"use client"

import { useState } from "react"
import {
  Boxes,
  Plus,
  Search,
  Play,
  Settings,
  CheckCircle,
  Clock,
  AlertTriangle,
  GitBranch,
  BarChart3,
  Cpu,
  TrendingUp,
} from "lucide-react"
import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card"
import { Button } from "@/components/ui/button"
import { Input } from "@/components/ui/input"
import { Badge } from "@/components/ui/badge"
import { Progress } from "@/components/ui/progress"
import { UploadModelDialog } from "@/components/dialogs/upload-model-dialog"

interface Model {
  id: string
  name: string
  type: "preset" | "custom"
  category: "clv" | "rfm" | "churn" | "fraud" | "segment"
  version: string
  status: "online" | "training" | "testing" | "offline"
  accuracy: number
  precision: number
  recall: number
  f1Score: number
  lastTrained: string
  inputFeatures: string[]
  outputFormat: string
  updateFrequency: string
  description: string
}

const MOCK_MODELS: Model[] = [
  {
    id: "1",
    name: "CLV预测模型",
    type: "preset",
    category: "clv",
    version: "v2.3.1",
    status: "online",
    accuracy: 87.5,
    precision: 85.2,
    recall: 89.1,
    f1Score: 87.1,
    lastTrained: "2025-12-10",
    inputFeatures: ["历史消费金额", "消费频次", "注册时长", "活跃度"],
    outputFormat: "CLV分数 (0-100)",
    updateFrequency: "每周",
    description: "基于用户历史行为预测客户终身价值",
  },
  {
    id: "2",
    name: "RFM评分模型",
    type: "preset",
    category: "rfm",
    version: "v1.5.0",
    status: "online",
    accuracy: 92.3,
    precision: 91.5,
    recall: 93.2,
    f1Score: 92.3,
    lastTrained: "2025-12-11",
    inputFeatures: ["最近消费时间", "消费频率", "消费金额"],
    outputFormat: "R/F/M各维度评分 (0-100)",
    updateFrequency: "每天",
    description: "基于RFM模型的用户价值分层",
  },
  {
    id: "3",
    name: "流失预警模型",
    type: "preset",
    category: "churn",
    version: "v3.1.2",
    status: "online",
    accuracy: 85.8,
    precision: 87.3,
    recall: 84.2,
    f1Score: 85.7,
    lastTrained: "2025-12-09",
    inputFeatures: ["活跃度变化", "消费趋势", "投诉记录", "登录频次"],
    outputFormat: "流失概率 (0-1)",
    updateFrequency: "每天",
    description: "预测用户未来30天流失概率",
  },
  {
    id: "4",
    name: "欺诈检测模型",
    type: "preset",
    category: "fraud",
    version: "v2.0.0",
    status: "online",
    accuracy: 96.2,
    precision: 94.8,
    recall: 97.5,
    f1Score: 96.1,
    lastTrained: "2025-12-08",
    inputFeatures: ["交易金额", "交易频率", "设备信息", "地理位置"],
    outputFormat: "欺诈风险等级 (低/中/高)",
    updateFrequency: "实时",
    description: "实时检测可疑交易行为",
  },
  {
    id: "5",
    name: "用户分群模型",
    type: "custom",
    category: "segment",
    version: "v1.0.0",
    status: "training",
    accuracy: 78.5,
    precision: 76.2,
    recall: 80.1,
    f1Score: 78.1,
    lastTrained: "2025-12-12",
    inputFeatures: ["消费行为", "浏览偏好", "互动记录", "人口属性"],
    outputFormat: "用户群体标签",
    updateFrequency: "每周",
    description: "基于多维特征的用户自动分群",
  },
]

const CATEGORY_CONFIG = {
  clv: { label: "CLV模型", color: "bg-blue-100 text-blue-700" },
  rfm: { label: "RFM模型", color: "bg-green-100 text-green-700" },
  churn: { label: "流失预警", color: "bg-orange-100 text-orange-700" },
  fraud: { label: "欺诈检测", color: "bg-red-100 text-red-700" },
  segment: { label: "用户分群", color: "bg-purple-100 text-purple-700" },
}

const STATUS_CONFIG = {
  online: { label: "已上线", color: "bg-green-100 text-green-700", icon: CheckCircle },
  training: { label: "训练中", color: "bg-blue-100 text-blue-700", icon: Cpu },
  testing: { label: "测试中", color: "bg-yellow-100 text-yellow-700", icon: Clock },
  offline: { label: "已下线", color: "bg-gray-100 text-gray-700", icon: AlertTriangle },
}

