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C#实现敏感词过滤

原作者: [db:作者] 来自: [db:来源] 收藏 邀请

  实现 该 敏感词过滤 采用的是 DFA算法,参考文章:https://blog.csdn.net/chenssy/article/details/26961957

  具体 实现 步骤 如下:

  第一步,构建 敏感词库(WordsLibrary)  类:

using System.Collections.Generic;
using System.Linq;
using System;

namespace ContentSafe.SensitiveWord
{
    /// <summary>
    /// 敏感词库
    /// </summary>
    public class WordsLibrary
    {
        /// <summary>
        /// 词库树结构类
        /// </summary>
        public class ItemTree
        {
            public char Item { get; set; }
            public bool IsEnd { get; set; }
            public List<ItemTree> Child { get; set; }
        }

        /// <summary>
        /// 词库树
        /// </summary>
        public ItemTree Library { get; private set; }

        /// <summary>
        /// 敏感词组
        /// </summary>
        public string[] Words { get; protected set; }

        /// <summary>
        /// 敏感词库
        /// </summary>
        public WordsLibrary()
        {
            LoadWords();
            Init();
        }

        /// <summary>
        /// 敏感词库
        /// </summary>
        /// <param name="words">敏感词组</param>
        public WordsLibrary(string[] words)
        {
            Words = words;
       Init(); }
/// <summary> /// 加载 敏感词组,可被重写以自定义 如何加载 敏感词组 /// </summary> public virtual void LoadWords() { } /// <summary> /// 词库初始化 /// </summary> private void Init() { if (Words == null) Words = new[] { "" }; Library = new ItemTree() { Item = 'R', IsEnd = false, Child = CreateTree(Words) }; } /// <summary> /// 创建词库树 /// </summary> /// <param name="words">敏感词组</param> /// <returns></returns> private List<ItemTree> CreateTree(string[] words) { List<ItemTree> tree = null; if (words != null && words.Length > 0) { tree = new List<ItemTree>(); foreach (var item in words) if (!string.IsNullOrEmpty(item)) { char cha = item[0]; ItemTree node = tree.Find(e => e.Item == cha); if (node != null) AddChildTree(node, item); else tree.Add(CreateSingleTree(item)); } } return tree; } /// <summary> /// 创建单个完整树 /// </summary> /// <param name="word">单个敏感词</param> /// <returns></returns> private ItemTree CreateSingleTree(string word) { //根节点,此节点 值为空 ItemTree root = new ItemTree(); //移动 游标 ItemTree p = root; for (int i = 0; i < word.Length; i++) { ItemTree child = new ItemTree() { Item = word[i], IsEnd = false, Child = null }; p.Child = new List<ItemTree>() { child }; p = child; } p.IsEnd = true; return root.Child.First(); } /// <summary> /// 附加分支子树 /// </summary> /// <param name="childTree">子树</param> /// <param name="word">单个敏感词</param> private void AddChildTree(ItemTree childTree, string word) { //移动 游标 ItemTree p = childTree; for (int i = 1; i < word.Length; i++) { char cha = word[i]; List<ItemTree> child = p.Child; if (child == null) { ItemTree node = new ItemTree() { Item = cha, IsEnd = false, Child = null }; p.Child = new List<ItemTree>() { node }; p = node; } else { ItemTree node = child.Find(e => e.Item == cha); if (node == null) { node = new ItemTree() { Item = cha, IsEnd = false, Child = null }; child.Add(node); p = node; } else p = node; } } p.IsEnd = true; } } }

  第二步,构建 敏感词检测(ContentCheck) 类:

using System.Collections.Generic;
using System.Linq;
using System;

namespace ContentSafe.SensitiveWord
{
    /// <summary>
    /// 敏感词检测
    /// </summary>
    public class ContentCheck
    {
        /// <summary>
        /// 检测文本
        /// </summary>
        public string Text { private get; set; }

        /// <summary>
        /// 敏感词库 词树
        /// </summary>
        public WordsLibrary.ItemTree Library { private get; set; }

        /// <summary>
        /// 敏感词检测
        /// </summary>
        public ContentCheck() { }

        /// <summary>
        /// 敏感词检测
        /// </summary>
        /// <param name="library">敏感词库</param>
        public ContentCheck(WordsLibrary library)
        {
            if (library.Library == null)
                throw new Exception("敏感词库未初始化");

            Library = library.Library;
        }

        /// <summary>
        /// 敏感词检测
        /// </summary>
        /// <param name="library">敏感词库</param>
        /// <param name="text">检测文本</param>
        public ContentCheck(WordsLibrary library, string text) : this(library)
        {
            if (text == null)
                throw new Exception("检测文本不能为null");

