/** * 零 LLM 上下文关键词追踪器 * 记忆最近的产品/主题关键词,用于追问理解 */ class ContextKeywordTracker { constructor() { this.sessionKeywords = new Map(); this.TTL = 30 * 60 * 1000; this.MAX_KEYWORDS = 8; this.keywordPatterns = [ /(一成系统|Ai众享|AI众享|数字化工作室|盛咖学愿|数字化运营|数字化经营|数字化营销|数字化创业|数字化事业)/gi, /(PM-FitLine|PM细胞营养素|细胞营养素|德国PM|PM公司)/gi, /(小红产品|大白产品|小白产品|Activize Oxyplus|Activize|Basics|Restorate|儿童倍适|Basic Power|CitrusCare|NutriSunny|Omega)/gi, /(肽美|艾特维|德丽|德维|宝丽|美固健|葡萄籽|白藜芦醇|益生菌|胶原蛋白肽|Q10)/gi, /(NTC营养保送系统|火炉原理|阿育吠陀|招商|加盟|代理|事业机会|招商加盟|合作加盟|事业合作)/gi, ]; this.cleanupTimer = setInterval(() => this.cleanup(), this.TTL); if (typeof this.cleanupTimer.unref === 'function') { this.cleanupTimer.unref(); } } extractKeywords(text) { const keywords = []; const normalized = String(text || '').trim(); if (!normalized) { return keywords; } for (const pattern of this.keywordPatterns) { const matches = normalized.match(pattern); if (matches && matches.length > 0) { keywords.push(...matches); } } const deduped = []; for (const keyword of keywords) { const normalizedKeyword = String(keyword || '').trim(); if (!normalizedKeyword) { continue; } if (!deduped.some((item) => item.toLowerCase() === normalizedKeyword.toLowerCase())) { deduped.push(normalizedKeyword); } } return deduped; } mergeKeywords(existing, incoming) { const merged = Array.isArray(existing) ? [...existing] : []; for (const keyword of Array.isArray(incoming) ? incoming : []) { const normalizedKeyword = String(keyword || '').trim(); if (!normalizedKeyword) { continue; } const existingIndex = merged.findIndex((item) => String(item || '').toLowerCase() === normalizedKeyword.toLowerCase()); if (existingIndex >= 0) { merged.splice(existingIndex, 1); } merged.push(normalizedKeyword); } return merged.slice(-this.MAX_KEYWORDS); } updateSession(sessionId, text) { if (!sessionId) { return; } const keywords = this.extractKeywords(text); if (keywords.length > 0) { const existing = this.sessionKeywords.get(sessionId)?.keywords || []; const merged = this.mergeKeywords(existing, keywords); this.sessionKeywords.set(sessionId, { keywords: merged, lastUpdate: Date.now(), }); } } getSessionKeywords(sessionId) { const data = this.sessionKeywords.get(sessionId); if (!data) return []; if (Date.now() - data.lastUpdate > this.TTL) { this.sessionKeywords.delete(sessionId); return []; } return data.keywords; } enrichQueryWithContext(sessionId, query) { const normalized = (query || '').trim(); const keywords = this.getSessionKeywords(sessionId); if (keywords.length === 0) { return normalized; } const isSimpleFollowUp = /^(这个|那个|它|该|这款|那款|详细|继续|怎么|为什么|适合谁|什么意思|怎么吃|怎么用|功效|成分|多少钱|哪里买|价格|副作用|正规吗|地址|电话|联系方式|区别|哪个好)/i.test(normalized); if (isSimpleFollowUp) { const keywordStr = keywords.slice(-3).join(' '); console.log(`[ContextTracker] Enriching: "${normalized}" + "${keywordStr}"`); return `${keywordStr} ${normalized}`; } return normalized; } cleanup() { const now = Date.now(); for (const [sessionId, data] of this.sessionKeywords) { if (now - data.lastUpdate > this.TTL) { this.sessionKeywords.delete(sessionId); } } } } module.exports = new ContextKeywordTracker();