ems-core/frontend/src/pages/AIOperations/index.tsx

import { useEffect, useState } from 'react';
import {
  Card, Row, Col, Statistic, Tag, Tabs, Button, Table, Space, Progress,
  Drawer, Descriptions, Timeline, Badge, Select, message, Tooltip, Empty,
  Modal, List, Calendar, Input,
} from 'antd';
import {
  RobotOutlined, HeartOutlined, AlertOutlined, MedicineBoxOutlined,
  ToolOutlined, BulbOutlined, SyncOutlined, ArrowUpOutlined,
  ArrowDownOutlined, MinusOutlined, ThunderboltOutlined,
  ExperimentOutlined, SafetyCertificateOutlined, EyeOutlined,
  CheckCircleOutlined, CloseCircleOutlined, WarningOutlined,
  InfoCircleOutlined, FireOutlined,
} from '@ant-design/icons';
import ReactECharts from 'echarts-for-react';
import dayjs from 'dayjs';
import {
  getAiOpsDashboard, getAiOpsHealth, getAiOpsHealthHistory,
  getAiOpsAnomalies, updateAnomalyStatus, triggerAnomalyScan,
  getAiOpsDiagnostics, runDeviceDiagnostics,
  getAiOpsPredictions, getAiOpsMaintenanceSchedule,
  getAiOpsInsights, triggerInsights, triggerHealthCalc, triggerPredictions,
} from '../../services/api';

const severityColors: Record<string, string> = {
  critical: 'red', warning: 'orange', info: 'blue',
};
const statusColors: Record<string, string> = {
  healthy: 'green', warning: 'orange', critical: 'red',
  detected: 'red', investigating: 'orange', resolved: 'green', false_positive: 'default',
  generated: 'blue', reviewed: 'cyan', action_taken: 'green',
  predicted: 'orange', scheduled: 'blue', completed: 'green', false_alarm: 'default',
};
const trendIcons: Record<string, React.ReactNode> = {
  improving: <ArrowUpOutlined style={{ color: '#52c41a' }} />,
  stable: <MinusOutlined style={{ color: '#1890ff' }} />,
  degrading: <ArrowDownOutlined style={{ color: '#f5222d' }} />,
};
const anomalyTypeLabels: Record<string, string> = {
  power_drop: '功率下降', efficiency_loss: '能效降低', abnormal_temperature: '温度异常',
  communication_loss: '通讯中断', pattern_deviation: '模式偏移',
};
const urgencyColors: Record<string, string> = {
  critical: 'red', high: 'orange', medium: 'blue', low: 'default',
};
const impactColors: Record<string, string> = {
  high: 'red', medium: 'orange', low: 'blue',
};
const insightTypeLabels: Record<string, string> = {
  efficiency_trend: '效率趋势', cost_anomaly: '费用异常',
  performance_comparison: '性能对比', seasonal_pattern: '季节性规律',
};

// ── Tab: Health Overview ───────────────────────────────────────────

function HealthOverview() {
  const [devices, setDevices] = useState<any[]>([]);
  const [loading, setLoading] = useState(true);
  const [detailDevice, setDetailDevice] = useState<any>(null);
  const [history, setHistory] = useState<any[]>([]);
  const [historyLoading, setHistoryLoading] = useState(false);

  useEffect(() => { loadHealth(); }, []);

  const loadHealth = async () => {
    setLoading(true);
    try {
      const data = await getAiOpsHealth();
      setDevices(Array.isArray(data) ? data : []);
    } catch { message.error('加载健康数据失败'); }
    finally { setLoading(false); }
  };

  const loadHistory = async (deviceId: number) => {
    setHistoryLoading(true);
    try {
      const data = await getAiOpsHealthHistory(deviceId, { days: 30 });
      setHistory(Array.isArray(data) ? data : []);
    } catch { /* ignore */ }
    finally { setHistoryLoading(false); }
  };

  const showDetail = (device: any) => {
    setDetailDevice(device);
    loadHistory(device.device_id);
  };

