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

Java中的Lambda表达式及其应用小结

《Java中的Lambda表达式及其应用小结》Java中的Lambda表达式是一项极具创新性的特性,它使得Java代码更加简洁和高效,尤其是在集合操作和并行处理方面,:本文主要介绍Java中的La... 目录前言1. 什么是Lambda表达式?2. Lambda表达式的基本语法例子1:最简单的Lambda表

Python结合PyWebView库打造跨平台桌面应用

《Python结合PyWebView库打造跨平台桌面应用》随着Web技术的发展,将HTML/CSS/JavaScript与Python结合构建桌面应用成为可能,本文将系统讲解如何使用PyWebView... 目录一、技术原理与优势分析1.1 架构原理1.2 核心优势二、开发环境搭建2.1 安装依赖2.2 验

Java字符串操作技巧之语法、示例与应用场景分析

《Java字符串操作技巧之语法、示例与应用场景分析》在Java算法题和日常开发中,字符串处理是必备的核心技能,本文全面梳理Java中字符串的常用操作语法,结合代码示例、应用场景和避坑指南,可快速掌握字... 目录引言1. 基础操作1.1 创建字符串1.2 获取长度1.3 访问字符2. 字符串处理2.1 子字

SpringShell命令行之交互式Shell应用开发方式

《SpringShell命令行之交互式Shell应用开发方式》本文将深入探讨SpringShell的核心特性、实现方式及应用场景,帮助开发者掌握这一强大工具,具有很好的参考价值,希望对大家有所帮助,如... 目录引言一、Spring Shell概述二、创建命令类三、命令参数处理四、命令分组与帮助系统五、自定

SpringBoot应用中出现的Full GC问题的场景与解决

《SpringBoot应用中出现的FullGC问题的场景与解决》这篇文章主要为大家详细介绍了SpringBoot应用中出现的FullGC问题的场景与解决方法,文中的示例代码讲解详细,感兴趣的小伙伴可... 目录Full GC的原理与触发条件原理触发条件对Spring Boot应用的影响示例代码优化建议结论F

MySQL 分区与分库分表策略应用小结

《MySQL分区与分库分表策略应用小结》在大数据量、复杂查询和高并发的应用场景下,单一数据库往往难以满足性能和扩展性的要求,本文将详细介绍这两种策略的基本概念、实现方法及优缺点,并通过实际案例展示如... 目录mysql 分区与分库分表策略1. 数据库水平拆分的背景2. MySQL 分区策略2.1 分区概念

Spring Shell 命令行实现交互式Shell应用开发

《SpringShell命令行实现交互式Shell应用开发》本文主要介绍了SpringShell命令行实现交互式Shell应用开发,能够帮助开发者快速构建功能丰富的命令行应用程序,具有一定的参考价... 目录引言一、Spring Shell概述二、创建命令类三、命令参数处理四、命令分组与帮助系统五、自定义S

C语言函数递归实际应用举例详解

《C语言函数递归实际应用举例详解》程序调用自身的编程技巧称为递归,递归做为一种算法在程序设计语言中广泛应用,:本文主要介绍C语言函数递归实际应用举例的相关资料,文中通过代码介绍的非常详细,需要的朋... 目录前言一、递归的概念与思想二、递归的限制条件 三、递归的实际应用举例(一)求 n 的阶乘(二)顺序打印

Python中随机休眠技术原理与应用详解

《Python中随机休眠技术原理与应用详解》在编程中,让程序暂停执行特定时间是常见需求,当需要引入不确定性时,随机休眠就成为关键技巧,下面我们就来看看Python中随机休眠技术的具体实现与应用吧... 目录引言一、实现原理与基础方法1.1 核心函数解析1.2 基础实现模板1.3 整数版实现二、典型应用场景2

Python Dash框架在数据可视化仪表板中的应用与实践记录

《PythonDash框架在数据可视化仪表板中的应用与实践记录》Python的PlotlyDash库提供了一种简便且强大的方式来构建和展示互动式数据仪表板,本篇文章将深入探讨如何使用Dash设计一... 目录python Dash框架在数据可视化仪表板中的应用与实践1. 什么是Plotly Dash?1.1