import React, { useState, useEffect } from 'react';
import { 
  Brain, Cpu, Database, TrendingUp, CheckCircle, AlertCircle, 
  Clock, Zap, Target, BarChart3, Loader
} from 'lucide-react';

interface TrainingProgressProps {
  progress: {
    progress: number;
    status: string;
    currentStep: string;
    productsCompleted: number;
    productsTotal: number;
    estimatedTimeRemaining: number;
    error?: string;
  };
  onTimeout?: () => void;
}

// Map backend steps to user-friendly information
const STEP_INFO_MAP = {
  'data_validation': {
    title: 'Validando tus datos',
    description: 'Verificamos la calidad y completitud de tu información histórica',
    tip: '💡 Datos más completos = predicciones más precisas',
    icon: Database,
    color: 'blue'
  },
  'feature_engineering': {
    title: 'Creando características predictivas',
    description: 'Identificamos patrones estacionales y tendencias en tus ventas',
    tip: '💡 Tu modelo detectará automáticamente picos de demanda',
    icon: TrendingUp,
    color: 'indigo'
  },
  'model_training': {
    title: 'Entrenando modelo de IA',
    description: 'Creamos tu modelo personalizado usando algoritmos avanzados',
    tip: '💡 Este proceso optimiza las predicciones para tu negocio específico',
    icon: Brain,
    color: 'purple'
  },
  'model_validation': {
    title: 'Validando precisión',
    description: 'Verificamos que el modelo genere predicciones confiables',
    tip: '💡 Garantizamos que las predicciones sean útiles para tu toma de decisiones',
    icon: Target,
    color: 'green'
  },
  // Fallback for unknown steps
  'default': {
    title: 'Procesando...',
    description: 'Procesando tus datos para crear el modelo de predicción',
    tip: '💡 Cada paso nos acerca a predicciones más precisas',
    icon: Cpu,
    color: 'gray'
  }
};

const EXPECTED_BENEFITS = [
  {
    icon: BarChart3,
    title: 'Predicciones Precisas',
    description: 'Conoce exactamente cuánto vender cada día'
  },
  {
    icon: Zap,
    title: 'Optimización Automática',
    description: 'Reduce desperdicios y maximiza ganancias'
  },
  {
    icon: TrendingUp,
    title: 'Detección de Tendencias',
    description: 'Identifica patrones estacionales y eventos especiales'
  }
];

export default function EnhancedTrainingProgress({ progress, onTimeout }: TrainingProgressProps) {
  const [showTimeoutWarning, setShowTimeoutWarning] = useState(false);
  const [startTime] = useState(Date.now());

  // Auto-show timeout warning after 8 minutes (480,000ms)
  useEffect(() => {
    const timeoutTimer = setTimeout(() => {
      if (progress.status === 'running' && progress.progress < 100) {
        setShowTimeoutWarning(true);
      }
    }, 480000); // 8 minutes

    return () => clearTimeout(timeoutTimer);
  }, [progress.status, progress.progress]);

  const getCurrentStepInfo = () => {
    // Try to match the current step from backend
    const stepKey = progress.currentStep?.toLowerCase().replace(/\s+/g, '_');
    return STEP_INFO_MAP[stepKey] || STEP_INFO_MAP['default'];
  };

  const formatTime = (seconds: number): string => {
    if (!seconds || seconds <= 0) return '0m 0s';
    const minutes = Math.floor(seconds / 60);
    const remainingSeconds = seconds % 60;
    return `${minutes}m ${remainingSeconds}s`;
  };

  const getProgressSteps = () => {
    // Create progress steps based on current progress percentage
    const steps = [
      { id: 'data_validation', threshold: 25, name: 'Validación' },
      { id: 'feature_engineering', threshold: 50, name: 'Características' },
      { id: 'model_training', threshold: 80, name: 'Entrenamiento' },
      { id: 'model_validation', threshold: 100, name: 'Validación' }
    ];

    return steps.map(step => ({
      ...step,
      completed: progress.progress >= step.threshold,
      current: progress.progress >= (step.threshold - 25) && progress.progress < step.threshold
    }));
  };

  const handleContinueToDashboard = () => {
    setShowTimeoutWarning(false);
    if (onTimeout) {
      onTimeout();
    }
  };

  const handleKeepWaiting = () => {
    setShowTimeoutWarning(false);
  };

  const currentStepInfo = getCurrentStepInfo();
  const progressSteps = getProgressSteps();

  // Handle error state
  if (progress.status === 'failed' || progress.error) {
    return (
      <div className="max-w-4xl mx-auto">
        <div className="text-center mb-8">
          <div className="inline-flex items-center justify-center w-20 h-20 bg-red-100 rounded-full mb-4">
            <AlertCircle className="w-10 h-10 text-red-600" />
          </div>
          <h2 className="text-3xl font-bold text-gray-900 mb-2">
            Error en el Entrenamiento
          </h2>
          <p className="text-lg text-gray-600 max-w-2xl mx-auto">
            Ha ocurrido un problema durante el entrenamiento. Nuestro equipo ha sido notificado.
          </p>
        </div>

