/**
 * Admin Dashboard Component
 * Comprehensive monitoring and management interface for Medical AI Platform
 * 
 * Features:
 * - Real-time system health monitoring
 * - Pipeline statistics and performance metrics
 * - Model performance tracking
 * - Cache management
 * - Alert management
 * - Review queue management
 * - Compliance overview
 */

import React, { useState, useEffect } from 'react';
import { Activity, AlertCircle, BarChart3, Database, GitBranch, Shield, Clock, TrendingUp } from 'lucide-react';

interface DashboardData {
  status: string;
  timestamp: string;
  system: {
    uptime_seconds: number;
    uptime_human: string;
    error_rate: number;
    total_requests: number;
    error_threshold: number;
    status: string;
  };
  pipeline: {
    total_jobs_processed: number;
    completed_jobs: number;
    failed_jobs: number;
    processing_jobs: number;
    success_rate: number;
  };
  models: {
    total_registered: number;
    performance: Record<string, ModelPerformance>;
  };
  synthesis: {
    total_syntheses: number;
    avg_confidence: number;
    requiring_review: number;
    avg_processing_time_ms: number;
  };
  cache: {
    total_entries: number;
    hits: number;
    misses: number;
    hit_rate: number;
    evictions: number;
    memory_usage_mb: number;
    avg_retrieval_time_ms: number;
    cache_efficiency: number;
  };
  alerts: {
    active_count: number;
    critical_count: number;
    recent: Alert[];
  };
  compliance: {
    hipaa_compliant: boolean;
    gdpr_compliant: boolean;
    audit_logging_active: boolean;
    phi_removal_active: boolean;
    encryption_enabled: boolean;
  };
  components: Record<string, string>;
}

interface ModelPerformance {
  version: string;
  total_inferences: number;
  avg_latency_ms: number;
  error_rate: number;
  last_used: string;
}

interface Alert {
  alert_id: string;
  level: string;
  message: string;
  category: string;
  timestamp: string;
  resolved: boolean;
  details: Record<string, any>;
}

const AdminDashboard: React.FC = () => {
  const [dashboardData, setDashboardData] = useState<DashboardData | null>(null);
  const [loading, setLoading] = useState(true);
  const [error, setError] = useState<string | null>(null);
  const [activeTab, setActiveTab] = useState<'overview' | 'models' | 'cache' | 'alerts'>('overview');
  const [autoRefresh, setAutoRefresh] = useState(true);

  // Fetch dashboard data
  const fetchDashboard = async () => {
    try {
      const response = await fetch('/health/dashboard');
      if (!response.ok) {
        throw new Error('Failed to fetch dashboard data');
      }
      const data = await response.json();
      setDashboardData(data);
      setError(null);
    } catch (err) {
      setError(err instanceof Error ? err.message : 'Unknown error');
    } finally {
      setLoading(false);
    }
  };

  // Initial load and auto-refresh
  useEffect(() => {
    fetchDashboard();
    
    if (autoRefresh) {
      const interval = setInterval(fetchDashboard, 10000); // Refresh every 10 seconds
      return () => clearInterval(interval);
    }
  }, [autoRefresh]);

  // Status badge component
  const StatusBadge: React.FC<{ status: string }> = ({ status }) => {
    const colors = {
      operational: 'bg-green-100 text-green-800',
      healthy: 'bg-green-100 text-green-800',
      degraded: 'bg-yellow-100 text-yellow-800',
      critical: 'bg-red-100 text-red-800',
      ready: 'bg-blue-100 text-blue-800',
      active: 'bg-blue-100 text-blue-800'
    };
    
    const color = colors[status.toLowerCase() as keyof typeof colors] || 'bg-gray-100 text-gray-800';
    
    return (
      <span className={`px-2 py-1 rounded-full text-xs font-medium ${color}`}>
        {status.toUpperCase()}
      </span>
    );
  };

  // Metric card component
  const MetricCard: React.FC<{
    title: string;
    value: string | number;
    subtitle?: string;
    icon: React.ReactNode;
    status?: 'good' | 'warning' | 'critical';
  }> = ({ title, value, subtitle, icon, status }) => {
    const statusColors = {
      good: 'border-green-200 bg-green-50',
      warning: 'border-yellow-200 bg-yellow-50',
      critical: 'border-red-200 bg-red-50'
    };
    
    const borderColor = status ? statusColors[status] : 'border-gray-200 bg-white';
    
    return (
      <div className={`p-4 rounded-lg border-2 ${borderColor}`}>
        <div className="flex items-center justify-between mb-2">
          <span className="text-sm font-medium text-gray-600">{title}</span>
          <div className="text-gray-400">{icon}</div>
        </div>
        <div className="text-2xl font-bold text-gray-900">{value}</div>
        {subtitle && <div className="text-xs text-gray-500 mt-1">{subtitle}</div>}
      </div>
    );
  };

