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552
app/data-ingestion/ai-engine/page.tsx
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552
app/data-ingestion/ai-engine/page.tsx
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@@ -0,0 +1,552 @@
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"use client"
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import { useState, useEffect } from "react"
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import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card"
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import { Button } from "@/components/ui/button"
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import { Badge } from "@/components/ui/badge"
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import { Progress } from "@/components/ui/progress"
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import { Tabs, TabsContent, TabsList, TabsTrigger } from "@/components/ui/tabs"
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import {
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Dialog,
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DialogContent,
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DialogDescription,
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DialogFooter,
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DialogHeader,
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DialogTitle,
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} from "@/components/ui/dialog"
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import {
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Select,
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SelectContent,
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SelectItem,
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SelectTrigger,
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SelectValue,
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} from "@/components/ui/select"
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import { Label } from "@/components/ui/label"
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import { Textarea } from "@/components/ui/textarea"
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import {
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Brain,
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Zap,
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Database,
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ArrowRight,
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CheckCircle2,
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Loader2,
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Play,
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Settings,
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RefreshCw,
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Sparkles,
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Target,
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Tags,
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FileText,
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AlertCircle,
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} from "lucide-react"
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// AI标签引擎任务接口
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interface EngineTask {
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id: string
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name: string
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description: string
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sourceDb: string
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sourceCollection: string
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status: 'idle' | 'analyzing' | 'tagging' | 'completed' | 'error'
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progress: number
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steps: {
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name: string
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status: 'pending' | 'running' | 'completed' | 'error'
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result?: string
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}[]
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stats: {
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totalRecords: number
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analyzedRecords: number
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taggedRecords: number
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newTags: number
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}
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}
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// 字段映射规则
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interface FieldMapping {
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sourceField: string
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targetField: string
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transformRule: string
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aiEnhance: boolean
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}
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// 动态生成引擎任务（从API加载）
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const generateDefaultTasks = (sources: any[]): EngineTask[] => {
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return sources.slice(0, 5).map((src, i) => ({
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id: `engine_${i + 1}`,
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name: `${src.name || src.id}数据拆解`,
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description: `解析${src.database || src.name}数据，提取用户标签`,
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sourceDb: src.database || src.name,
