651 lines
24 KiB
JavaScript
651 lines
24 KiB
JavaScript
// ═══════════════════════════════════════════════════════════════════════════
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// tokenizer.js - 统一分词器
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//
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// 职责：
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// 1. 管理结巴 WASM 生命周期（预加载 / 就绪检测 / 降级）
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// 2. 实体词典注入（分词前最长匹配保护）
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// 3. 亚洲文字（CJK + 假名）走结巴，拉丁文字走空格分割
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// 4. 提供 tokenize(text): string[] 统一接口
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//
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// 加载时机：
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// - 插件初始化时 storySummary.enabled && vectorConfig.enabled → preload()
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// - 向量开关从 off→on 时 → preload()
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// - CHAT_CHANGED 时 → injectEntities() + warmup 索引（不负责加载 WASM）
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//
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// 降级策略：
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// - WASM 未就绪时 → 实体保护 + 标点分割（不用 bigram）
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// ═══════════════════════════════════════════════════════════════════════════
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import { extensionFolderPath } from '../../../../core/constants.js';
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import { xbLog } from '../../../../core/debug-core.js';
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const MODULE_ID = 'tokenizer';
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// ═══════════════════════════════════════════════════════════════════════════
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// WASM 状态机
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// ═══════════════════════════════════════════════════════════════════════════
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/**
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* @enum {string}
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*/
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const WasmState = {
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IDLE: 'IDLE',
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LOADING: 'LOADING',
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READY: 'READY',
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FAILED: 'FAILED',
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};
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let wasmState = WasmState.IDLE;
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/** @type {Promise<void>|null} 当前加载 Promise（防重入） */
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let loadingPromise = null;
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/** @type {typeof import('../../../../libs/jieba-wasm/jieba_rs_wasm.js')|null} */
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let jiebaModule = null;
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/** @type {Function|null} jieba cut 函数引用 */
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let jiebaCut = null;
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/** @type {Function|null} jieba add_word 函数引用 */
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let jiebaAddWord = null;
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// ═══════════════════════════════════════════════════════════════════════════
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// 实体词典
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// ═══════════════════════════════════════════════════════════════════════════
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/** @type {string[]} 按长度降序排列的实体列表（用于最长匹配） */
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let entityList = [];
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/** @type {Set<string>} 已注入结巴的实体（避免重复 add_word） */
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let injectedEntities = new Set();
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// ═══════════════════════════════════════════════════════════════════════════
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// 停用词
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// ═══════════════════════════════════════════════════════════════════════════
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const STOP_WORDS = new Set([
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// 中文高频虚词
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'的', '了', '在', '是', '我', '有', '和', '就', '不', '人',
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'都', '一', '一个', '上', '也', '很', '到', '说', '要', '去',
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'你', '会', '着', '没有', '看', '好', '自己', '这', '他', '她',
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'它', '吗', '什么', '那', '里', '来', '吧', '呢', '啊', '哦',
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'嗯', '呀', '哈', '嘿', '喂', '哎', '唉', '哇', '呃', '嘛',
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'把', '被', '让', '给', '从', '向', '对', '跟', '比', '但',
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'而', '或', '如果', '因为', '所以', '虽然', '但是', '然后',
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'可以', '这样', '那样', '怎么', '为什么', '什么样', '哪里',
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'时候', '现在', '已经', '还是', '只是', '可能', '应该', '知道',
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'觉得', '开始', '一下', '一些', '这个', '那个', '他们', '我们',
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'你们', '自己', '起来', '出来', '进去', '回来', '过来', '下去',
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// 日语助词 + 常见虚词
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'は', 'が', 'を', 'に', 'で', 'と', 'の', 'も', 'へ', 'や',
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'か', 'な', 'よ', 'ね', 'わ', 'だ', 'です', 'ます', 'た', 'て',
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'する', 'いる', 'ある', 'なる', 'れる', 'られる', 'ない',
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'この', 'その', 'あの', 'どの', 'ここ', 'そこ', 'あそこ',
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'これ', 'それ', 'あれ', 'どれ',
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// 英文常见停用词
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'the', 'a', 'an', 'is', 'are', 'was', 'were', 'be', 'been',
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'being', 'have', 'has', 'had', 'do', 'does', 'did', 'will',
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'would', 'could', 'should', 'may', 'might', 'can', 'shall',
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'and', 'but', 'or', 'not', 'no', 'nor', 'so', 'yet',
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'in', 'on', 'at', 'to', 'for', 'of', 'with', 'by', 'from',
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'it', 'its', 'he', 'she', 'his', 'her', 'they', 'them',
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'this', 'that', 'these', 'those', 'i', 'me', 'my', 'you', 'your',
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'we', 'our', 'if', 'then', 'than', 'when', 'what', 'which',