  const handleRecalculate = async () => {
    message.loading({ content: '正在计算健康评分...', key: 'calc' });
    try {
      await triggerHealthCalc();
      message.success({ content: '健康评分计算完成', key: 'calc' });
      loadHealth();
    } catch { message.error({ content: '计算失败', key: 'calc' }); }
  };

  const getScoreColor = (score: number) => {
    if (score >= 80) return '#52c41a';
    if (score >= 60) return '#faad14';
    return '#f5222d';
  };

  const gaugeOption = (score: number) => ({
    series: [{
      type: 'gauge',
      startAngle: 200,
      endAngle: -20,
      min: 0,
      max: 100,
      itemStyle: { color: getScoreColor(score) },
      progress: { show: true, width: 12 },
      pointer: { show: false },
      axisLine: { lineStyle: { width: 12, color: [[1, '#e6e6e6']] } },
      axisTick: { show: false },
      splitLine: { show: false },
      axisLabel: { show: false },
      detail: {
        valueAnimation: true,
        fontSize: 24,
        fontWeight: 'bold',
        offsetCenter: [0, '0%'],
        formatter: '{value}',
        color: getScoreColor(score),
      },
      data: [{ value: score }],
    }],
  });

  const historyOption = history.length > 0 ? {
    tooltip: { trigger: 'axis' },
    xAxis: {
      type: 'category',
      data: history.map((h: any) => dayjs(h.timestamp).format('MM-DD HH:mm')),
    },
    yAxis: { type: 'value', min: 0, max: 100, name: '健康评分' },
    series: [{
      type: 'line',
      data: history.map((h: any) => h.health_score),
      smooth: true,
      areaStyle: { opacity: 0.15 },
      markLine: {
        data: [
          { yAxis: 80, label: { formatter: '健康' }, lineStyle: { color: '#52c41a', type: 'dashed' } },
          { yAxis: 60, label: { formatter: '警告' }, lineStyle: { color: '#faad14', type: 'dashed' } },
        ],
      },
    }],
    grid: { top: 30, right: 30, bottom: 30, left: 50 },
  } : null;

  const radarOption = detailDevice?.factors ? {
    radar: {
      indicator: [
        { name: '功率稳定', max: 100 },
        { name: '能效水平', max: 100 },
        { name: '告警频率', max: 100 },
        { name: '运行时间', max: 100 },
        { name: '温度状态', max: 100 },
      ],
    },
    series: [{
      type: 'radar',
      data: [{
        value: [
          detailDevice.factors.power_stability || 0,
          detailDevice.factors.efficiency || 0,
          detailDevice.factors.alarm_frequency || 0,
          detailDevice.factors.uptime || 0,
          detailDevice.factors.temperature || 0,
        ],
        areaStyle: { opacity: 0.2 },
      }],
    }],
  } : null;

  return (
    <div>
      <div style={{ marginBottom: 16, display: 'flex', justifyContent: 'space-between' }}>
        <span style={{ fontSize: 16, fontWeight: 500 }}>
          <HeartOutlined style={{ marginRight: 8 }} />
          设备健康总览
        </span>
        <Button icon={<SyncOutlined />} onClick={handleRecalculate}>重新计算</Button>
      </div>
      <Row gutter={[16, 16]}>
        {loading ? (
          <Col span={24}><Card loading /></Col>
        ) : devices.length === 0 ? (
          <Col span={24}><Card><Empty description="暂无健康评分数据，请点击「重新计算」" /></Card></Col>
        ) : devices.map((d: any) => (
          <Col xs={24} sm={12} md={8} lg={6} key={d.device_id}>
            <Card
              hoverable
              onClick={() => showDetail(d)}
              styles={{ body: { padding: 16, textAlign: 'center' } }}
            >
              <div style={{ fontSize: 14, fontWeight: 500, marginBottom: 4 }}>{d.device_name}</div>
              <Tag color="blue" style={{ marginBottom: 8 }}>{d.device_type}</Tag>
              <div style={{ height: 130 }}>
                <ReactECharts option={gaugeOption(d.health_score)} style={{ height: 130 }} />
              </div>
              <Space>
                <Tag color={statusColors[d.status]}>{d.status === 'healthy' ? '健康' : d.status === 'warning' ? '警告' : '危险'}</Tag>
                <span>{trendIcons[d.trend]} {d.trend === 'improving' ? '改善' : d.trend === 'degrading' ? '下降' : '稳定'}</span>
              </Space>
            </Card>
          </Col>
        ))}
      </Row>

