feat(round-16): AI意图情绪分析/展会名片双向互换/雷达爬虫清洗/离线多媒体缓存 (103套件1101测试全绿)
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import { Provide } from '@midwayjs/core';
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import { BaseService } from '@cool-midway/core';
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export type CommercialIntent = 'PURCHASE_INTENT' | 'PARTNER_INQUIRY' | 'TECH_SUPPORT' | 'GENERAL_CHAT';
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export type SentimentPolarity = 'positive' | 'neutral' | 'negative';
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export interface IntentAnalysisResult {
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primaryIntent: CommercialIntent;
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confidence: number;
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matchedKeywords: string[];
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}
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export interface SentimentAnalysisResult {
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polarity: SentimentPolarity;
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score: number; // -1.0 到 1.0
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}
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export interface ConversationAnalysisResult {
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intent: IntentAnalysisResult;
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sentiment: SentimentAnalysisResult;
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recommendedLeadScoreBoost: number;
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}
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const PURCHASE_KEYWORDS = ['buy', 'purchase', 'price', 'pricing', 'quote', 'quotation', 'cost', 'moq', 'wholesale', 'order', 'contract', '订购', '采购', '价格', '报价'];
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const PARTNER_KEYWORDS = ['partner', 'partnership', 'reseller', 'distributor', 'agency', 'agent', 'cooperate', '代理', '分销', '合作'];
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const TECH_KEYWORDS = ['api', 'sdk', 'tech', 'integration', 'developer', 'spec', 'chip', 'ntag', '接口', '开发'];
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const POSITIVE_KEYWORDS = ['great', 'excellent', 'love', 'perfect', 'awesome', 'good', 'impressive', 'forward to', 'pleasure', '太棒', '满意', '喜欢', '期待'];
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const NEGATIVE_KEYWORDS = ['bad', 'expensive', 'too high', 'slow', 'poor', 'disappointed', 'terrible', 'not happy', '差', '贵', '不满意', '太慢'];
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/**
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* 识别对话核心商务意图
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*/
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export function analyzeConversationIntent(messages: string[]): IntentAnalysisResult {
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const fullText = messages.join(' ').toLowerCase();
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let purchaseHits = 0;
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let partnerHits = 0;
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let techHits = 0;
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const matchedKeywords: string[] = [];
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for (const kw of PURCHASE_KEYWORDS) {
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if (fullText.includes(kw)) {
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purchaseHits++;
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matchedKeywords.push(kw);
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}
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}
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for (const kw of PARTNER_KEYWORDS) {
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if (fullText.includes(kw)) {
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partnerHits++;
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matchedKeywords.push(kw);
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}
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}
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for (const kw of TECH_KEYWORDS) {
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if (fullText.includes(kw)) {
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techHits++;
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matchedKeywords.push(kw);
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}
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}
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if (purchaseHits > 0 && purchaseHits >= partnerHits && purchaseHits >= techHits) {
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return {
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primaryIntent: 'PURCHASE_INTENT',
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confidence: Math.min(1.0, 0.6 + purchaseHits * 0.15),
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matchedKeywords,
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};
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}
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if (partnerHits > 0 && partnerHits >= techHits) {
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return {
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primaryIntent: 'PARTNER_INQUIRY',
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confidence: Math.min(1.0, 0.6 + partnerHits * 0.15),
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matchedKeywords,
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};
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}
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if (techHits > 0) {
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return {
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primaryIntent: 'TECH_SUPPORT',
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confidence: Math.min(1.0, 0.6 + techHits * 0.15),
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matchedKeywords,
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};
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}
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return {
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primaryIntent: 'GENERAL_CHAT',
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confidence: 0.5,
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matchedKeywords: [],
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};
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}
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/**
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* 客商情绪极性分析
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*/
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export function analyzeConversationSentiment(messages: string[]): SentimentAnalysisResult {
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const fullText = messages.join(' ').toLowerCase();
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let posCount = 0;
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let negCount = 0;
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for (const kw of POSITIVE_KEYWORDS) {
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if (fullText.includes(kw)) posCount++;
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}
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for (const kw of NEGATIVE_KEYWORDS) {
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if (fullText.includes(kw)) negCount++;
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}
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if (posCount > negCount) {
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return {
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polarity: 'positive',
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score: Math.min(1.0, 0.4 + (posCount - negCount) * 0.3),
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};
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}
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if (negCount > posCount) {
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return {
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polarity: 'negative',
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score: Math.max(-1.0, -0.4 - (negCount - posCount) * 0.3),
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};
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}
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return {
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polarity: 'neutral',
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score: 0.0,
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};