  // Resolve alert
  const resolveAlert = async (alertId: string) => {
    try {
      const response = await fetch(`/admin/alerts/${alertId}/resolve`, {
        method: 'POST'
      });
      
      if (response.ok) {
        fetchDashboard(); // Refresh data
      }
    } catch (err) {
      console.error('Failed to resolve alert:', err);
    }
  };

  // Clear cache
  const clearCache = async () => {
    if (!confirm('Are you sure you want to clear all cache entries? This may temporarily impact performance.')) {
      return;
    }
    
    try {
      const response = await fetch('/admin/cache/clear', {
        method: 'POST'
      });
      
      if (response.ok) {
        alert('Cache cleared successfully');
        fetchDashboard();
      }
    } catch (err) {
      alert('Failed to clear cache');
    }
  };

  if (loading) {
    return (
      <div className="flex items-center justify-center min-h-screen">
        <div className="text-center">
          <div className="animate-spin rounded-full h-12 w-12 border-b-2 border-blue-600 mx-auto mb-4"></div>
          <p className="text-gray-600">Loading dashboard...</p>
        </div>
      </div>
    );
  }

  if (error) {
    return (
      <div className="flex items-center justify-center min-h-screen">
        <div className="text-center">
          <AlertCircle className="h-12 w-12 text-red-500 mx-auto mb-4" />
          <p className="text-gray-600">Error: {error}</p>
          <button
            onClick={fetchDashboard}
            className="mt-4 px-4 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700"
          >
            Retry
          </button>
        </div>
      </div>
    );
  }

  if (!dashboardData) {
    return null;
  }

  return (
    <div className="min-h-screen bg-gray-50">
      {/* Header */}
      <div className="bg-white border-b border-gray-200">
        <div className="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-4">
          <div className="flex items-center justify-between">
            <div>
              <h1 className="text-2xl font-bold text-gray-900">Medical AI Platform - Admin Dashboard</h1>
              <p className="text-sm text-gray-500 mt-1">
                Real-time monitoring and system management
              </p>
            </div>
            <div className="flex items-center space-x-4">
              <StatusBadge status={dashboardData.status} />
              <label className="flex items-center space-x-2 text-sm text-gray-600">
                <input
                  type="checkbox"
                  checked={autoRefresh}
                  onChange={(e) => setAutoRefresh(e.target.checked)}
                  className="rounded"
                />
                <span>Auto-refresh</span>
              </label>
              <button
                onClick={fetchDashboard}
                className="px-3 py-1 bg-blue-600 text-white rounded hover:bg-blue-700 text-sm"
              >
                Refresh Now
              </button>
            </div>
          </div>
          
          {/* Tabs */}
          <div className="mt-4 flex space-x-4 border-b border-gray-200">
            {['overview', 'models', 'cache', 'alerts'].map((tab) => (
              <button
                key={tab}
                onClick={() => setActiveTab(tab as any)}
                className={`px-4 py-2 font-medium text-sm border-b-2 transition-colors ${
                  activeTab === tab
                    ? 'border-blue-600 text-blue-600'
                    : 'border-transparent text-gray-500 hover:text-gray-700'
                }`}
              >
                {tab.charAt(0).toUpperCase() + tab.slice(1)}
              </button>
            ))}
          </div>
        </div>
      </div>

