(或节点)的字母组合称为一个单词。

1.定义以下结构体构造TRIE树:

typedef struct TRIE_NODE_ {struct TRIE_NODE_ *children[26];bool is_word;
} TRIE_NODE;

和我们料想的一样,每个节点都有26个子节点,还有一个标记用于表示root节点到该处是不是一个单词。

2.初始化TRIE树:

static TRIE_NODE* TrieAllocateNode() {TRIE_NODE *ret = (TRIE_NODE*) malloc(sizeof(TRIE_NODE));if (!ret) exit(1);ret->is_word = false;memset(ret->children, 0, 26 * sizeof(TRIE_NODE*));return ret;
}
通用的树的新节点的建立方法,注意将节点属性初始化为false,并把子节点清空。

3.添加新的单词到树中

void TrieAdd(TRIE_NODE *root, char *text) {for (; *text != '\0'; ++text) {                                                   //C中遍历字符串的通用做法if (root->children[(*text) - 'a'] == NULL) {root->children[(*text) - 'a'] = TrieAllocateNode();                     //把字母直接减去A的ASCLL码值,可以将字母与26个子节点一一对应。}root = root->children[(*text) - 'a'];                                       //转向下一层树}root->is_word = true;                                                            //将该单词标为true
}

4.利用深度优先搜索(dfs)分词

void PinyinSolve(TRIE_NODE *root, char *pinyin, char *sp[], int len) {           //字典树root,待处理字符串pinyin,分割点标记数组sp,分割点位置lenchar *p = pinyin;                                                            TRIE_NODE *proc = root;                                                      //获取分割指针p和字典中指针procwhile(true) {if (*p == '\0') break;                                                    //字符串处理结束后返回if (proc->is_word) {                                                      //是单词时继续递归找出合法子结构sp[len] = p;                                                          //每次分割成功都要标记PinyinSolve(root, p, sp, len + 1);                                    //递归,检查每种分割}if (proc->children[(*p) - 'a'] != NULL) {                                 //没到树底就推进指针proc = proc->children[(*p) - 'a'];p++;} else {break;}}if (*p == '\0' && proc->is_word == true) {                                     //到结尾且分割方案可行就打印sp[len] = p;int i;for (i = 0; i <= len; ++i) {char *mb;for (mb = sp[i - 1]; mb < sp[i]; ++mb) {                               //打出分割点间的字符串printf("%c", *mb);}printf("\n");}printf("----\n");                                                           //给下种分割方案留空}
}
典型的DFS的思想,或者DP的思想,递归部分理解有些困难,要注意p的位置和值有效范围,显然展开和回溯过程中p的位置是一样的。

完整代码如下:


//  gcc 下编译通过
//  Copyright (c) 2015年 XiaoJSoft. All rights reserved.
//  字典树词库来自网络
//  In ChestnutHeng's Blog ,If you have any questions ,please contact with <u></u>ChestnutHeng@Gmail.com
#include <stdio.h>
#include <stdbool.h>
#include <stdlib.h>
#include <string.h>char *pinyin[] = {"ai","an","ang","ei","ou","ao","ba","bo","bai","bei","bao","ban","ben","bang","beng","bi","bie","biao","bian","bin","bing","pa","po","pai","pao","pou","pan","pen","pang","peng","pi","pie","piao","pian","pin","ping","ma","mo","me","mai","mao","mou","man","men","mang","meng","mi","mie","miao","miu","mian","min","ming","fa","fo","fei","fou","fan","fen","fang","feng","da","tu","de","dai","dei","dao","dou","dan","dang","deng","di","die","diao","diu","dian","ding","ta","te","tai","tao","tou","tan","tang","teng","ti","tie","tiao","tian","ting","na","nai","nei","nao","no","nen","nan","nang","neng","ni","nie","niao","niu","nian","nin","niang","ning","la","le","lai","lei","lao","lou","lan","lang","leng","li","lia","lie","liao","liu","lian","lin","liang","ling","ga","ge","gai","gei","gao","gou","gan","gen","gang","geng","ka","ke","kai","kou","kan","ken","kang","keng","ha","he","hai","hei","hao","hou","hen","hang","heng","ji","jia","jie","jiao","jiu","jian","jin","jiang","jing","qi","qia","qie","qiao","qiu","qian","qin","qiang","qing","xi","xia","xie","xiao","xiu","xian","xin","xiang","xing","zha","zhe","zhi","zhai","zhao","zhou","zhan","zhen","zhang","zheng","cha","che","chi","chai","chou","chan","chen","chang","duo","cheng","sha","she","shi","shai","shao","shou","shan","shen","shang","sheng","re","ri","rao","rou","ran","ren","rang","reng","za","ze","zi","zai","zao","zou","zang","zeng","ca","ce","ci","cai","cao","cou","can","cen","cang","ceng","sa","se","si","sai","sao","sou","san","sen","sang","seng","ya","yao","you","yan","yang","yu","ye","yue","yuan","yi","yin","yun","ying","wa","wo","wai","wei","wan","wen","wang","weng","wu",NULL
};                  //这个字典不全, = =坑爹的,不是我写的啊。typedef struct TRIE_NODE_ {struct TRIE_NODE_ *children[26];bool is_word;
} TRIE_NODE;#define MAX_LEN 128char g_Input[MAX_LEN + 1];static TRIE_NODE* TrieAllocateNode() {TRIE_NODE *ret = (TRIE_NODE*) malloc(sizeof(TRIE_NODE));if (!ret) exit(1);ret->is_word = false;memset(ret->children, 0, 26 * sizeof(TRIE_NODE*));return ret;
}void TrieAdd(TRIE_NODE *root, char *text) {for (; *text != '\0'; ++text) {if (root->children[(*text) - 'a'] == NULL) {root->children[(*text) - 'a'] = TrieAllocateNode();}root = root->children[(*text) - 'a'];}root->is_word = true;
}void PinyinSolve(TRIE_NODE *root, char *pinyin, char *sp[], int len) {char *p = pinyin;TRIE_NODE *proc = root;while(true) {if (*p == '\0') break;if (proc->is_word) {sp[len] = p;PinyinSolve(root, p, sp, len + 1);}if (proc->children[(*p) - 'a'] != NULL) {proc = proc->children[(*p) - 'a'];p++;} else {break;}}if (*p == '\0' && proc->is_word == true) {sp[len] = p;int i;for (i = 0; i <= len; ++i) {char *mb;for (mb = sp[i - 1]; mb < sp[i]; ++mb) {printf("%c", *mb);}printf("\n");}printf("----\n");}
}int main(int argc, const char * argv[]) {TRIE_NODE *root = TrieAllocateNode();char **ptr;for (ptr = pinyin; *ptr != NULL; ++ptr) {TrieAdd(root, *ptr);}scanf("%s", g_Input);char *buffer[999];buffer[0] = g_Input;PinyinSolve(root, g_Input, buffer + 1, 0);printf("OK\n");return 0;
}