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sourceCollection: src.collection || '用户资产统一视图',
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status: i === 0 ? 'completed' as const : 'idle' as const,
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progress: i === 0 ? 100 : 0,
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steps: [
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{ name: '数据源连接', status: i === 0 ? 'completed' as const : 'pending' as const, result: i === 0 ? `${(src.recordCount / 1000000).toFixed(0)}M条记录` : undefined },
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{ name: '字段分析', status: i === 0 ? 'completed' as const : 'pending' as const, result: i === 0 ? '识别字段完成' : undefined },
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{ name: 'AI拆解', status: i === 0 ? 'completed' as const : 'pending' as const, result: i === 0 ? '提取关键字段' : undefined },
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{ name: '标签生成', status: i === 0 ? 'completed' as const : 'pending' as const, result: i === 0 ? '生成用户标签' : undefined },
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{ name: '数据写入', status: i === 0 ? 'completed' as const : 'pending' as const, result: i === 0 ? '写入用户估值表' : undefined },
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],
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stats: {
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totalRecords: src.recordCount || 0,
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analyzedRecords: i === 0 ? src.recordCount || 0 : 0,
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taggedRecords: i === 0 ? Math.floor((src.recordCount || 0) * 0.95) : 0,
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newTags: i === 0 ? 5 : 0,
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}
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}))
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}
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// 默认任务（京东示例）
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const FALLBACK_TASKS: EngineTask[] = [
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{
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id: 'engine_1',
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name: '腾讯QQ数据拆解',
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description: '解析QQ库数据，提取手机号关联并生成用户标签',
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sourceDb: 'KR_腾讯',
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sourceCollection: 'QQ+手机',
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status: 'completed',
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progress: 100,
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steps: [
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{ name: '数据源连接', status: 'completed', result: '705M条记录' },
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{ name: '字段分析', status: 'completed', result: '识别12个字段' },
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{ name: 'AI拆解', status: 'completed', result: '提取手机号、QQ号、地区' },
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{ name: '标签生成', status: 'completed', result: '生成3类标签' },
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{ name: '数据写入', status: 'completed', result: '写入用户估值表' },
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],
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stats: {
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totalRecords: 705000000,
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analyzedRecords: 705000000,
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taggedRecords: 680000000,
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newTags: 3,
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}
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},
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{
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id: 'engine_2',
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name: '京东用户数据拆解',
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description: '解析京东电商数据，提取消费行为生成RFM标签',
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sourceDb: 'KR_京东',
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sourceCollection: 'users',
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status: 'analyzing',
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progress: 45,
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steps: [
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{ name: '数据源连接', status: 'completed', result: '142M条记录' },
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{ name: '字段分析', status: 'completed', result: '识别28个字段' },
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{ name: 'AI拆解', status: 'running', result: '分析消费行为...' },
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{ name: '标签生成', status: 'pending' },
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{ name: '数据写入', status: 'pending' },
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],
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stats: {
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totalRecords: 142000000,
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analyzedRecords: 63900000,
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taggedRecords: 0,
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newTags: 0,
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}
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},
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{
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id: 'engine_3',
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name: '存客宝CRM数据拆解',
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description: '解析存客宝私域数据，提取客户画像',
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sourceDb: 'cunkebao_v3',
