137 lines
4.3 KiB
JavaScript
137 lines
4.3 KiB
JavaScript
/**
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* 智能模型路由 — 基于用户意图的模型自动选择
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*
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* 根据人类说话的意图(关键词匹配),自动选择最合适的模型回复。
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* 人类不需要知道背后用了哪个模型,系统自己选。
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*
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* 与 src/brain/model-router.js(任务型路由)互补:
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* - src/brain/model-router.js → 按任务模式(chat/build/review/brain/long)路由
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* - 本模块 → 按用户消息内容(关键词意图检测)路由
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*
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* 版权:国作登字-2026-A-00037559
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*/
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'use strict';
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var MODEL_PROFILES = {
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// 日常对话、闲聊、简单问答
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casual: {
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models: ['deepseek-chat', 'glm-4-flash'],
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keywords: ['你好', '聊聊', '怎么样', '帮我', '是什么', '谢谢', '请问', '可以吗'],
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maxTokens: 2000
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},
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// 代码相关、技术问题
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coding: {
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models: ['deepseek-chat', 'gpt-4o'],
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keywords: ['代码', 'code', 'bug', '报错', '函数', 'API', '部署', '配置', 'npm', 'git', '编译', '调试', 'debug', '接口', '数据库'],
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maxTokens: 4000
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},
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// 创意写作、长文生成
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creative: {
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models: ['deepseek-chat', 'moonshot-v1-128k'],
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keywords: ['写', '故事', '文案', '小说', '剧情', '人设', '大纲', '创意', '灵感', '文章', '描写'],
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maxTokens: 8000
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},
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// 数据分析、逻辑推理
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analytical: {
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models: ['deepseek-chat', 'gpt-4o'],
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keywords: ['分析', '对比', '数据', '统计', '逻辑', '推理', '策略', '方案', '评估', '优化'],
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maxTokens: 4000
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},
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// 系统指令、架构级操作
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system: {
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models: ['deepseek-chat', 'gpt-4o'],
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keywords: ['指令', '部署', '架构', '系统', '铁律', '天眼', '权限', '工单', '广播', '流程'],
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maxTokens: 6000
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}
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};
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/**
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* 分析用户意图,选择最佳模型
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* @param {string} userMessage - 用户消息
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* @param {Object} context - 上下文(保留扩展)
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* @returns {{ model: string, maxTokens: number, profile: string, fallbacks: string[] }}
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*/
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function routeToModel(userMessage, context) {
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if (!userMessage || typeof userMessage !== 'string') {
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var casualConfig = MODEL_PROFILES.casual;
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return {
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model: casualConfig.models[0],
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maxTokens: casualConfig.maxTokens,
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profile: 'casual',
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fallbacks: casualConfig.models.slice(1)
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};
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}
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var msg = userMessage.toLowerCase();
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// 计算每个 profile 的匹配分数
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var scores = {};
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var profileNames = Object.keys(MODEL_PROFILES);
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for (var i = 0; i < profileNames.length; i++) {
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var profileName = profileNames[i];
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var config = MODEL_PROFILES[profileName];
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var score = 0;
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for (var j = 0; j < config.keywords.length; j++) {
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if (msg.includes(config.keywords[j])) {
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score++;
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}
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}
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scores[profileName] = score;
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}
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// 选择得分最高的 profile,默认 casual
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var bestProfile = 'casual';
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var bestScore = 0;
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for (var k = 0; k < profileNames.length; k++) {
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var pName = profileNames[k];
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if (scores[pName] > bestScore) {
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bestScore = scores[pName];
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bestProfile = pName;
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}
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}
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var selected = MODEL_PROFILES[bestProfile];
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return {
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model: selected.models[0],
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maxTokens: selected.maxTokens,
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profile: bestProfile,
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fallbacks: selected.models.slice(1)
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};
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}
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/**
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* 带降级的 API 调用
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* @param {Object} route - routeToModel 的返回值
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* @param {Array} messages - 消息列表
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* @param {Function} callAPI - 实际的 API 调用函数 (model, messages, maxTokens) => Promise<response>
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* @returns {Promise<{ success: boolean, model?: string, response?: *, error?: string }>}
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*/
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async function callWithFallback(route, messages, callAPI) {
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if (typeof callAPI !== 'function') {
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return { success: false, error: 'callAPI 函数未提供' };
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}
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var models = [route.model].concat(route.fallbacks || []);
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for (var i = 0; i < models.length; i++) {
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var model = models[i];
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try {
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var response = await callAPI(model, messages, route.maxTokens);
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return { success: true, model: model, response: response };
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} catch (err) {
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console.warn('[model-router] Model ' + model + ' failed, trying next... ' + (err.message || ''));
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continue;
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}
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}
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return { success: false, error: '所有模型均不可用,请稍后重试。' };
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}
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module.exports = {
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routeToModel: routeToModel,
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callWithFallback: callWithFallback,
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MODEL_PROFILES: MODEL_PROFILES
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};
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