      {/* Content */}
      <div className="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-6">
        {/* Overview Tab */}
        {activeTab === 'overview' && (
          <div className="space-y-6">
            {/* System Status Grid */}
            <div>
              <h2 className="text-lg font-semibold text-gray-900 mb-4">System Status</h2>
              <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-4 gap-4">
                <MetricCard
                  title="Uptime"
                  value={dashboardData.system.uptime_human}
                  subtitle={`${dashboardData.system.uptime_seconds.toLocaleString()}s`}
                  icon={<Clock className="h-5 w-5" />}
                  status="good"
                />
                <MetricCard
                  title="Error Rate"
                  value={`${(dashboardData.system.error_rate * 100).toFixed(2)}%`}
                  subtitle={`Threshold: ${(dashboardData.system.error_threshold * 100).toFixed(0)}%`}
                  icon={<AlertCircle className="h-5 w-5" />}
                  status={dashboardData.system.error_rate > dashboardData.system.error_threshold ? 'critical' : 'good'}
                />
                <MetricCard
                  title="Total Requests"
                  value={dashboardData.system.total_requests.toLocaleString()}
                  icon={<Activity className="h-5 w-5" />}
                />
                <MetricCard
                  title="Active Alerts"
                  value={dashboardData.alerts.active_count}
                  subtitle={`${dashboardData.alerts.critical_count} critical`}
                  icon={<AlertCircle className="h-5 w-5" />}
                  status={dashboardData.alerts.critical_count > 0 ? 'critical' : dashboardData.alerts.active_count > 0 ? 'warning' : 'good'}
                />
              </div>
            </div>

            {/* Pipeline Statistics */}
            <div>
              <h2 className="text-lg font-semibold text-gray-900 mb-4">Pipeline Statistics</h2>
              <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-4 gap-4">
                <MetricCard
                  title="Total Jobs"
                  value={dashboardData.pipeline.total_jobs_processed.toLocaleString()}
                  icon={<BarChart3 className="h-5 w-5" />}
                />
                <MetricCard
                  title="Completed"
                  value={dashboardData.pipeline.completed_jobs.toLocaleString()}
                  icon={<TrendingUp className="h-5 w-5" />}
                  status="good"
                />
                <MetricCard
                  title="Failed"
                  value={dashboardData.pipeline.failed_jobs.toLocaleString()}
                  icon={<AlertCircle className="h-5 w-5" />}
                  status={dashboardData.pipeline.failed_jobs > 0 ? 'warning' : 'good'}
                />
                <MetricCard
                  title="Success Rate"
                  value={`${(dashboardData.pipeline.success_rate * 100).toFixed(1)}%`}
                  icon={<Activity className="h-5 w-5" />}
                  status={dashboardData.pipeline.success_rate > 0.95 ? 'good' : dashboardData.pipeline.success_rate > 0.85 ? 'warning' : 'critical'}
                />
              </div>
            </div>

            {/* Cache & Synthesis */}
            <div className="grid grid-cols-1 lg:grid-cols-2 gap-6">
              {/* Cache Statistics */}
              <div className="bg-white p-6 rounded-lg border border-gray-200">
                <div className="flex items-center justify-between mb-4">
                  <h3 className="text-lg font-semibold text-gray-900">Cache Performance</h3>
                  <Database className="h-5 w-5 text-gray-400" />
                </div>
                <div className="space-y-3">
                  <div className="flex justify-between">
                    <span className="text-sm text-gray-600">Hit Rate</span>
                    <span className="text-sm font-medium">{(dashboardData.cache.hit_rate * 100).toFixed(1)}%</span>
                  </div>
                  <div className="flex justify-between">
                    <span className="text-sm text-gray-600">Entries</span>
                    <span className="text-sm font-medium">{dashboardData.cache.total_entries.toLocaleString()}</span>
                  </div>
                  <div className="flex justify-between">
                    <span className="text-sm text-gray-600">Memory Usage</span>
                    <span className="text-sm font-medium">{dashboardData.cache.memory_usage_mb.toFixed(1)} MB</span>
                  </div>
                  <div className="flex justify-between">
                    <span className="text-sm text-gray-600">Avg Retrieval</span>
                    <span className="text-sm font-medium">{dashboardData.cache.avg_retrieval_time_ms.toFixed(2)} ms</span>
                  </div>
                </div>
              </div>

              {/* Synthesis Statistics */}
              <div className="bg-white p-6 rounded-lg border border-gray-200">
                <div className="flex items-center justify-between mb-4">
                  <h3 className="text-lg font-semibold text-gray-900">Clinical Synthesis</h3>
                  <GitBranch className="h-5 w-5 text-gray-400" />
                </div>
                <div className="space-y-3">
                  <div className="flex justify-between">
                    <span className="text-sm text-gray-600">Total Syntheses</span>
                    <span className="text-sm font-medium">{dashboardData.synthesis.total_syntheses.toLocaleString()}</span>
                  </div>
                  <div className="flex justify-between">
                    <span className="text-sm text-gray-600">Avg Confidence</span>
                    <span className="text-sm font-medium">{(dashboardData.synthesis.avg_confidence * 100).toFixed(1)}%</span>
                  </div>
                  <div className="flex justify-between">
                    <span className="text-sm text-gray-600">Requiring Review</span>
                    <span className="text-sm font-medium">{dashboardData.synthesis.requiring_review.toLocaleString()}</span>
                  </div>
                  <div className="flex justify-between">
                    <span className="text-sm text-gray-600">Avg Processing</span>
                    <span className="text-sm font-medium">{dashboardData.synthesis.avg_processing_time_ms.toFixed(0)} ms</span>
                  </div>
                </div>
              </div>
            </div>