export default function ModelManagementPage() {
  const [models, setModels] = useState<Model[]>(MOCK_MODELS)
  const [searchQuery, setSearchQuery] = useState("")
  const [selectedModel, setSelectedModel] = useState<Model | null>(null)
  const [showUploadDialog, setShowUploadDialog] = useState(false)

  const stats = {
    total: models.length,
    online: models.filter((m) => m.status === "online").length,
    avgAccuracy: (models.reduce((sum, m) => sum + m.accuracy, 0) / models.length).toFixed(1),
    presetModels: models.filter((m) => m.type === "preset").length,
  }

  return (
    <div className="space-y-6 p-6">
      {/* Header */}
      <div className="flex flex-col md:flex-row md:items-center justify-between gap-4">
        <div>
          <h1 className="text-2xl font-bold text-gray-900">模型管理</h1>
          <p className="text-gray-500 mt-1">管理价值评估算法模型</p>
        </div>
        <Button
          className="bg-gradient-to-r from-blue-500 to-purple-500 text-white"
          onClick={() => setShowUploadDialog(true)}
        >
          <Plus className="w-4 h-4 mr-2" />
          上传自定义模型
        </Button>
      </div>

      {/* Stats */}
      <div className="grid grid-cols-2 lg:grid-cols-4 gap-4">
        <Card className="border-none shadow-sm bg-white/60 backdrop-blur-sm">
          <CardContent className="p-4">
            <div className="flex items-center gap-2 text-gray-500 text-sm mb-1">
              <Boxes className="w-4 h-4" />
              总模型数
            </div>
            <div className="text-2xl font-bold text-gray-900">{stats.total}</div>
          </CardContent>
        </Card>
        <Card className="border-none shadow-sm bg-white/60 backdrop-blur-sm">
          <CardContent className="p-4">
            <div className="flex items-center gap-2 text-gray-500 text-sm mb-1">
              <CheckCircle className="w-4 h-4 text-green-500" />
              已上线
            </div>
            <div className="text-2xl font-bold text-green-600">{stats.online}</div>
          </CardContent>
        </Card>
        <Card className="border-none shadow-sm bg-white/60 backdrop-blur-sm">
          <CardContent className="p-4">
            <div className="flex items-center gap-2 text-gray-500 text-sm mb-1">
              <TrendingUp className="w-4 h-4" />
              平均准确率
            </div>
            <div className="text-2xl font-bold text-gray-900">{stats.avgAccuracy}%</div>
          </CardContent>
        </Card>
        <Card className="border-none shadow-sm bg-white/60 backdrop-blur-sm">
          <CardContent className="p-4">
            <div className="flex items-center gap-2 text-gray-500 text-sm mb-1">
              <GitBranch className="w-4 h-4" />
              预置模型
            </div>
            <div className="text-2xl font-bold text-gray-900">{stats.presetModels}</div>
          </CardContent>
        </Card>
      </div>

      {/* Search */}
      <div className="relative max-w-md">
        <Search className="absolute left-3 top-1/2 transform -translate-y-1/2 text-gray-400 w-4 h-4" />
        <Input
          placeholder="搜索模型..."
          value={searchQuery}
          onChange={(e) => setSearchQuery(e.target.value)}
          className="pl-10 bg-white/60"
        />
      </div>

      {/* Model List */}
      <div className="grid grid-cols-1 lg:grid-cols-2 gap-6">
        {models
          .filter((m) => m.name.toLowerCase().includes(searchQuery.toLowerCase()))
          .map((model) => {
            const StatusIcon = STATUS_CONFIG[model.status].icon

            return (
              <Card
                key={model.id}
                className={`border-none shadow-sm bg-white/60 backdrop-blur-sm hover:shadow-md transition-shadow cursor-pointer ${selectedModel?.id === model.id ? "ring-2 ring-blue-500" : ""}`}
                onClick={() => setSelectedModel(model)}
              >
                <CardContent className="p-5">
                  <div className="flex items-start justify-between mb-4">
                    <div>
                      <div className="flex items-center gap-2 mb-1">
                        <h3 className="font-semibold text-gray-900">{model.name}</h3>
                        <Badge className={CATEGORY_CONFIG[model.category].color}>
                          {CATEGORY_CONFIG[model.category].label}
                        </Badge>
                      </div>
                      <p className="text-sm text-gray-500">{model.description}</p>
                    </div>
                    <Badge className={STATUS_CONFIG[model.status].color}>
                      <StatusIcon className={`w-3 h-3 mr-1 ${model.status === "training" ? "animate-spin" : ""}`} />
                      {STATUS_CONFIG[model.status].label}
                    </Badge>
                  </div>