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}
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/**
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* AI 客商意图与商业情绪分析引擎服务
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*/
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@Provide()
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export class AiSentimentIntentAnalyzer extends BaseService {
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async evaluateConversationSession(
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messages: string[]
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): Promise<ConversationAnalysisResult> {
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const intent = analyzeConversationIntent(messages);
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const sentiment = analyzeConversationSentiment(messages);
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let boost = 0;
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if (intent.primaryIntent === 'PURCHASE_INTENT') boost += 20;
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if (intent.primaryIntent === 'PARTNER_INQUIRY') boost += 15;
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if (sentiment.polarity === 'positive') boost += 10;
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if (sentiment.polarity === 'negative') boost -= 10;
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return {
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intent,
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sentiment,
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recommendedLeadScoreBoost: Math.max(0, boost),
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};
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}
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}
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import { Provide } from '@midwayjs/core';
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import { BaseService } from '@cool-midway/core';
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export type MutualExchangeStatus = 'REQUESTED' | 'ACCEPTED' | 'REJECTED' | 'EXPIRED';
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export interface MutualExchangeInvitation {
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id: string;
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senderCardId: number;
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recipientCardId: number;
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status: MutualExchangeStatus;
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exchangeCode: string;
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notes?: string;
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createdAt: number;
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acceptedAt?: number;
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}
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export interface MutualExchangeSyncAction {
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targetCardId: number;
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sourceCardId: number;
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action: 'CREATE_CRM_LEAD';
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}
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export interface AcceptExchangeResult {
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invitation: MutualExchangeInvitation;
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syncActions: MutualExchangeSyncAction[];
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}
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/**
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* 发起名片双向互换邀约
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*/
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export function createMutualExchangeInvitation(
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senderCardId: number,
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recipientCardId: number,
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notes?: string
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): MutualExchangeInvitation {
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if (senderCardId === recipientCardId) {
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throw new Error('不能与自己互换名片');
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}
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const exchangeCode = String(Math.floor(100000 + Math.random() * 900000));
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const id = `xchg_${Date.now()}_${Math.random().toString(36).slice(2, 6)}`;
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return {
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id,
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senderCardId,
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recipientCardId,
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status: 'REQUESTED',
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exchangeCode,
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notes,
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createdAt: Date.now(),
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};
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}
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/**
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* 接收方确认互换名片
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*/
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export function acceptMutualExchangeInvitation(
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invitation: MutualExchangeInvitation,
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actingCardId: number
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): AcceptExchangeResult {
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if (invitation.recipientCardId !== actingCardId) {
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throw new Error('无权操作此名片互换邀约');
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}
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if (invitation.status !== 'REQUESTED') {
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throw new Error(`当前互换邀约状态为 ${invitation.status},不可重复确认`);
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}
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invitation.status = 'ACCEPTED';
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invitation.acceptedAt = Date.now();
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const syncActions: MutualExchangeSyncAction[] = [
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{
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targetCardId: invitation.senderCardId,
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sourceCardId: invitation.recipientCardId,
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action: 'CREATE_CRM_LEAD',
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},
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{
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targetCardId: invitation.recipientCardId,
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sourceCardId: invitation.senderCardId,
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action: 'CREATE_CRM_LEAD',
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},
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];
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return {
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invitation,
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syncActions,
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};
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}
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/**
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* 展会名片双向互换服务
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*/
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@Provide()
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export class CardMutualExchangeService extends BaseService {
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private readonly invitations = new Map<string, MutualExchangeInvitation>();
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async initiateExchange(params: {
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senderCardId: number;
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recipientCardId: number;
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notes?: string;
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}): Promise<MutualExchangeInvitation> {
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const invite = createMutualExchangeInvitation(
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params.senderCardId,