            {/* Compliance Status */}
            <div className="bg-white p-6 rounded-lg border border-gray-200">
              <div className="flex items-center justify-between mb-4">
                <h3 className="text-lg font-semibold text-gray-900">Compliance Status</h3>
                <Shield className="h-5 w-5 text-gray-400" />
              </div>
              <div className="grid grid-cols-2 md:grid-cols-5 gap-4">
                {Object.entries(dashboardData.compliance).map(([key, value]) => (
                  <div key={key} className="text-center">
                    <div className={`text-2xl mb-1 ${value ? 'text-green-600' : 'text-red-600'}`}>
                      {value ? '✓' : '✗'}
                    </div>
                    <div className="text-xs text-gray-600">
                      {key.replace(/_/g, ' ').replace(/\b\w/g, l => l.toUpperCase())}
                    </div>
                  </div>
                ))}
              </div>
            </div>
          </div>
        )}

        {/* Models Tab */}
        {activeTab === 'models' && (
          <div>
            <h2 className="text-lg font-semibold text-gray-900 mb-4">Model Performance</h2>
            <div className="bg-white rounded-lg border border-gray-200 overflow-hidden">
              <table className="min-w-full divide-y divide-gray-200">
                <thead className="bg-gray-50">
                  <tr>
                    <th className="px-6 py-3 text-left text-xs font-medium text-gray-500 uppercase">Model ID</th>
                    <th className="px-6 py-3 text-left text-xs font-medium text-gray-500 uppercase">Version</th>
                    <th className="px-6 py-3 text-left text-xs font-medium text-gray-500 uppercase">Inferences</th>
                    <th className="px-6 py-3 text-left text-xs font-medium text-gray-500 uppercase">Avg Latency</th>
                    <th className="px-6 py-3 text-left text-xs font-medium text-gray-500 uppercase">Error Rate</th>
                    <th className="px-6 py-3 text-left text-xs font-medium text-gray-500 uppercase">Last Used</th>
                  </tr>
                </thead>
                <tbody className="bg-white divide-y divide-gray-200">
                  {Object.entries(dashboardData.models.performance).map(([modelId, perf]) => (
                    <tr key={modelId}>
                      <td className="px-6 py-4 whitespace-nowrap text-sm font-medium text-gray-900">{modelId}</td>
                      <td className="px-6 py-4 whitespace-nowrap text-sm text-gray-500">{perf.version}</td>
                      <td className="px-6 py-4 whitespace-nowrap text-sm text-gray-500">{perf.total_inferences.toLocaleString()}</td>
                      <td className="px-6 py-4 whitespace-nowrap text-sm text-gray-500">{perf.avg_latency_ms.toFixed(1)} ms</td>
                      <td className="px-6 py-4 whitespace-nowrap text-sm text-gray-500">{(perf.error_rate * 100).toFixed(2)}%</td>
                      <td className="px-6 py-4 whitespace-nowrap text-sm text-gray-500">{perf.last_used}</td>
                    </tr>
                  ))}
                </tbody>
              </table>
            </div>
          </div>
        )}

        {/* Cache Tab */}
        {activeTab === 'cache' && (
          <div>
            <div className="flex items-center justify-between mb-4">
              <h2 className="text-lg font-semibold text-gray-900">Cache Management</h2>
              <button
                onClick={clearCache}
                className="px-4 py-2 bg-red-600 text-white rounded-lg hover:bg-red-700 text-sm"
              >
                Clear Cache
              </button>
            </div>
            