      <Drawer
        title={detailDevice ? `${detailDevice.device_name} - 健康详情` : ''}
        open={!!detailDevice}
        onClose={() => setDetailDevice(null)}
        width={720}
      >
        {detailDevice && (
          <>
            <Descriptions column={2} bordered size="small" style={{ marginBottom: 24 }}>
              <Descriptions.Item label="设备">{detailDevice.device_name}</Descriptions.Item>
              <Descriptions.Item label="类型">{detailDevice.device_type}</Descriptions.Item>
              <Descriptions.Item label="健康评分">
                <span style={{ fontSize: 24, fontWeight: 'bold', color: getScoreColor(detailDevice.health_score) }}>
                  {detailDevice.health_score}
                </span>
              </Descriptions.Item>
              <Descriptions.Item label="状态">
                <Tag color={statusColors[detailDevice.status]}>
                  {detailDevice.status === 'healthy' ? '健康' : detailDevice.status === 'warning' ? '警告' : '危险'}
                </Tag>
              </Descriptions.Item>
              <Descriptions.Item label="趋势" span={2}>
                {trendIcons[detailDevice.trend]} {detailDevice.trend === 'improving' ? '持续改善' : detailDevice.trend === 'degrading' ? '持续下降' : '保持稳定'}
              </Descriptions.Item>
            </Descriptions>

            <Row gutter={16}>
              <Col span={12}>
                <Card title="因素分析" size="small">
                  {radarOption && <ReactECharts option={radarOption} style={{ height: 250 }} />}
                </Card>
              </Col>
              <Col span={12}>
                <Card title="评分历史" size="small" loading={historyLoading}>
                  {historyOption ? (
                    <ReactECharts option={historyOption} style={{ height: 250 }} />
                  ) : (
                    <Empty description="暂无历史数据" />
                  )}
                </Card>
              </Col>
            </Row>
          </>
        )}
      </Drawer>
    </div>
  );
}

// ── Tab: Anomaly Center ────────────────────────────────────────────

function AnomalyCenter() {
  const [anomalies, setAnomalies] = useState<any>({ total: 0, items: [] });
  const [loading, setLoading] = useState(true);
  const [filters, setFilters] = useState<Record<string, any>>({});
  const [page, setPage] = useState(1);

  useEffect(() => { loadAnomalies(); }, [page, filters]);

  const loadAnomalies = async () => {
    setLoading(true);
    try {
      const data = await getAiOpsAnomalies({ ...filters, page, page_size: 15 });
      setAnomalies(data || { total: 0, items: [] });
    } catch { message.error('加载异常数据失败'); }
    finally { setLoading(false); }
  };

  const handleScan = async () => {
    message.loading({ content: '正在扫描异常...', key: 'scan' });
    try {
      const result = await triggerAnomalyScan() as any;
      message.success({ content: `扫描完成，发现 ${result?.anomalies_found || 0} 个异常`, key: 'scan' });
      loadAnomalies();
    } catch { message.error({ content: '扫描失败', key: 'scan' }); }
  };

  const handleStatusUpdate = async (id: number, status: string) => {
    try {
      await updateAnomalyStatus(id, { status });
      message.success('状态已更新');
      loadAnomalies();
    } catch { message.error('更新失败'); }
  };