        <div className="bg-white rounded-2xl shadow-xl p-8 mb-8">
          <div className="bg-red-50 border border-red-200 rounded-xl p-6">
            <div className="flex items-start space-x-4">
              <AlertCircle className="w-6 h-6 text-red-600 flex-shrink-0 mt-1" />
              <div>
                <h3 className="text-lg font-semibold text-red-800 mb-2">
                  Detalles del Error
                </h3>
                <p className="text-red-700">
                  {progress.error || 'Error desconocido durante el entrenamiento'}
                </p>
                <div className="mt-4 text-sm text-red-600">
                  <p>• Puedes intentar el entrenamiento nuevamente</p>
                  <p>• Verifica que tus datos históricos estén completos</p>
                  <p>• Contacta soporte si el problema persiste</p>
                </div>
              </div>
            </div>
          </div>

          <div className="mt-6 text-center">
            <button
              onClick={() => window.location.reload()}
              className="bg-blue-600 text-white px-6 py-3 rounded-lg font-medium hover:bg-blue-700 transition-colors"
            >
              Intentar Nuevamente
            </button>
          </div>
        </div>
      </div>
    );
  }

  return (
    <div className="max-w-4xl mx-auto">
      {/* Header */}
      <div className="text-center mb-8">
        <div className="inline-flex items-center justify-center w-20 h-20 bg-blue-600 rounded-full mb-4">
          <Brain className="w-10 h-10 text-white animate-pulse" />
        </div>
        <h2 className="text-3xl font-bold text-gray-900 mb-2">
          🧠 Entrenando tu modelo de predicción
        </h2>
        <p className="text-lg text-gray-600 max-w-2xl mx-auto">
          Estamos procesando tus datos históricos para crear predicciones personalizadas
        </p>
      </div>

      {/* Main Progress Section */}
      <div className="bg-white rounded-2xl shadow-xl p-8 mb-8">
        {/* Overall Progress Bar */}
        <div className="mb-8">
          <div className="flex justify-between items-center mb-3">
            <span className="text-sm font-medium text-gray-700">Progreso General</span>
            <span className="text-sm font-bold text-blue-600">{progress.progress}%</span>
          </div>
          <div className="w-full bg-gray-200 rounded-full h-4 overflow-hidden">
            <div 
              className="bg-gradient-to-r from-blue-500 to-indigo-600 h-4 rounded-full transition-all duration-1000 ease-out relative"
              style={{ width: `${progress.progress}%` }}
            >
              <div className="absolute inset-0 opacity-20 animate-pulse">
                <div className="h-full bg-white rounded-full"></div>
              </div>
            </div>
          </div>
        </div>

        {/* Current Step Info */}
        <div className={`bg-${currentStepInfo.color}-50 border border-${currentStepInfo.color}-200 rounded-xl p-6 mb-6`}>
          <div className="flex items-start space-x-4">
            <div className="flex-shrink-0">
              <div className={`w-12 h-12 bg-${currentStepInfo.color}-600 rounded-full flex items-center justify-center`}>
                <currentStepInfo.icon className="w-6 h-6 text-white" />
              </div>
            </div>
            <div className="flex-1">
              <h3 className="text-xl font-semibold text-gray-900 mb-2">
                {currentStepInfo.title}
              </h3>
              <p className="text-gray-700 mb-3">
                {currentStepInfo.description}
              </p>
              <div className={`bg-${currentStepInfo.color}-100 border-l-4 border-${currentStepInfo.color}-500 p-3 rounded-r-lg`}>
                <p className={`text-sm font-medium text-${currentStepInfo.color}-800`}>
                  {currentStepInfo.tip}
                </p>
              </div>
            </div>
          </div>
        </div>

        {/* Step Progress Indicators */}
        <div className="grid grid-cols-1 md:grid-cols-4 gap-4 mb-8">
          {progressSteps.map((step, index) => (
            <div 
              key={step.id}
              className={`p-4 rounded-lg border-2 transition-all duration-300 ${
                step.completed 
                  ? 'bg-green-50 border-green-200' 
                  : step.current 
                  ? 'bg-blue-50 border-blue-300 shadow-md' 
                  : 'bg-gray-50 border-gray-200'
              }`}
            >
              <div className="flex items-center mb-2">
                {step.completed ? (
                  <CheckCircle className="w-5 h-5 text-green-600 mr-2" />
                ) : step.current ? (
                  <div className="w-5 h-5 border-2 border-blue-600 border-t-transparent rounded-full animate-spin mr-2"></div>
                ) : (
                  <div className="w-5 h-5 border-2 border-gray-300 rounded-full mr-2"></div>
                )}
                <span className={`text-sm font-medium ${
                  step.completed ? 'text-green-800' : step.current ? 'text-blue-800' : 'text-gray-600'
                }`}>
                  {step.name}
                </span>
              </div>
            </div>
          ))}
        </div>