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'who', 'how', 'where', 'there', 'here', 'all', 'each', 'every',
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'both', 'few', 'more', 'most', 'other', 'some', 'such',
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'only', 'own', 'same', 'just', 'very', 'also', 'about',
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]);
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// ═══════════════════════════════════════════════════════════════════════════
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// Unicode 分类
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// ═══════════════════════════════════════════════════════════════════════════
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/**
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* 判断字符是否为亚洲文字（CJK + 假名）
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* @param {number} code - charCode
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* @returns {boolean}
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*/
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function isAsian(code) {
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return (
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(code >= 0x4E00 && code <= 0x9FFF) || // CJK Unified Ideographs
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(code >= 0x3400 && code <= 0x4DBF) || // CJK Extension A
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(code >= 0x3040 && code <= 0x309F) || // Hiragana
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(code >= 0x30A0 && code <= 0x30FF) || // Katakana
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(code >= 0x31F0 && code <= 0x31FF) || // Katakana Phonetic Extensions
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(code >= 0xFF65 && code <= 0xFF9F) || // Halfwidth Katakana
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(code >= 0xF900 && code <= 0xFAFF) || // CJK Compatibility Ideographs
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(code >= 0x20000 && code <= 0x2A6DF) // CJK Extension B
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);
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}
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/**
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* 判断字符是否为拉丁字母或数字
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* @param {number} code - charCode
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* @returns {boolean}
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*/
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function isLatin(code) {
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return (
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(code >= 0x41 && code <= 0x5A) || // A-Z
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(code >= 0x61 && code <= 0x7A) || // a-z
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(code >= 0x30 && code <= 0x39) || // 0-9
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(code >= 0xC0 && code <= 0x024F) // Latin Extended (àáâ 等)
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);
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}
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// ═══════════════════════════════════════════════════════════════════════════
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// 文本分段（亚洲 vs 拉丁 vs 其他）
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// ═══════════════════════════════════════════════════════════════════════════
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/**
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* @typedef {'asian'|'latin'|'other'} SegmentType
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*/
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/**
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* @typedef {object} TextSegment
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* @property {SegmentType} type - 段类型
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* @property {string} text - 段文本
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*/
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/**
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* 将文本按 Unicode 脚本分段
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* 连续的同类字符归为一段
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*
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* @param {string} text
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* @returns {TextSegment[]}
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*/
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function segmentByScript(text) {
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if (!text) return [];
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const segments = [];
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let currentType = null;
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let currentStart = 0;
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for (let i = 0; i < text.length; i++) {
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const code = text.charCodeAt(i);
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let type;
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if (isAsian(code)) {
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type = 'asian';
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} else if (isLatin(code)) {
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type = 'latin';
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} else {
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type = 'other';
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}
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if (type !== currentType) {
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if (currentType !== null && currentStart < i) {
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const seg = text.slice(currentStart, i);
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if (currentType !== 'other' || seg.trim()) {
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segments.push({ type: currentType, text: seg });
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}
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}
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currentType = type;
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currentStart = i;
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}
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}
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// 最后一段
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if (currentStart < text.length) {
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const seg = text.slice(currentStart);
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if (currentType !== 'other' || seg.trim()) {
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segments.push({ type: currentType, text: seg });
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}
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}
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return segments;
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}