  const columns = [
    {
      title: '时间', dataIndex: 'detected_at', width: 160,
      render: (v: string) => dayjs(v).format('YYYY-MM-DD HH:mm'),
    },
    { title: '设备', dataIndex: 'device_name', width: 120 },
    {
      title: '异常类型', dataIndex: 'anomaly_type', width: 100,
      render: (v: string) => anomalyTypeLabels[v] || v,
    },
    {
      title: '严重度', dataIndex: 'severity', width: 80,
      render: (v: string) => <Tag color={severityColors[v]}>{v === 'critical' ? '严重' : v === 'warning' ? '警告' : '信息'}</Tag>,
    },
    { title: '描述', dataIndex: 'description', ellipsis: true },
    {
      title: '偏差', dataIndex: 'deviation_percent', width: 80,
      render: (v: number) => v != null ? `${v}%` : '-',
    },
    {
      title: '状态', dataIndex: 'status', width: 100,
      render: (v: string) => <Tag color={statusColors[v]}>{v === 'detected' ? '已检测' : v === 'investigating' ? '调查中' : v === 'resolved' ? '已解决' : '误报'}</Tag>,
    },
    {
      title: '操作', width: 200,
      render: (_: any, r: any) => r.status === 'detected' ? (
        <Space size="small">
          <Button size="small" onClick={() => handleStatusUpdate(r.id, 'investigating')}>调查</Button>
          <Button size="small" onClick={() => handleStatusUpdate(r.id, 'resolved')}>已解决</Button>
          <Button size="small" onClick={() => handleStatusUpdate(r.id, 'false_positive')}>误报</Button>
        </Space>
      ) : r.status === 'investigating' ? (
        <Space size="small">
          <Button size="small" type="primary" onClick={() => handleStatusUpdate(r.id, 'resolved')}>已解决</Button>
          <Button size="small" onClick={() => handleStatusUpdate(r.id, 'false_positive')}>误报</Button>
        </Space>
      ) : null,
    },
  ];

  return (
    <div>
      <div style={{ marginBottom: 16, display: 'flex', justifyContent: 'space-between', flexWrap: 'wrap', gap: 8 }}>
        <Space wrap>
          <Select
            placeholder="严重度" allowClear style={{ width: 120 }}
            onChange={(v) => setFilters((f) => ({ ...f, severity: v }))}
            options={[
              { label: '严重', value: 'critical' },
              { label: '警告', value: 'warning' },
              { label: '信息', value: 'info' },
            ]}
          />
          <Select
            placeholder="状态" allowClear style={{ width: 120 }}
            onChange={(v) => setFilters((f) => ({ ...f, status: v }))}
            options={[
              { label: '已检测', value: 'detected' },
              { label: '调查中', value: 'investigating' },
              { label: '已解决', value: 'resolved' },
              { label: '误报', value: 'false_positive' },
            ]}
          />
        </Space>
        <Button type="primary" icon={<ExperimentOutlined />} onClick={handleScan}>扫描异常</Button>
      </div>
      <Table
        columns={columns}
        dataSource={anomalies.items}
        rowKey="id"
        loading={loading}
        pagination={{
          current: page,
          pageSize: 15,
          total: anomalies.total,
          onChange: setPage,
          showTotal: (t) => `共 ${t} 条`,
        }}
        size="small"
      />
    </div>
  );
}

// ── Tab: Diagnostic Panel ──────────────────────────────────────────

function DiagnosticPanel() {
  const [reports, setReports] = useState<any>({ total: 0, items: [] });
  const [loading, setLoading] = useState(true);
  const [detailReport, setDetailReport] = useState<any>(null);
  const [page, setPage] = useState(1);
  const [devices, setDevices] = useState<any[]>([]);

  useEffect(() => { loadReports(); loadDeviceList(); }, [page]);

  const loadReports = async () => {
    setLoading(true);
    try {
      const data = await getAiOpsDiagnostics({ page, page_size: 15 });
      setReports(data || { total: 0, items: [] });
    } catch { message.error('加载诊断报告失败'); }
    finally { setLoading(false); }
  };

  const loadDeviceList = async () => {
    try {
      const data = await getAiOpsHealth();
      setDevices(Array.isArray(data) ? data : []);
    } catch { /* ignore */ }
  };

  const handleRun = async (deviceId: number) => {
    message.loading({ content: '正在运行诊断...', key: 'diag' });
    try {
      const result = await runDeviceDiagnostics(deviceId);
      message.success({ content: '诊断完成', key: 'diag' });
      setDetailReport(result);
      loadReports();
    } catch { message.error({ content: '诊断失败', key: 'diag' }); }
  };