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sourceCollection: 'users',
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status: 'idle',
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progress: 0,
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steps: [
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{ name: '数据源连接', status: 'pending' },
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{ name: '字段分析', status: 'pending' },
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{ name: 'AI拆解', status: 'pending' },
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{ name: '标签生成', status: 'pending' },
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{ name: '数据写入', status: 'pending' },
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],
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stats: {
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totalRecords: 216000,
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analyzedRecords: 0,
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taggedRecords: 0,
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newTags: 0,
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}
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},
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]
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// 标准字段映射规则
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const STANDARD_FIELD_MAPPINGS: FieldMapping[] = [
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{ sourceField: 'phone', targetField: 'phone', transformRule: '格式化为11位', aiEnhance: true },
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{ sourceField: 'qq', targetField: 'qq', transformRule: '提取纯数字', aiEnhance: false },
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{ sourceField: 'uid', targetField: 'weibo_uid', transformRule: '微博UID映射', aiEnhance: false },
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{ sourceField: 'name', targetField: 'name', transformRule: '姓名脱敏', aiEnhance: true },
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{ sourceField: 'province', targetField: 'province', transformRule: '省份标准化', aiEnhance: true },
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{ sourceField: 'city', targetField: 'city', transformRule: '城市标准化', aiEnhance: true },
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{ sourceField: 'gender', targetField: 'gender', transformRule: '性别标准化', aiEnhance: false },
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{ sourceField: 'amount', targetField: 'total_spend', transformRule: '金额汇总', aiEnhance: false },
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{ sourceField: 'last_active', targetField: 'recency', transformRule: 'R值计算', aiEnhance: true },
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{ sourceField: 'buy_count', targetField: 'frequency', transformRule: 'F值计算', aiEnhance: true },
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{ sourceField: 'total_amount', targetField: 'monetary', transformRule: 'M值计算', aiEnhance: true },
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]
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export default function AIEnginePage() {
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const [tasks, setTasks] = useState<EngineTask[]>(FALLBACK_TASKS)
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const [selectedTask, setSelectedTask] = useState<EngineTask | null>(null)
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const [showConfigDialog, setShowConfigDialog] = useState(false)
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const [activeTab, setActiveTab] = useState("tasks")
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const [loading, setLoading] = useState(true)
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// 从API加载真实数据源
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useEffect(() => {
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setLoading(true)
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fetch('/api/data-sources')
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.then(res => res.json())
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.then(data => {
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if (data.success && data.sources) {
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// 只取MongoDB数据源
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const mongoSources = data.sources.filter((s: any) => s.type === 'mongodb' && s.recordCount > 0)
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if (mongoSources.length > 0) {
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setTasks(generateDefaultTasks(mongoSources))
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}
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}
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})
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.catch(console.error)
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.finally(() => setLoading(false))
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}, [])
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const formatNumber = (num: number): string => {
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if (num >= 1000000000) return `${(num / 1000000000).toFixed(2)}B`
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if (num >= 1000000) return `${(num / 1000000).toFixed(1)}M`
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if (num >= 1000) return `${(num / 1000).toFixed(0)}K`
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return num.toLocaleString()
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}
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const getStatusBadge = (status: string) => {
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switch (status) {