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// ═══════════════════════════════════════════════════════════════════════════
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// 实体保护（最长匹配占位符替换）
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// ═══════════════════════════════════════════════════════════════════════════
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// 使用 Unicode Private Use Area (PUA) 字符作为边界，避免控制字符在分词器中产生不可控行为
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const PLACEHOLDER_PREFIX = '\uE000ENT_';
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const PLACEHOLDER_SUFFIX = '\uE001';
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/**
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* 在文本中执行实体最长匹配，替换为占位符
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*
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* @param {string} text - 原始文本
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* @returns {{masked: string, entities: Map<string, string>}} masked 文本 + 占位符→原文映射
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*/
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function maskEntities(text) {
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const entities = new Map();
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if (!entityList.length || !text) {
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return { masked: text, entities };
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}
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let masked = text;
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let idx = 0;
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// entityList 已按长度降序排列，保证最长匹配优先
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for (const entity of entityList) {
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// 大小写不敏感搜索
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const lowerMasked = masked.toLowerCase();
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const lowerEntity = entity.toLowerCase();
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let searchFrom = 0;
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while (true) {
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const pos = lowerMasked.indexOf(lowerEntity, searchFrom);
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if (pos === -1) break;
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// 已被占位符覆盖则跳过（检查前后是否存在 PUA 边界字符）
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const aroundStart = Math.max(0, pos - 4);
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const aroundEnd = Math.min(masked.length, pos + entity.length + 4);
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const around = masked.slice(aroundStart, aroundEnd);
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if (around.includes('\uE000') || around.includes('\uE001')) {
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searchFrom = pos + 1;
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continue;
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}
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const placeholder = `${PLACEHOLDER_PREFIX}${idx}${PLACEHOLDER_SUFFIX}`;
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const originalText = masked.slice(pos, pos + entity.length);
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entities.set(placeholder, originalText);
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masked = masked.slice(0, pos) + placeholder + masked.slice(pos + entity.length);
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idx++;
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// 更新搜索位置（跳过占位符）
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searchFrom = pos + placeholder.length;
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}
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}
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return { masked, entities };
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}
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/**
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* 将 token 数组中的占位符还原为原始实体
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*
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* @param {string[]} tokens
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* @param {Map<string, string>} entities - 占位符→原文映射
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* @returns {string[]}
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*/
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function unmaskTokens(tokens, entities) {
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if (!entities.size) return tokens;
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return tokens.map(token => {
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// token 本身就是一个占位符
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if (entities.has(token)) {
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return entities.get(token);
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}
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// token 中包含占位符（结巴可能把占位符和其他字符连在一起）
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let result = token;
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for (const [placeholder, original] of entities) {
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if (result.includes(placeholder)) {
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result = result.replace(placeholder, original);
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}
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}
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return result;
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});
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}
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// ═══════════════════════════════════════════════════════════════════════════
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// 分词：亚洲文字（结巴 / 降级）
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// ═══════════════════════════════════════════════════════════════════════════
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/**
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* 用结巴分词处理亚洲文字段
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* @param {string} text
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* @returns {string[]}
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*/
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function tokenizeAsianJieba(text) {
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if (!text || !jiebaCut) return [];
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try {
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const words = jiebaCut(text, true); // hmm=true
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return Array.from(words)
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.map(w => String(w || '').trim())
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.filter(w => w.length >= 2);
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} catch (e) {
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xbLog.warn(MODULE_ID, '结巴分词异常，降级处理', e);