  const columns = [
    {
      title: '时间', dataIndex: 'generated_at', width: 160,
      render: (v: string) => dayjs(v).format('YYYY-MM-DD HH:mm'),
    },
    { title: '设备', dataIndex: 'device_name', width: 120 },
    {
      title: '类型', dataIndex: 'report_type', width: 80,
      render: (v: string) => v === 'routine' ? '常规' : v === 'triggered' ? '触发' : '综合',
    },
    {
      title: '发现', dataIndex: 'findings', ellipsis: true,
      render: (v: any[]) => v?.length ? v.map((f: any) => f.finding).join('; ') : '-',
    },
    {
      title: '影响评估', dataIndex: 'estimated_impact',
      render: (v: any) => v ? (
        <span>
          {v.energy_loss_kwh > 0 && <Tag>电量损失 {v.energy_loss_kwh} kWh</Tag>}
          {v.cost_impact_yuan > 0 && <Tag color="orange">费用 {v.cost_impact_yuan} 元</Tag>}
          {v.energy_loss_kwh === 0 && v.cost_impact_yuan === 0 && <Tag color="green">无影响</Tag>}
        </span>
      ) : '-',
    },
    {
      title: '状态', dataIndex: 'status', width: 80,
      render: (v: string) => <Tag color={statusColors[v]}>{v === 'generated' ? '已生成' : v === 'reviewed' ? '已审阅' : '已处理'}</Tag>,
    },
    {
      title: '操作', width: 80,
      render: (_: any, r: any) => (
        <Button size="small" icon={<EyeOutlined />} onClick={() => setDetailReport(r)}>查看</Button>
      ),
    },
  ];

  return (
    <div>
      <div style={{ marginBottom: 16, display: 'flex', justifyContent: 'space-between' }}>
        <span style={{ fontSize: 16, fontWeight: 500 }}>
          <MedicineBoxOutlined style={{ marginRight: 8 }} />
          诊断报告
        </span>
        <Select
          placeholder="选择设备运行诊断" style={{ width: 300 }}
          showSearch optionFilterProp="label"
          onChange={(v) => handleRun(v)}
          options={devices.map((d: any) => ({ label: `${d.device_name} (${d.device_type})`, value: d.device_id }))}
        />
      </div>
      <Table
        columns={columns}
        dataSource={reports.items}
        rowKey="id"
        loading={loading}
        pagination={{ current: page, pageSize: 15, total: reports.total, onChange: setPage, showTotal: (t) => `共 ${t} 条` }}
        size="small"
      />

      <Drawer
        title="诊断报告详情"
        open={!!detailReport}
        onClose={() => setDetailReport(null)}
        width={640}
      >
        {detailReport && (
          <>
            <Descriptions column={2} bordered size="small" style={{ marginBottom: 16 }}>
              <Descriptions.Item label="设备">{detailReport.device_name}</Descriptions.Item>
              <Descriptions.Item label="类型">{detailReport.report_type}</Descriptions.Item>
              <Descriptions.Item label="时间" span={2}>{dayjs(detailReport.generated_at).format('YYYY-MM-DD HH:mm')}</Descriptions.Item>
            </Descriptions>

            <Card title="诊断发现" size="small" style={{ marginBottom: 16 }}>
              <Timeline
                items={(detailReport.findings || []).map((f: any) => ({
                  color: f.severity === 'warning' ? 'orange' : f.severity === 'critical' ? 'red' : 'blue',
                  children: (
                    <div>
                      <div style={{ fontWeight: 500 }}>{f.finding}</div>
                      <div style={{ color: '#888', fontSize: 12 }}>{f.detail}</div>
                    </div>
                  ),
                }))}
              />
            </Card>