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case 'completed':
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return <Badge className="bg-green-100 text-green-700"><CheckCircle2 className="h-3 w-3 mr-1" />已完成</Badge>
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case 'analyzing':
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case 'tagging':
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return <Badge className="bg-blue-100 text-blue-700"><Loader2 className="h-3 w-3 mr-1 animate-spin" />处理中</Badge>
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case 'error':
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return <Badge className="bg-red-100 text-red-700"><AlertCircle className="h-3 w-3 mr-1" />错误</Badge>
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default:
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return <Badge className="bg-gray-100 text-gray-700">待执行</Badge>
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}
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}
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const getStepIcon = (status: string) => {
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switch (status) {
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case 'completed':
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return <CheckCircle2 className="h-4 w-4 text-green-500" />
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case 'running':
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return <Loader2 className="h-4 w-4 text-blue-500 animate-spin" />
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case 'error':
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return <AlertCircle className="h-4 w-4 text-red-500" />
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default:
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return <div className="h-4 w-4 rounded-full border-2 border-gray-300" />
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}
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}
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const runTask = (taskId: string) => {
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setTasks(tasks.map(t => t.id === taskId ? {
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...t,
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status: 'analyzing' as const,
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steps: t.steps.map((s, i) => i === 0 ? { ...s, status: 'running' as const } : s)
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} : t))
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}
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// 模拟进度更新
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useEffect(() => {
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const interval = setInterval(() => {
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setTasks(prev => prev.map(t => {
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if (t.status === 'analyzing' || t.status === 'tagging') {
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const newProgress = Math.min(t.progress + Math.random() * 5, 100)
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const currentStepIndex = t.steps.findIndex(s => s.status === 'running')
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let newSteps = [...t.steps]
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if (newProgress > (currentStepIndex + 1) * 20 && currentStepIndex < t.steps.length - 1) {
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newSteps[currentStepIndex] = { ...newSteps[currentStepIndex], status: 'completed' }
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newSteps[currentStepIndex + 1] = { ...newSteps[currentStepIndex + 1], status: 'running' }
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}
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return {
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...t,
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progress: newProgress,
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status: newProgress >= 100 ? 'completed' as const : t.status,
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steps: newProgress >= 100 ? t.steps.map(s => ({ ...s, status: 'completed' as const })) : newSteps,
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stats: {
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...t.stats,
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analyzedRecords: Math.floor(t.stats.totalRecords * newProgress / 100),
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taggedRecords: newProgress >= 80 ? Math.floor(t.stats.totalRecords * (newProgress - 20) / 100) : 0,
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newTags: newProgress >= 60 ? 5 : 0,
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}
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}
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}
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return t
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}))
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}, 2000)
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return () => clearInterval(interval)
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}, [])
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return (
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<div className="min-h-screen bg-gradient-to-br from-slate-50 via-blue-50/30 to-purple-50/20">
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<div className="p-6 space-y-6">
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{/* 顶部标题 */}
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<div className="flex items-center justify-between">
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<div>