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params.recipientCardId,
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params.notes
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);
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this.invitations.set(invite.id, invite);
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return invite;
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}
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async confirmExchange(
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invitationId: string,
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actingCardId: number
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): Promise<{ status: MutualExchangeStatus; isDualSynced: boolean }> {
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const invite = this.invitations.get(invitationId);
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if (!invite) {
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throw new Error('未找到该名片互换邀约');
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}
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const res = acceptMutualExchangeInvitation(invite, actingCardId);
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return {
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status: res.invitation.status,
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isDualSynced: res.syncActions.length === 2,
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};
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}
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}
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import { Provide } from '@midwayjs/core';
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import { BaseService } from '@cool-midway/core';
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export type BotClassification = 'SEARCH_CRAWLER' | 'SOCIAL_PREVIEW' | 'SCRIPTER';
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export interface BotDetectResult {
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isBot: boolean;
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botType?: BotClassification;
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botName?: string;
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}
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export interface TrafficFilterResult {
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isBot: boolean;
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category: 'HUMAN' | 'CRAWLER' | 'SUSPICIOUS_SPAM';
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shouldRecordLead: boolean;
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reason?: string;
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}
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const SEARCH_BOTS = ['googlebot', 'bingbot', 'baiduspider', 'yandexbot', 'duckduckbot', 'sogou'];
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const SOCIAL_BOTS = ['whatsapp', 'twitterbot', 'facebookexternalhit', 'linkedinbot', 'telegrambot', 'slackbot'];
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const SCRIPT_BOTS = ['curl', 'wget', 'python-requests', 'postman', 'httpclient', 'scrapy', 'axios'];
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/**
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* 基于 User-Agent 识别机器人与爬虫
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*/
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export function detectBotUserAgent(userAgent?: string): BotDetectResult {
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if (!userAgent || typeof userAgent !== 'string') {
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return { isBot: false };
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}
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const ua = userAgent.toLowerCase();
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for (const bot of SEARCH_BOTS) {
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if (ua.includes(bot)) {
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return { isBot: true, botType: 'SEARCH_CRAWLER', botName: bot };
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}
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}
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for (const bot of SOCIAL_BOTS) {
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if (ua.includes(bot)) {
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return { isBot: true, botType: 'SOCIAL_PREVIEW', botName: bot };
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}
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}
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for (const bot of SCRIPT_BOTS) {
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if (ua.includes(bot)) {
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return { isBot: true, botType: 'SCRIPTER', botName: bot };
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}
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}
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return { isBot: false };
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}
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/**
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* 检测 1 秒内的频次是否异常超高
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*/
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export function isRateLimitSuspicious(timestamps: number[], thresholdPerSec = 10): boolean {
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if (!timestamps || timestamps.length < thresholdPerSec) {
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return false;
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}
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const sorted = [...timestamps].sort((a, b) => a - b);
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const now = sorted[sorted.length - 1];
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const countInLastSecond = sorted.filter(t => now - t <= 1000).length;
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return countInLastSecond >= thresholdPerSec;
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}
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/**
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* 访客雷达异常流量与爬虫清洗过滤服务
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*/
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@Provide()
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export class RadarBotFilterService extends BaseService {
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async filterIncomingTraffic(input: {
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ip: string;
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userAgent: string;
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recentTimestamps?: number[];
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}): Promise<TrafficFilterResult> {
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const botCheck = detectBotUserAgent(input.userAgent);
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if (botCheck.isBot) {
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return {
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isBot: true,
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category: 'CRAWLER',
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shouldRecordLead: false,
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reason: `检测到 ${botCheck.botType}: ${botCheck.botName}`,
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};
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}
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if (input.recentTimestamps && isRateLimitSuspicious(input.recentTimestamps)) {
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return {
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isBot: true,
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category: 'SUSPICIOUS_SPAM',
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shouldRecordLead: false,
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reason: '1秒内突发异常高频请求,疑似自动化刷量攻击',
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};
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}
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return {
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isBot: false,
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category: 'HUMAN',
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shouldRecordLead: true,
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};
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}
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}
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在新工单中引用
屏蔽一个用户