            {detailReport.recommendations?.length > 0 && (
              <Card title="建议措施" size="small" style={{ marginBottom: 16 }}>
                <List
                  size="small"
                  dataSource={detailReport.recommendations}
                  renderItem={(r: any) => (
                    <List.Item>
                      <List.Item.Meta
                        avatar={<Tag color={r.priority === 'high' ? 'red' : r.priority === 'medium' ? 'orange' : 'blue'}>{r.priority === 'high' ? '高' : r.priority === 'medium' ? '中' : '低'}</Tag>}
                        title={r.action}
                        description={r.detail}
                      />
                    </List.Item>
                  )}
                />
              </Card>
            )}

            {detailReport.estimated_impact && (
              <Card title="影响评估" size="small">
                <Row gutter={16}>
                  <Col span={12}>
                    <Statistic title="预计电量损失" value={detailReport.estimated_impact.energy_loss_kwh} suffix="kWh" />
                  </Col>
                  <Col span={12}>
                    <Statistic title="预计费用影响" value={detailReport.estimated_impact.cost_impact_yuan} suffix="元" prefix="&yen;" />
                  </Col>
                </Row>
              </Card>
            )}
          </>
        )}
      </Drawer>
    </div>
  );
}

// ── Tab: Maintenance Predictor ─────────────────────────────────────

function MaintenancePredictor() {
  const [predictions, setPredictions] = useState<any>({ total: 0, items: [] });
  const [schedule, setSchedule] = useState<any[]>([]);
  const [loading, setLoading] = useState(true);
  const [page, setPage] = useState(1);

  useEffect(() => { loadData(); }, [page]);

  const loadData = async () => {
    setLoading(true);
    try {
      const [pred, sched] = await Promise.all([
        getAiOpsPredictions({ page, page_size: 15 }),
        getAiOpsMaintenanceSchedule(),
      ]);
      setPredictions(pred || { total: 0, items: [] });
      setSchedule(Array.isArray(sched) ? sched : []);
    } catch { message.error('加载预测数据失败'); }
    finally { setLoading(false); }
  };

  const handleGenerate = async () => {
    message.loading({ content: '正在生成维护预测...', key: 'pred' });
    try {
      const result = await triggerPredictions() as any;
      message.success({ content: `生成 ${result?.generated || 0} 条预测`, key: 'pred' });
      loadData();
    } catch { message.error({ content: '生成失败', key: 'pred' }); }
  };

  const columns = [
    {
      title: '设备', dataIndex: 'device_name', width: 120,
    },
    { title: '部件', dataIndex: 'component', width: 120 },
    { title: '故障模式', dataIndex: 'failure_mode', ellipsis: true },
    {
      title: '概率', dataIndex: 'probability', width: 80,
      render: (v: number) => <Progress percent={Math.round(v * 100)} size="small" />,
    },
    {
      title: '预计故障日期', dataIndex: 'predicted_failure_date', width: 120,
      render: (v: string) => v ? dayjs(v).format('YYYY-MM-DD') : '-',
    },
    {
      title: '紧急度', dataIndex: 'urgency', width: 80,
      render: (v: string) => <Tag color={urgencyColors[v]}>{v === 'critical' ? '紧急' : v === 'high' ? '高' : v === 'medium' ? '中' : '低'}</Tag>,
    },
    {
      title: '停机(h)', dataIndex: 'estimated_downtime_hours', width: 80,
    },
    {
      title: '维修费(元)', dataIndex: 'estimated_repair_cost', width: 100,
      render: (v: number) => v ? `${v.toLocaleString()}` : '-',
    },
    {
      title: '状态', dataIndex: 'status', width: 80,
      render: (v: string) => <Tag color={statusColors[v]}>{v === 'predicted' ? '预测' : v === 'scheduled' ? '已排期' : v === 'completed' ? '完成' : '误报'}</Tag>,
    },
  ];

  const calendarSchedule = schedule.reduce((acc: any, item: any) => {
    if (item.predicted_failure_date) {
      const key = dayjs(item.predicted_failure_date).format('YYYY-MM-DD');
      if (!acc[key]) acc[key] = [];
      acc[key].push(item);
    }
    return acc;
  }, {} as Record<string, any[]>);