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return tokenizeAsianFallback(text);
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}
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}
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/**
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* 降级分词：标点/空格分割 + 保留 2-6 字 CJK 片段
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* 不使用 bigram，避免索引膨胀
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*
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* @param {string} text
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* @returns {string[]}
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*/
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function tokenizeAsianFallback(text) {
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if (!text) return [];
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const tokens = [];
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// 按标点和空格分割
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const parts = text.split(/[\s，。！？、；：""''（）【】《》…—\-,.!?;:'"()[\]{}<>/\\|@#$%^&*+=~`]+/);
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for (const part of parts) {
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const trimmed = part.trim();
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if (!trimmed) continue;
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if (trimmed.length >= 2 && trimmed.length <= 6) {
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tokens.push(trimmed);
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} else if (trimmed.length > 6) {
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// 长片段按 4 字滑窗切分（比 bigram 稀疏得多）
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for (let i = 0; i <= trimmed.length - 4; i += 2) {
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tokens.push(trimmed.slice(i, i + 4));
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}
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// 保留完整片段的前 6 字
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tokens.push(trimmed.slice(0, 6));
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}
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}
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return tokens;
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}
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// ═══════════════════════════════════════════════════════════════════════════
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// 分词：拉丁文字
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// ═══════════════════════════════════════════════════════════════════════════
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/**
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* 拉丁文字分词：空格/标点分割
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* @param {string} text
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* @returns {string[]}
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*/
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function tokenizeLatin(text) {
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if (!text) return [];
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return text
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.split(/[\s\-_.,;:!?'"()[\]{}<>/\\|@#$%^&*+=~`]+/)
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.map(w => w.trim().toLowerCase())
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.filter(w => w.length >= 3);
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}
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// ═══════════════════════════════════════════════════════════════════════════
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// 公开接口：preload
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// ═══════════════════════════════════════════════════════════════════════════
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/**
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* 预加载结巴 WASM
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*
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* 可多次调用，内部防重入。
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* FAILED 状态下再次调用会重试。
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*
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* @returns {Promise<boolean>} 是否加载成功
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*/
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export async function preload() {
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// 已就绪
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if (wasmState === WasmState.READY) return true;
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// 正在加载，等待结果
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if (wasmState === WasmState.LOADING && loadingPromise) {
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try {
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await loadingPromise;
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return wasmState === WasmState.READY;
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} catch {
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return false;
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}
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}
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// IDLE 或 FAILED → 开始加载
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wasmState = WasmState.LOADING;
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const T0 = performance.now();
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loadingPromise = (async () => {
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try {
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// 动态 import 结巴模块
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const wasmPath = `${extensionFolderPath}/libs/jieba-wasm/jieba_rs_wasm_bg.wasm`;
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// eslint-disable-next-line no-unsanitized/method
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jiebaModule = await import(
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`${extensionFolderPath}/libs/jieba-wasm/jieba_rs_wasm.js`
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);
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// 初始化 WASM
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if (typeof jiebaModule.default === 'function') {
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await jiebaModule.default(wasmPath);
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}
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// 缓存函数引用
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jiebaCut = jiebaModule.cut;
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jiebaAddWord = jiebaModule.add_word;
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if (typeof jiebaCut !== 'function') {
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throw new Error('jieba cut 函数不存在');
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}
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wasmState = WasmState.READY;
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const elapsed = Math.round(performance.now() - T0);