            <div className="grid grid-cols-1 md:grid-cols-3 gap-4 mb-6">
              <MetricCard
                title="Cache Entries"
                value={dashboardData.cache.total_entries.toLocaleString()}
                icon={<Database className="h-5 w-5" />}
              />
              <MetricCard
                title="Hit Rate"
                value={`${(dashboardData.cache.hit_rate * 100).toFixed(1)}%`}
                subtitle={`${dashboardData.cache.hits} hits, ${dashboardData.cache.misses} misses`}
                icon={<Activity className="h-5 w-5" />}
                status={dashboardData.cache.hit_rate > 0.7 ? 'good' : dashboardData.cache.hit_rate > 0.4 ? 'warning' : 'critical'}
              />
              <MetricCard
                title="Memory Usage"
                value={`${dashboardData.cache.memory_usage_mb.toFixed(1)} MB`}
                subtitle={`${dashboardData.cache.evictions} evictions`}
                icon={<BarChart3 className="h-5 w-5" />}
              />
            </div>
            
            <div className="bg-white p-6 rounded-lg border border-gray-200">
              <h3 className="text-md font-semibold text-gray-900 mb-4">Cache Performance Analysis</h3>
              <div className="space-y-2">
                {dashboardData.cache.hit_rate < 0.5 && (
                  <div className="p-3 bg-yellow-50 border border-yellow-200 rounded">
                    <p className="text-sm text-yellow-800">
                      ⚠ Low cache hit rate ({(dashboardData.cache.hit_rate * 100).toFixed(1)}%). 
                      Consider increasing cache size or TTL.
                    </p>
                  </div>
                )}
                {dashboardData.cache.hit_rate >= 0.8 && (
                  <div className="p-3 bg-green-50 border border-green-200 rounded">
                    <p className="text-sm text-green-800">
                      ✓ Excellent cache hit rate ({(dashboardData.cache.hit_rate * 100).toFixed(1)}%). 
                      Cache performing optimally.
                    </p>
                  </div>
                )}
                <div className="p-3 bg-blue-50 border border-blue-200 rounded">
                  <p className="text-sm text-blue-800">
                    Cache efficiency: {dashboardData.cache.cache_efficiency.toFixed(1)}%
                  </p>
                </div>
              </div>
            </div>
          </div>
        )}

        {/* Alerts Tab */}
        {activeTab === 'alerts' && (
          <div>
            <h2 className="text-lg font-semibold text-gray-900 mb-4">
              Active Alerts ({dashboardData.alerts.active_count})
            </h2>
            {dashboardData.alerts.recent.length === 0 ? (
              <div className="bg-white p-12 rounded-lg border border-gray-200 text-center">
                <AlertCircle className="h-12 w-12 text-gray-300 mx-auto mb-4" />
                <p className="text-gray-500">No active alerts</p>
              </div>
            ) : (
              <div className="space-y-3">
                {dashboardData.alerts.recent.map((alert) => (
                  <div
                    key={alert.alert_id}
                    className={`p-4 rounded-lg border-2 ${
                      alert.level === 'critical'
                        ? 'border-red-200 bg-red-50'
                        : alert.level === 'error'
                        ? 'border-orange-200 bg-orange-50'
                        : alert.level === 'warning'
                        ? 'border-yellow-200 bg-yellow-50'
                        : 'border-blue-200 bg-blue-50'
                    }`}
                  >
                    <div className="flex items-start justify-between">
                      <div className="flex-1">
                        <div className="flex items-center space-x-2 mb-2">
                          <span className={`px-2 py-1 rounded text-xs font-medium ${
                            alert.level === 'critical'
                              ? 'bg-red-200 text-red-800'
                              : alert.level === 'error'
                              ? 'bg-orange-200 text-orange-800'
                              : alert.level === 'warning'
                              ? 'bg-yellow-200 text-yellow-800'
                              : 'bg-blue-200 text-blue-800'
                          }`}>
                            {alert.level.toUpperCase()}
                          </span>
                          <span className="text-xs text-gray-500">{alert.category}</span>
                          <span className="text-xs text-gray-400">
                            {new Date(alert.timestamp).toLocaleString()}
                          </span>
                        </div>
                        <p className="text-sm font-medium text-gray-900">{alert.message}</p>
                        {Object.keys(alert.details).length > 0 && (
                          <pre className="mt-2 text-xs text-gray-600 bg-white/50 p-2 rounded">
                            {JSON.stringify(alert.details, null, 2)}
                          </pre>
                        )}
                      </div>
                      {!alert.resolved && (
                        <button
                          onClick={() => resolveAlert(alert.alert_id)}
                          className="ml-4 px-3 py-1 bg-white border border-gray-300 text-gray-700 rounded hover:bg-gray-50 text-sm"
                        >
                          Resolve
                        </button>
                      )}
                    </div>
                  </div>
                ))}
              </div>
            )}
          </div>
        )}
      </div>
    </div>
  );
};

export default AdminDashboard;