  const dateCellRender = (value: dayjs.Dayjs) => {
    const key = value.format('YYYY-MM-DD');
    const items = calendarSchedule[key];
    if (!items) return null;
    return (
      <ul style={{ listStyle: 'none', padding: 0, margin: 0 }}>
        {items.slice(0, 2).map((item: any, i: number) => (
          <li key={i}>
            <Badge color={urgencyColors[item.urgency] || 'blue'} text={<span style={{ fontSize: 11 }}>{item.device_name}</span>} />
          </li>
        ))}
        {items.length > 2 && <li style={{ fontSize: 11, color: '#999' }}>+{items.length - 2} more</li>}
      </ul>
    );
  };

  return (
    <div>
      <div style={{ marginBottom: 16, display: 'flex', justifyContent: 'space-between' }}>
        <span style={{ fontSize: 16, fontWeight: 500 }}>
          <ToolOutlined style={{ marginRight: 8 }} />
          预测性维护
        </span>
        <Button type="primary" icon={<ExperimentOutlined />} onClick={handleGenerate}>生成预测</Button>
      </div>

      <Tabs
        items={[
          {
            key: 'list',
            label: '预测列表',
            children: (
              <Table
                columns={columns}
                dataSource={predictions.items}
                rowKey="id"
                loading={loading}
                pagination={{ current: page, pageSize: 15, total: predictions.total, onChange: setPage, showTotal: (t) => `共 ${t} 条` }}
                size="small"
              />
            ),
          },
          {
            key: 'calendar',
            label: '维护日历',
            children: (
              <Card>
                <Calendar cellRender={(value, info) => {
                  if (info.type === 'date') return dateCellRender(value);
                  return null;
                }} />
              </Card>
            ),
          },
        ]}
      />
    </div>
  );
}

// ── Tab: Insights Board ────────────────────────────────────────────

function InsightsBoard() {
  const [insights, setInsights] = useState<any>({ total: 0, items: [] });
  const [loading, setLoading] = useState(true);

  useEffect(() => { loadInsights(); }, []);

  const loadInsights = async () => {
    setLoading(true);
    try {
      const data = await getAiOpsInsights({ page_size: 50 });
      setInsights(data || { total: 0, items: [] });
    } catch { message.error('加载洞察数据失败'); }
    finally { setLoading(false); }
  };

  const handleGenerate = async () => {
    message.loading({ content: '正在生成运营洞察...', key: 'ins' });
    try {
      await triggerInsights();
      message.success({ content: '洞察生成完成', key: 'ins' });
      loadInsights();
    } catch { message.error({ content: '生成失败', key: 'ins' }); }
  };

  const typeIcons: Record<string, React.ReactNode> = {
    efficiency_trend: <ThunderboltOutlined />,
    cost_anomaly: <FireOutlined />,
    performance_comparison: <BarChartOutlined />,
    seasonal_pattern: <SafetyCertificateOutlined />,
  };

  const BarChartOutlined = () => <span>{"#"}</span>;

  return (
    <div>
      <div style={{ marginBottom: 16, display: 'flex', justifyContent: 'space-between' }}>
        <span style={{ fontSize: 16, fontWeight: 500 }}>
          <BulbOutlined style={{ marginRight: 8 }} />
          运营洞察
        </span>
        <Button type="primary" icon={<BulbOutlined />} onClick={handleGenerate}>生成洞察</Button>
      </div>
      {loading ? <Card loading /> : insights.items?.length === 0 ? (
        <Card><Empty description="暂无运营洞察，请点击「生成洞察」" /></Card>
      ) : (
        <Row gutter={[16, 16]}>
          {insights.items?.map((insight: any) => (
            <Col xs={24} sm={12} lg={8} key={insight.id}>
              <Card
                hoverable
                styles={{ body: { padding: 16 } }}
              >
                <div style={{ display: 'flex', justifyContent: 'space-between', marginBottom: 8 }}>
                  <Tag color={impactColors[insight.impact_level]}>
                    {insight.impact_level === 'high' ? '高影响' : insight.impact_level === 'medium' ? '中影响' : '低影响'}
                  </Tag>
                  <Tag>{insightTypeLabels[insight.insight_type] || insight.insight_type}</Tag>
                </div>
                <div style={{ fontSize: 15, fontWeight: 500, marginBottom: 8 }}>{insight.title}</div>
                <div style={{ color: '#666', fontSize: 13, marginBottom: 12, minHeight: 40 }}>{insight.description}</div>
                {insight.actionable && insight.recommended_action && (
                  <div style={{
                    background: '#f6ffed', border: '1px solid #b7eb8f', borderRadius: 4,
                    padding: '8px 12px', fontSize: 12,
                  }}>
                    <CheckCircleOutlined style={{ color: '#52c41a', marginRight: 4 }} />
                    {insight.recommended_action}
                  </div>
                )}
                <div style={{ marginTop: 8, fontSize: 11, color: '#999' }}>
                  {dayjs(insight.generated_at).format('YYYY-MM-DD HH:mm')}
                  {insight.valid_until && ` | 有效至 ${dayjs(insight.valid_until).format('MM-DD')}`}
                </div>
              </Card>
            </Col>
          ))}
        </Row>
      )}
    </div>
  );
}