                  <div className="grid grid-cols-4 gap-4 mb-4">
                    <div className="text-center p-2 rounded-lg bg-gray-50">
                      <div className="text-lg font-bold text-gray-900">{model.accuracy}%</div>
                      <div className="text-xs text-gray-500">准确率</div>
                    </div>
                    <div className="text-center p-2 rounded-lg bg-gray-50">
                      <div className="text-lg font-bold text-gray-900">{model.precision}%</div>
                      <div className="text-xs text-gray-500">精确率</div>
                    </div>
                    <div className="text-center p-2 rounded-lg bg-gray-50">
                      <div className="text-lg font-bold text-gray-900">{model.recall}%</div>
                      <div className="text-xs text-gray-500">召回率</div>
                    </div>
                    <div className="text-center p-2 rounded-lg bg-gray-50">
                      <div className="text-lg font-bold text-gray-900">{model.f1Score}%</div>
                      <div className="text-xs text-gray-500">F1分数</div>
                    </div>
                  </div>

                  <div className="flex items-center justify-between text-sm text-gray-500 pt-4 border-t border-gray-100">
                    <div className="flex items-center gap-4">
                      <span>版本: {model.version}</span>
                      <span>更新: {model.updateFrequency}</span>
                    </div>
                    <div className="flex items-center gap-2">
                      <Button variant="outline" size="sm">
                        <Play className="w-4 h-4 mr-1" />
                        测试
                      </Button>
                      <Button variant="ghost" size="sm">
                        <Settings className="w-4 h-4" />
                      </Button>
                    </div>
                  </div>
                </CardContent>
              </Card>
            )
          })}
      </div>

      {/* Model Detail Panel */}
      {selectedModel && (
        <Card className="border-none shadow-md bg-white/80 backdrop-blur-sm">
          <CardHeader>
            <CardTitle className="text-lg flex items-center gap-2">
              <BarChart3 className="w-5 h-5" />
              模型详情: {selectedModel.name}
            </CardTitle>
          </CardHeader>
          <CardContent>
            <div className="grid grid-cols-1 md:grid-cols-2 gap-6">
              <div>
                <h4 className="font-medium text-gray-900 mb-3">输入特征</h4>
                <div className="space-y-2">
                  {selectedModel.inputFeatures.map((feature, i) => (
                    <div key={i} className="flex items-center gap-2 p-2 rounded-lg bg-gray-50">
                      <div className="w-2 h-2 rounded-full bg-blue-500" />
                      <span className="text-sm text-gray-700">{feature}</span>
                    </div>
                  ))}
                </div>
              </div>
              <div>
                <h4 className="font-medium text-gray-900 mb-3">输出格式</h4>
                <div className="p-3 rounded-lg bg-gray-50">
                  <code className="text-sm text-gray-700">{selectedModel.outputFormat}</code>
                </div>

                <h4 className="font-medium text-gray-900 mb-3 mt-6">模型指标</h4>
                <div className="space-y-3">
                  <div>
                    <div className="flex justify-between text-sm mb-1">
                      <span>准确率</span>
                      <span>{selectedModel.accuracy}%</span>
                    </div>
                    <Progress value={selectedModel.accuracy} className="h-2" />
                  </div>
                  <div>
                    <div className="flex justify-between text-sm mb-1">
                      <span>精确率</span>
                      <span>{selectedModel.precision}%</span>
                    </div>
                    <Progress value={selectedModel.precision} className="h-2" />
                  </div>
                  <div>
                    <div className="flex justify-between text-sm mb-1">
                      <span>召回率</span>
                      <span>{selectedModel.recall}%</span>
                    </div>
                    <Progress value={selectedModel.recall} className="h-2" />
                  </div>
                </div>
              </div>
            </div>
          </CardContent>
        </Card>
      )}

      <UploadModelDialog open={showUploadDialog} onOpenChange={setShowUploadDialog} />
    </div>
  )
}