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xbLog.info(MODULE_ID, `结巴 WASM 加载完成 (${elapsed}ms)`);
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// 如果有待注入的实体，补做
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if (entityList.length > 0 && jiebaAddWord) {
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reInjectAllEntities();
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}
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return true;
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} catch (e) {
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wasmState = WasmState.FAILED;
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xbLog.error(MODULE_ID, '结巴 WASM 加载失败', e);
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throw e;
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}
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})();
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try {
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await loadingPromise;
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return true;
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} catch {
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return false;
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} finally {
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loadingPromise = null;
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}
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}
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// ═══════════════════════════════════════════════════════════════════════════
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// 公开接口：isReady
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// ═══════════════════════════════════════════════════════════════════════════
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/**
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* 检查结巴是否已就绪
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* @returns {boolean}
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*/
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export function isReady() {
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return wasmState === WasmState.READY;
|
||
}
|
||
|
||
/**
|
||
* 获取当前 WASM 状态
|
||
* @returns {string}
|
||
*/
|
||
export function getState() {
|
||
return wasmState;
|
||
}
|
||
|
||
// ═══════════════════════════════════════════════════════════════════════════
|
||
// 公开接口：injectEntities
|
||
// ═══════════════════════════════════════════════════════════════════════════
|
||
|
||
/**
|
||
* 注入实体词典
|
||
*
|
||
* 更新内部实体列表（用于最长匹配保护）
|
||
* 如果结巴已就绪，同时调用 add_word 注入
|
||
*
|
||
* @param {Set<string>} lexicon - 标准化后的实体集合
|
||
* @param {Map<string, string>} [displayMap] - normalize→原词形映射
|
||
*/
|
||
export function injectEntities(lexicon, displayMap) {
|
||
if (!lexicon?.size) {
|
||
entityList = [];
|
||
return;
|
||
}
|
||
|
||
// 构建实体列表：使用原词形（displayMap），按长度降序排列
|
||
const entities = [];
|
||
for (const normalized of lexicon) {
|
||
const display = displayMap?.get(normalized) || normalized;
|
||
if (display.length >= 2) {
|
||
entities.push(display);
|
||
}
|
||
}
|
||
|
||
// 按长度降序（最长匹配优先）
|
||
entities.sort((a, b) => b.length - a.length);
|
||
entityList = entities;
|
||
|
||
// 如果结巴已就绪，注入自定义词
|
||
if (wasmState === WasmState.READY && jiebaAddWord) {
|
||
injectNewEntitiesToJieba(entities);
|
||
}
|
||
|
||
xbLog.info(MODULE_ID, `实体词典更新: ${entities.length} 个实体`);
|
||
}
|
||
|
||
/**
|
||
* 将新实体注入结巴（增量，跳过已注入的）
|
||
* @param {string[]} entities
|
||
*/
|
||
function injectNewEntitiesToJieba(entities) {
|
||
let count = 0;
|
||
for (const entity of entities) {
|
||
if (!injectedEntities.has(entity)) {
|
||
try {
|
||
// freq 设高保证不被切碎
|
||
jiebaAddWord(entity, 99999);
|
||
injectedEntities.add(entity);
|
||
count++;
|
||
} catch (e) {
|
||
xbLog.warn(MODULE_ID, `add_word 失败: ${entity}`, e);
|
||
}
|
||
}
|
||
}
|
||
if (count > 0) {
|
||
xbLog.info(MODULE_ID, `注入 ${count} 个新实体到结巴`);
|
||
}
|
||
}
|
||
|
||
/**
|
||
* 重新注入所有实体（WASM 刚加载完时调用）
|
||
*/
|
||
function reInjectAllEntities() {
|
||
injectedEntities.clear();
|
||
injectNewEntitiesToJieba(entityList);
|
||
}
|
||
|
||
// ═══════════════════════════════════════════════════════════════════════════
|
||
// 公开接口：tokenize
|
||
// ═══════════════════════════════════════════════════════════════════════════
|
||
|
||
/**
|
||
* 统一分词接口
|
||
*
|
||
* 流程：
|
||
* 1. 实体最长匹配 → 占位符保护
|
||
* 2. 按 Unicode 脚本分段（亚洲 vs 拉丁）
|
||
* 3. 亚洲段 → 结巴 cut()（或降级）
|
||
* 4. 拉丁段 → 空格/标点分割
|
||
* 5. 还原占位符
|
||
* 6. 过滤停用词 + 去重
|
||
*
|
||
* @param {string} text - 输入文本
|
||
* @returns {string[]} token 数组
|
||
*/
|
||
export function tokenize(text) {
|
||
const restored = tokenizeCore(text);
|
||
|
||
// 5. 过滤停用词 + 去重 + 清理
|
||
const seen = new Set();
|
||
const result = [];
|
||
|
||
for (const token of restored) {
|
||
const cleaned = token.trim().toLowerCase();
|
||
|
||
if (!cleaned) continue;
|
||
if (cleaned.length < 2) continue;
|
||
if (STOP_WORDS.has(cleaned)) continue;
|
||
if (seen.has(cleaned)) continue;
|
||
|
||
// 过滤纯标点/特殊字符
|
||
if (/^[\s\x00-\x1F\p{P}\p{S}]+$/u.test(cleaned)) continue;
|
||
|
||
seen.add(cleaned);
|
||
result.push(token.trim()); // 保留原始大小写
|
||
}
|
||
|
||
return result;
|
||
}
|
||
|
||
/**
|
||
* 内核分词流程（不去重、不 lower、仅完成：实体保护→分段→分词→还原）
|
||
* @param {string} text
|
||
* @returns {string[]}
|
||
*/
|
||
function tokenizeCore(text) {
|
||
if (!text) return [];
|
||
|
||
const input = String(text).trim();
|
||
if (!input) return [];
|
||
|
||
// 1. 实体保护
|
||
const { masked, entities } = maskEntities(input);
|
||
|
||
// 2. 分段
|
||
const segments = segmentByScript(masked);
|
||
|
||
// 3. 分段分词
|
||
const rawTokens = [];
|
||
for (const seg of segments) {
|
||
if (seg.type === 'asian') {
|
||
if (wasmState === WasmState.READY && jiebaCut) {
|
||
rawTokens.push(...tokenizeAsianJieba(seg.text));
|
||
} else {
|
||
rawTokens.push(...tokenizeAsianFallback(seg.text));
|
||
}
|
||
} else if (seg.type === 'latin') {
|
||
rawTokens.push(...tokenizeLatin(seg.text));
|
||
}
|
||
}
|
||
|
||
// 4. 还原占位符
|
||
return unmaskTokens(rawTokens, entities);
|
||
}
|
||
|
||
// ═══════════════════════════════════════════════════════════════════════════
|
||
// 公开接口：tokenizeForIndex
|
||
// ═══════════════════════════════════════════════════════════════════════════
|
||
|
||
/**
|
||
* MiniSearch 索引专用分词
|
||
*
|
||
* 与 tokenize() 的区别：
|
||
* - 全部转小写（MiniSearch 内部需要一致性）
|
||
* - 不去重（MiniSearch 自己处理词频）
|
||
*
|
||
* @param {string} text
|
||
* @returns {string[]}
|
||
*/
|
||
export function tokenizeForIndex(text) {
|
||
const restored = tokenizeCore(text);
|
||
|
||
return restored
|
||
.map(t => t.trim().toLowerCase())
|
||
.filter(t => {
|
||
if (!t || t.length < 2) return false;
|
||
if (STOP_WORDS.has(t)) return false;
|
||
if (/^[\s\x00-\x1F\p{P}\p{S}]+$/u.test(t)) return false;
|
||
return true;
|
||
});
|
||
}
|
||
|
||
// ═══════════════════════════════════════════════════════════════════════════
|
||
// 公开接口：reset
|
||
// ═══════════════════════════════════════════════════════════════════════════
|
||
|
||
/**
|
||
* 重置分词器状态
|
||
* 用于测试或模块卸载
|
||
*/
|
||
export function reset() {
|
||
entityList = [];
|
||
injectedEntities.clear();
|
||
// 不重置 WASM 状态（避免重复加载）
|
||
}
|