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<h1 className="text-2xl font-bold text-gray-900">AI标签引擎</h1>
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<p className="text-sm text-gray-500 mt-1">数据接入后自动拆解字段，按用户资产标准生成标签</p>
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</div>
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<div className="flex items-center gap-3">
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<Button variant="outline">
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<RefreshCw className="h-4 w-4 mr-2" />
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刷新
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</Button>
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<Button onClick={() => setShowConfigDialog(true)}>
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<Brain className="h-4 w-4 mr-2" />
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新建任务
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</Button>
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</div>
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</div>
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{/* 引擎说明卡片 */}
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<Card className="border-0 shadow-sm bg-gradient-to-r from-purple-50 to-blue-50">
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<CardContent className="p-4">
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<div className="flex items-start gap-4">
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<div className="p-3 rounded-xl bg-gradient-to-r from-purple-500 to-blue-500">
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<Brain className="h-6 w-6 text-white" />
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</div>
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<div className="flex-1">
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<h3 className="font-semibold text-gray-900 mb-1">AI标签引擎工作流程</h3>
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<div className="flex items-center gap-2 text-sm text-gray-600">
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<Badge variant="outline">1. 数据源连接</Badge>
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<ArrowRight className="h-4 w-4 text-gray-400" />
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<Badge variant="outline">2. 字段分析</Badge>
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<ArrowRight className="h-4 w-4 text-gray-400" />
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<Badge variant="outline">3. AI拆解</Badge>
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<ArrowRight className="h-4 w-4 text-gray-400" />
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<Badge variant="outline">4. 标签生成</Badge>
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<ArrowRight className="h-4 w-4 text-gray-400" />
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<Badge variant="outline">5. 写入中台</Badge>
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</div>
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<p className="text-xs text-gray-500 mt-2">
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引擎自动识别数据源字段，按照用户资产数字化标准进行拆解，生成RFM评分和用户标签，最终写入数据中台
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</p>
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</div>
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</div>
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</CardContent>
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</Card>
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{/* 标签页 */}
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||||
<Tabs value={activeTab} onValueChange={setActiveTab}>
|
||||
<TabsList className="bg-white/80">
|
||||
<TabsTrigger value="tasks">拆解任务</TabsTrigger>
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<TabsTrigger value="rules">映射规则</TabsTrigger>
|
||||
<TabsTrigger value="logs">执行日志</TabsTrigger>
|
||||
</TabsList>
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||||
|
||||
{/* 拆解任务列表 */}
|
||||
<TabsContent value="tasks" className="mt-4 space-y-3">
|
||||
{tasks.map(task => (
|
||||
<Card key={task.id} className="border-0 shadow-sm bg-white/80">
|
||||
<CardContent className="p-4">
|
||||
<div className="flex items-start justify-between mb-4">
|
||||
<div className="flex items-center gap-3">
|
||||
<div className="p-2.5 rounded-xl bg-purple-100">
|
||||
<Brain className="h-5 w-5 text-purple-600" />
|
||||
</div>
|
||||
<div>
|
||||
<div className="flex items-center gap-2">
|
||||
<h3 className="font-semibold text-gray-900">{task.name}</h3>
|
||||
{getStatusBadge(task.status)}
|
||||
</div>
|
||||
<p className="text-sm text-gray-500">{task.description}</p>
|
||||
<div className="text-xs text-gray-400 mt-1 font-mono">
|
||||
{task.sourceDb}.{task.sourceCollection}
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
<div className="flex items-center gap-2">
|
||||
{task.status === 'idle' && (
|
||||
<Button size="sm" onClick={() => runTask(task.id)}>
|
||||
<Play className="h-4 w-4 mr-1" /> 执行
|
||||
</Button>
|
||||
)}
|
||||
<Button size="sm" variant="ghost" onClick={() => setSelectedTask(task)}>
|
||||
<Settings className="h-4 w-4" />
|
||||
</Button>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
{/* 进度条 */}
|
||||
<div className="mb-4">
|
||||
<div className="flex items-center justify-between text-sm mb-1">
|
||||
<span className="text-gray-500">处理进度</span>
|
||||
<span className="font-medium">{task.progress.toFixed(0)}%</span>
|
||||
</div>
|
||||
<Progress value={task.progress} className="h-2" />
|
||||
</div>
|
||||
|
||||
{/* 步骤流程 */}
|
||||
<div className="flex items-center justify-between mb-4">
|
||||
{task.steps.map((step, i) => (
|
||||
<div key={i} className="flex items-center">
|
||||
<div className="flex flex-col items-center">
|
||||
{getStepIcon(step.status)}
|
||||