这篇关于TRIE树在输入法分词的应用的文章就介绍到这儿,希望我们推荐的文章对编程师们有所帮助!



http://www.chinasem.cn/article/1044858

相关文章

PostgreSQL的扩展dict_int应用案例解析

《PostgreSQL的扩展dict_int应用案例解析》dict_int扩展为PostgreSQL提供了专业的整数文本处理能力,特别适合需要精确处理数字内容的搜索场景,本文给大家介绍PostgreS... 目录PostgreSQL的扩展dict_int一、扩展概述二、核心功能三、安装与启用四、字典配置方法

Python中re模块结合正则表达式的实际应用案例

《Python中re模块结合正则表达式的实际应用案例》Python中的re模块是用于处理正则表达式的强大工具,正则表达式是一种用来匹配字符串的模式,它可以在文本中搜索和匹配特定的字符串模式,这篇文章主... 目录前言re模块常用函数一、查看文本中是否包含 A 或 B 字符串二、替换多个关键词为统一格式三、提

Java MQTT实战应用

《JavaMQTT实战应用》本文详解MQTT协议,涵盖其发布/订阅机制、低功耗高效特性、三种服务质量等级(QoS0/1/2),以及客户端、代理、主题的核心概念,最后提供Linux部署教程、Sprin... 目录一、MQTT协议二、MQTT优点三、三种服务质量等级四、客户端、代理、主题1. 客户端(Clien

CSS中的Static、Relative、Absolute、Fixed、Sticky的应用与详细对比

《CSS中的Static、Relative、Absolute、Fixed、Sticky的应用与详细对比》CSS中的position属性用于控制元素的定位方式,不同的定位方式会影响元素在页面中的布... css 中的 position 属性用于控制元素的定位方式,不同的定位方式会影响元素在页面中的布局和层叠关

SpringBoot3应用中集成和使用Spring Retry的实践记录

《SpringBoot3应用中集成和使用SpringRetry的实践记录》SpringRetry为SpringBoot3提供重试机制,支持注解和编程式两种方式,可配置重试策略与监听器,适用于临时性故... 目录1. 简介2. 环境准备3. 使用方式3.1 注解方式 基础使用自定义重试策略失败恢复机制注意事项

Python使用Tkinter打造一个完整的桌面应用

《Python使用Tkinter打造一个完整的桌面应用》在Python生态中,Tkinter就像一把瑞士军刀,它没有花哨的特效,却能快速搭建出实用的图形界面,作为Python自带的标准库,无需安装即可... 目录一、界面搭建:像搭积木一样组合控件二、菜单系统:给应用装上“控制中枢”三、事件驱动:让界面“活”

如何确定哪些软件是Mac系统自带的? Mac系统内置应用查看技巧

《如何确定哪些软件是Mac系统自带的?Mac系统内置应用查看技巧》如何确定哪些软件是Mac系统自带的?mac系统中有很多自带的应用,想要看看哪些是系统自带,该怎么查看呢?下面我们就来看看Mac系统内... 在MAC电脑上,可以使用以下方法来确定哪些软件是系统自带的:1.应用程序文件夹打开应用程序文件夹

Python Flask 库及应用场景

《PythonFlask库及应用场景》Flask是Python生态中​轻量级且高度灵活的Web开发框架,基于WerkzeugWSGI工具库和Jinja2模板引擎构建,下面给大家介绍PythonFl... 目录一、Flask 库简介二、核心组件与架构三、常用函数与核心操作 ​1. 基础应用搭建​2. 路由与参

Spring Boot中的YML配置列表及应用小结

《SpringBoot中的YML配置列表及应用小结》在SpringBoot中使用YAML进行列表的配置不仅简洁明了,还能提高代码的可读性和可维护性,:本文主要介绍SpringBoot中的YML配... 目录YAML列表的基础语法在Spring Boot中的应用从YAML读取列表列表中的复杂对象其他注意事项总

电脑系统Hosts文件原理和应用分享

《电脑系统Hosts文件原理和应用分享》Hosts是一个没有扩展名的系统文件,当用户在浏览器中输入一个需要登录的网址时,系统会首先自动从Hosts文件中寻找对应的IP地址,一旦找到,系统会立即打开对应... Hosts是一个没有扩展名的系统文件,可以用记事本等工具打开,其作用就是将一些常用的网址域名与其对应