            Text = text;
        }

        /// <summary>
        /// 检测敏感词
        /// </summary>
        /// <param name="text">检测文本</param>
        /// <returns></returns>
        private Dictionary<int, char> WordsCheck(string text)
        {
            if (Library == null)
                throw new Exception("未设置敏感词库 词树");

            Dictionary<int, char> dic = new Dictionary<int, char>();
            WordsLibrary.ItemTree p = Library;
            List<int> indexs = new List<int>();

            for (int i = 0, j = 0; j < text.Length; j++)
            {
                char cha = text[j];
                var child = p.Child;

                var node = child.Find(e => e.Item == cha);
                if (node != null)
                {
                    indexs.Add(j);
                    if (node.IsEnd || node.Child == null)
                    {
                        if (node.Child != null)
                        {
                            int k = j + 1;
                            if (k < text.Length && node.Child.Exists(e => e.Item == text[k]))
                            {
                                p = node;
                                continue;
                            }
                        }

                        foreach (var item in indexs)
                            dic.Add(item, text[item]);

                        indexs.Clear();
                        p = Library;
                        i = j;
                        ++i;
                    }
                    else
                        p = node;
                }
                else
                {
                    indexs.Clear();
                    if (p.GetHashCode() != Library.GetHashCode())
                    {
j = i;
++i; p = Library; } else i = j; } } return dic; } /// <summary> /// 替换敏感词 /// </summary> /// <param name="library">敏感词库</param> /// <param name="text">检测文本</param> /// <param name="newChar">替换字符</param> /// <returns></returns> public static string SensitiveWordsReplace(WordsLibrary library, string text, char newChar = '*') { Dictionary<int, char> dic = new ContentCheck(library).WordsCheck(text); if (dic != null && dic.Keys.Count > 0) { char[] chars = text.ToCharArray(); foreach (var item in dic) chars[item.Key] = newChar; text = new string(chars); } return text; } /// <summary> /// 替换敏感词 /// </summary> /// <param name="text">检测文本</param> /// <param name="newChar">替换字符</param> /// <returns></returns> public string SensitiveWordsReplace(string text, char newChar = '*') { Dictionary<int, char> dic = WordsCheck(text); if (dic != null && dic.Keys.Count > 0) { char[] chars = text.ToCharArray(); foreach (var item in dic) chars[item.Key] = newChar; text = new string(chars); } return text; } /// <summary> /// 替换敏感词 /// </summary> /// <param name="newChar">替换字符</param> /// <returns></returns> public string SensitiveWordsReplace(char newChar = '*') { if (Text == null) throw new Exception("未设置检测文本"); return SensitiveWordsReplace(Text, newChar); } /// <summary> /// 查找敏感词 /// </summary> /// <param name="library">敏感词库</param> /// <param name="text">检测文本</param> /// <returns></returns> public static List<string> FindSensitiveWords(WordsLibrary library, string text) { ContentCheck check = new ContentCheck(library, text); return check.FindSensitiveWords(); } /// <summary> /// 查找敏感词 /// </summary> /// <param name="text">检测文本</param> /// <returns></returns> public List<string> FindSensitiveWords(string text) { Dictionary<int, char> dic = WordsCheck(text); if (dic != null && dic.Keys.Count > 0) { int i = -1; string str = ""; List<string> list = new List<string>(); foreach(var item in dic) { if (i == -1 || i + 1 == item.Key) str += item.Value; else { list.Add(str); str = "" + item.Value; } i = item.Key; } list.Add(str); return list.Distinct().ToList(); } else return null; } /// <summary> /// 查找敏感词 /// </summary> /// <returns></returns> public List<string> FindSensitiveWords() { if (Text == null) throw new Exception("未设置检测文本"); return FindSensitiveWords(Text); } } }

  第三步,测试与使用方法:

string[] words = new[] { "敏感词1", "敏感词2", "含有", "垃圾" }; //敏感词组 可自行在网上 搜索下载

//敏感词库 类可被继承,如果想实现自定义 敏感词导入方法 可以 对 LoadWords 方法进行 重写
var library = new WordsLibrary(words); //实例化 敏感词库

string text = "在任意一个文本中都可能包含敏感词1、2、3等等,只要含有敏感词都会被找出来,比如:垃圾";
ContentCheck check = new ContentCheck(library, text);  //实例化 内容检测类
var list = check.FindSensitiveWords();    //调用 查找敏感词方法 返回敏感词列表
var str = check.SensitiveWordsReplace();  //调用 敏感词替换方法 返回处理过的字符串

  该 实现方案 不止 这个 使用方法,更多使用方法 可自行 研究


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