<span className="text-xs text-gray-500 mt-1">{step.name}</span>
|
||||
{step.result && (
|
||||
<span className="text-xs text-green-600">{step.result}</span>
|
||||
)}
|
||||
</div>
|
||||
{i < task.steps.length - 1 && (
|
||||
<div className={`w-16 h-0.5 mx-2 ${step.status === 'completed' ? 'bg-green-300' : 'bg-gray-200'}`} />
|
||||
)}
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
|
||||
{/* 统计信息 */}
|
||||
<div className="grid grid-cols-4 gap-4 text-sm pt-3 border-t">
|
||||
<div>
|
||||
<span className="text-gray-500">总记录:</span>
|
||||
<span className="ml-2 font-medium">{formatNumber(task.stats.totalRecords)}</span>
|
||||
</div>
|
||||
<div>
|
||||
<span className="text-gray-500">已分析:</span>
|
||||
<span className="ml-2 font-medium text-blue-600">{formatNumber(task.stats.analyzedRecords)}</span>
|
||||
</div>
|
||||
<div>
|
||||
<span className="text-gray-500">已打标:</span>
|
||||
<span className="ml-2 font-medium text-green-600">{formatNumber(task.stats.taggedRecords)}</span>
|
||||
</div>
|
||||
<div>
|
||||
<span className="text-gray-500">新标签:</span>
|
||||
<span className="ml-2 font-medium text-purple-600">{task.stats.newTags}</span>
|
||||
</div>
|
||||
</div>
|
||||
</CardContent>
|
||||
</Card>
|
||||
))}
|
||||
</TabsContent>
|
||||
|
||||
{/* 字段映射规则 */}
|
||||
<TabsContent value="rules" className="mt-4">
|
||||
<Card className="border-0 shadow-sm bg-white/80">
|
||||
<CardHeader>
|
||||
<CardTitle className="text-sm font-medium">标准字段映射规则</CardTitle>
|
||||
</CardHeader>
|
||||
<CardContent>
|
||||
<div className="space-y-2">
|
||||
{STANDARD_FIELD_MAPPINGS.map((mapping, i) => (
|
||||
<div key={i} className="flex items-center justify-between p-3 rounded-lg bg-gray-50 hover:bg-gray-100">
|
||||
<div className="flex items-center gap-4">
|
||||
<Badge variant="outline" className="font-mono">{mapping.sourceField}</Badge>
|
||||
<ArrowRight className="h-4 w-4 text-gray-400" />
|
||||
<Badge className="bg-purple-100 text-purple-700 font-mono">{mapping.targetField}</Badge>
|
||||
</div>
|
||||
<div className="flex items-center gap-3">
|
||||
<span className="text-sm text-gray-500">{mapping.transformRule}</span>
|
||||
{mapping.aiEnhance && (
|
||||
<Badge className="bg-blue-100 text-blue-700">
|
||||
<Sparkles className="h-3 w-3 mr-1" />AI增强
|
||||
</Badge>
|
||||
)}
|
||||
</div>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
</CardContent>
|
||||
</Card>
|
||||
</TabsContent>
|
||||
|
||||
{/* 执行日志 */}
|
||||
<TabsContent value="logs" className="mt-4">
|
||||
<Card className="border-0 shadow-sm bg-white/80">
|
||||
<CardHeader>
|
||||
<CardTitle className="text-sm font-medium">执行日志</CardTitle>
|
||||
</CardHeader>
|
||||
<CardContent>
|
||||
<div className="space-y-2 font-mono text-xs">
|
||||
<div className="p-2 rounded bg-gray-900 text-green-400">
|
||||
[2024-01-30 14:32:15] INFO: AI标签引擎启动
|
||||
</div>
|
||||
<div className="p-2 rounded bg-gray-900 text-green-400">
|
||||
[2024-01-30 14:32:16] INFO: 连接数据源 KR_腾讯.qq_phone
|
||||
</div>
|
||||
<div className="p-2 rounded bg-gray-900 text-green-400">
|
||||
[2024-01-30 14:32:18] INFO: 发现 705,000,000 条记录
|
||||
</div>
|
||||
<div className="p-2 rounded bg-gray-900 text-yellow-400">
|
||||
[2024-01-30 14:32:20] WARN: 字段 'phone' 存在格式不统一，启用AI格式化
|
||||
</div>
|
||||
<div className="p-2 rounded bg-gray-900 text-green-400">
|
||||
[2024-01-30 14:35:45] INFO: AI拆解完成，提取字段: phone, qq, province
|
||||
</div>
|
||||
<div className="p-2 rounded bg-gray-900 text-green-400">
|
||||
[2024-01-30 14:40:12] INFO: 生成标签: 社交活跃度, 地域分布, QQ等级
|
||||
</div>
|
||||
<div className="p-2 rounded bg-gray-900 text-green-400">
|
||||
[2024-01-30 14:45:30] INFO: 数据写入 KR.用户估值 完成
|
||||
</div>
|
||||
</div>
|
||||
</CardContent>
|
||||
</Card>
|
||||
</TabsContent>
|
||||
</Tabs>
|
||||
|
||||
{/* 新建任务弹窗 */}
|
||||
<Dialog open={showConfigDialog} onOpenChange={setShowConfigDialog}>
|
||||
<DialogContent className="max-w-lg">
|
||||
<DialogHeader>
|
||||
<DialogTitle>新建AI拆解任务</DialogTitle>
|
||||
<DialogDescription>配置数据源和拆解规则</DialogDescription>
|
||||
</DialogHeader>
|
||||
<div className="space-y-4 py-4">
|
||||
<div className="grid grid-cols-2 gap-4">
|
||||
<div className="space-y-2">
|
||||
<Label>数据源</Label>
|
||||
<Select>
|
||||
<SelectTrigger>
|
||||
<SelectValue placeholder="选择数据库" />
|
||||
</SelectTrigger>
|
||||
<SelectContent>
|
||||
<SelectItem value="kr_tencent">KR_腾讯</SelectItem>
|
||||
<SelectItem value="kr_weibo">KR_微博</SelectItem>
|
||||
<SelectItem value="kr_jd">KR_京东</SelectItem>
|
||||
<SelectItem value="ckb">cunkebao_v3</SelectItem>
|
||||
</SelectContent>
|
||||
</Select>
|
||||
</div>
|
||||
<div className="space-y-2">
|
||||
<Label>目标表</Label>
|
||||
<Select>
|
||||
<SelectTrigger>
|
||||
<SelectValue placeholder="选择目标" />
|
||||
</SelectTrigger>
|
||||
<SelectContent>
|
||||
<SelectItem value="valuation">KR.用户估值</SelectItem>
|
||||
<SelectItem value="ckb_view">KR_存客宝.用户资产统一视图</SelectItem>
|
||||
</SelectContent>
|
||||
</Select>
|
||||
</div>
|
||||
</div>
|
||||
<div className="space-y-2">
|
||||
<Label>AI模型</Label>
|
||||
<Select defaultValue="qwen">
|
||||
<SelectTrigger>
|
||||
<SelectValue />
|
||||
</SelectTrigger>
|
||||
<SelectContent>
|
||||
<SelectItem value="qwen">Qwen2.5 (本地)</SelectItem>
|
||||
<SelectItem value="deepseek">DeepSeek-V3</SelectItem>
|
||||
</SelectContent>
|
||||
</Select>
|
||||
</div>
|
||||
<div className="space-y-2">
|
||||
<Label>拆解规则说明</Label>
|
||||
<Textarea placeholder="描述需要拆解的字段和转换规则..." rows={3} />
|
||||
</div>
|
||||
</div>
|
||||
<DialogFooter>
|
||||
<Button variant="outline" onClick={() => setShowConfigDialog(false)}>取消</Button>
|
||||
<Button onClick={() => setShowConfigDialog(false)}>创建任务</Button>
|
||||
</DialogFooter>
|
||||
</DialogContent>
|
||||
</Dialog>
|
||||
</div>
|
||||
</div>
|
||||
)
|
||||
}
|
||||
Reference in New Issue
Block a user