// ── Main Page ──────────────────────────────────────────────────────

export default function AIOperations() {
  const [dashboard, setDashboard] = useState<any>(null);
  const [loading, setLoading] = useState(true);

  useEffect(() => { loadDashboard(); }, []);

  const loadDashboard = async () => {
    setLoading(true);
    try {
      const data = await getAiOpsDashboard();
      setDashboard(data);
    } catch { /* initial load may fail if no data */ }
    finally { setLoading(false); }
  };

  const health = dashboard?.health || {};
  const anomalyStats = dashboard?.anomalies?.stats || {};

  return (
    <div>
      {/* Overview cards */}
      <Row gutter={[16, 16]} style={{ marginBottom: 16 }}>
        <Col xs={12} sm={6}>
          <Card styles={{ body: { padding: 16 } }}>
            <Statistic
              title="平均健康评分"
              value={health.avg_score || '--'}
              suffix="/100"
              prefix={<HeartOutlined style={{ color: '#52c41a' }} />}
              loading={loading}
            />
          </Card>
        </Col>
        <Col xs={12} sm={6}>
          <Card styles={{ body: { padding: 16 } }}>
            <Statistic
              title="健康/警告/危险"
              value={`${health.healthy || 0}/${health.warning || 0}/${health.critical || 0}`}
              prefix={<SafetyCertificateOutlined style={{ color: '#1890ff' }} />}
              loading={loading}
            />
          </Card>
        </Col>
        <Col xs={12} sm={6}>
          <Card styles={{ body: { padding: 16 } }}>
            <Statistic
              title="近7天异常"
              value={anomalyStats.total || 0}
              prefix={<AlertOutlined style={{ color: '#faad14' }} />}
              loading={loading}
            />
          </Card>
        </Col>
        <Col xs={12} sm={6}>
          <Card styles={{ body: { padding: 16 } }}>
            <Statistic
              title="待处理预测"
              value={dashboard?.predictions?.length || 0}
              prefix={<ToolOutlined style={{ color: '#722ed1' }} />}
              loading={loading}
            />
          </Card>
        </Col>
      </Row>

      {/* Tabs */}
      <Card>
        <Tabs
          defaultActiveKey="health"
          items={[
            {
              key: 'health',
              label: <span><HeartOutlined /> 设备健康</span>,
              children: <HealthOverview />,
            },
            {
              key: 'anomalies',
              label: <span><AlertOutlined /> 异常检测</span>,
              children: <AnomalyCenter />,
            },
            {
              key: 'diagnostics',
              label: <span><MedicineBoxOutlined /> 智能诊断</span>,
              children: <DiagnosticPanel />,
            },
            {
              key: 'maintenance',
              label: <span><ToolOutlined /> 预测维护</span>,
              children: <MaintenancePredictor />,
            },
            {
              key: 'insights',
              label: <span><BulbOutlined /> 运营洞察</span>,
              children: <InsightsBoard />,
            },
          ]}
        />
      </Card>
    </div>
  );
}