        {/* Enhanced Stats Grid */}
        <div className="grid grid-cols-1 md:grid-cols-3 gap-6">
          <div className="text-center p-4 bg-gray-50 rounded-lg">
            <div className="flex items-center justify-center mb-2">
              <Cpu className="w-5 h-5 text-gray-600 mr-2" />
              <span className="text-sm font-medium text-gray-700">Productos Procesados</span>
            </div>
            <div className="text-2xl font-bold text-gray-900">
              {progress.productsCompleted}/{progress.productsTotal || 'N/A'}
            </div>
            {progress.productsTotal > 0 && (
              <div className="w-full bg-gray-200 rounded-full h-2 mt-2">
                <div 
                  className="bg-blue-500 h-2 rounded-full transition-all duration-500"
                  style={{ width: `${(progress.productsCompleted / progress.productsTotal) * 100}%` }}
                ></div>
              </div>
            )}
          </div>
          
          <div className="text-center p-4 bg-gray-50 rounded-lg">
            <div className="flex items-center justify-center mb-2">
              <Clock className="w-5 h-5 text-gray-600 mr-2" />
              <span className="text-sm font-medium text-gray-700">Tiempo Restante</span>
            </div>
            <div className="text-2xl font-bold text-gray-900">
              {progress.estimatedTimeRemaining 
                ? formatTime(progress.estimatedTimeRemaining * 60) // Convert minutes to seconds
                : 'Calculando...'
              }
            </div>
          </div>

          <div className="text-center p-4 bg-gray-50 rounded-lg">
            <div className="flex items-center justify-center mb-2">
              <Target className="w-5 h-5 text-gray-600 mr-2" />
              <span className="text-sm font-medium text-gray-700">Precisión Esperada</span>
            </div>
            <div className="text-2xl font-bold text-green-600">
              ~85%
            </div>
          </div>
        </div>

        {/* Status Indicator */}
        <div className="mt-6 flex items-center justify-center">
          <div className="flex items-center space-x-2 text-sm text-gray-600">
            <Loader className="w-4 h-4 animate-spin" />
            <span>Estado: {progress.status === 'running' ? 'Entrenando' : progress.status}</span>
            <span>•</span>
            <span>Paso actual: {progress.currentStep || 'Procesando...'}</span>
          </div>
        </div>
      </div>

      {/* Expected Benefits - Only show if progress < 80% to keep user engaged */}
      {progress.progress < 80 && (
        <div className="bg-white rounded-2xl shadow-xl p-8">
          <h3 className="text-2xl font-bold text-gray-900 mb-6 text-center">
            Lo que podrás hacer una vez completado
          </h3>
          <div className="grid grid-cols-1 md:grid-cols-3 gap-6">
            {EXPECTED_BENEFITS.map((benefit, index) => (
              <div key={index} className="text-center p-6 bg-gradient-to-br from-indigo-50 to-purple-50 rounded-xl">
                <div className="inline-flex items-center justify-center w-12 h-12 bg-indigo-600 rounded-full mb-4">
                  <benefit.icon className="w-6 h-6 text-white" />
                </div>
                <h4 className="text-lg font-semibold text-gray-900 mb-2">
                  {benefit.title}
                </h4>
                <p className="text-gray-600">
                  {benefit.description}
                </p>
              </div>
            ))}
          </div>
        </div>
      )}

      {/* Timeout Warning Modal */}
      {showTimeoutWarning && (
        <div className="fixed inset-0 bg-black bg-opacity-50 flex items-center justify-center z-50">
          <div className="bg-white rounded-2xl shadow-2xl p-8 max-w-md mx-4">
            <div className="text-center">
              <AlertCircle className="w-16 h-16 text-orange-500 mx-auto mb-4" />
              <h3 className="text-xl font-bold text-gray-900 mb-4">
                Entrenamiento tomando más tiempo
              </h3>
              <p className="text-gray-600 mb-6">
                Puedes explorar el dashboard mientras terminamos el entrenamiento. 
                Te notificaremos cuando esté listo.
              </p>
              <div className="flex flex-col sm:flex-row gap-3">
                <button
                  onClick={handleContinueToDashboard}
                  className="flex-1 bg-blue-600 text-white px-6 py-3 rounded-lg font-medium hover:bg-blue-700 transition-colors"
                >
                  Continuar al Dashboard
                </button>
                <button
                  onClick={handleKeepWaiting}
                  className="flex-1 bg-gray-200 text-gray-800 px-6 py-3 rounded-lg font-medium hover:bg-gray-300 transition-colors"
                >
                  Seguir Esperando
                </button>
              </div>
            </div>
          </div>
        </div>
      )}
    </div>
  );
}