/**
 * AI Insights Service
 *
 * Provides access to AI-generated insights from the AI Insights microservice.
 * Replaces mock data with real API integration.
 *
 * Backend endpoints:
 * - GET /tenants/{tenant_id}/insights
 * - GET /tenants/{tenant_id}/insights/{insight_id}
 * - POST /tenants/{tenant_id}/insights/feedback
 * - GET /tenants/{tenant_id}/insights/stats
 * - GET /tenants/{tenant_id}/insights/orchestration-ready
 *
 * Last Updated: 2025-11-03
 * Status: ✅ Complete - Real API Integration
 */

import { apiClient } from '../client';

export interface AIInsight {
  id: string;
  tenant_id: string;
  type: 'forecast' | 'warning' | 'opportunity' | 'positive' | 'optimization' | 'rule';
  priority: 'urgent' | 'high' | 'medium' | 'low';
  category: 'demand' | 'procurement' | 'inventory' | 'production' | 'sales' | 'system' | 'business';
  title: string;
  description: string;
  reasoning_data?: {
    type: string;
    parameters: Record<string, any>;
    [key: string]: any;
  };
  impact_type: 'cost_savings' | 'waste_reduction' | 'yield_improvement' | 'revenue' | 'system_health' | 'process_improvement';
  impact_value?: number;
  impact_unit?: string;
  confidence: number;
  metrics_json: Record<string, any>;
  actionable: boolean;
  recommendation_actions?: Array<{
    label: string;
    action: string;
    params: Record<string, any>;
  }>;
  source_service: string;
  source_model: string;
  detected_at: string;
  resolved_at?: string;
  resolved_by?: string;
  status: 'active' | 'applied' | 'dismissed' | 'resolved';
  feedback_count?: number;
  avg_feedback_rating?: number;
  created_at: string;
  updated_at: string;
}

export interface AIInsightFilters {
  type?: string;
  priority?: string;
  category?: string;
  source_model?: string;
  status?: string;
  min_confidence?: number;
  actionable_only?: boolean;
  start_date?: string;
  end_date?: string;
  search?: string;
  limit?: number;
  offset?: number;
}

export interface AIInsightListResponse {
  items: AIInsight[];
  total: number;
  limit: number;
  offset: number;
  has_more: boolean;
}

export interface AIInsightStatsResponse {
  total_insights: number;
  insights_by_type: Record<string, number>;
  insights_by_priority: Record<string, number>;
  insights_by_category: Record<string, number>;
  insights_by_status: Record<string, number>;
  avg_confidence: number;
  total_impact_value: number;
  actionable_insights: number;
  resolved_insights: number;
}

export interface FeedbackRequest {
  applied: boolean;
  applied_at?: string;
  outcome_date?: string;
  outcome_metrics?: Record<string, any>;
  user_rating?: number;
  user_comment?: string;
}

export interface FeedbackResponse {
  insight_id: string;
  feedback_recorded: boolean;
  feedback_id: string;
  recorded_at: string;
}

export interface OrchestrationReadyInsightsRequest {
  target_date: string;
  min_confidence?: number;
}

export interface OrchestrationReadyInsightsResponse {
  target_date: string;
  insights: AIInsight[];
  categorized_insights: {
    demand_forecasts: AIInsight[];
    supplier_alerts: AIInsight[];
    inventory_optimizations: AIInsight[];
    price_opportunities: AIInsight[];
    yield_predictions: AIInsight[];
    business_rules: AIInsight[];
    other: AIInsight[];
  };
  total_insights: number;
}

export class AIInsightsService {
  private readonly baseUrl = '/tenants';

  /**
   * Get all AI insights for a tenant with optional filters
   */
  async getInsights(
    tenantId: string,
    filters?: AIInsightFilters
  ): Promise<AIInsightListResponse> {
    const queryParams = new URLSearchParams();

    if (filters?.type) queryParams.append('type', filters.type);
    if (filters?.priority) queryParams.append('priority', filters.priority);
    if (filters?.category) queryParams.append('category', filters.category);
    if (filters?.source_model) queryParams.append('source_model', filters.source_model);
    if (filters?.status) queryParams.append('status', filters.status);
    if (filters?.min_confidence) queryParams.append('min_confidence', filters.min_confidence.toString());
    if (filters?.actionable_only) queryParams.append('actionable_only', 'true');
    if (filters?.start_date) queryParams.append('start_date', filters.start_date);
    if (filters?.end_date) queryParams.append('end_date', filters.end_date);
    if (filters?.search) queryParams.append('search', filters.search);
    if (filters?.limit) queryParams.append('limit', filters.limit.toString());
    if (filters?.offset) queryParams.append('offset', filters.offset.toString());

    const url = `${this.baseUrl}/${tenantId}/insights${queryParams.toString() ? '?' + queryParams.toString() : ''}`;

    return apiClient.get<AIInsightListResponse>(url);
  }

  /**
   * Get a single insight by ID
   */
  async getInsight(
    tenantId: string,
    insightId: string
  ): Promise<AIInsight> {
    const url = `${this.baseUrl}/${tenantId}/insights/${insightId}`;
    return apiClient.get<AIInsight>(url);
  }

  /**
   * Get insight statistics
   */
  async getInsightStats(
    tenantId: string,
    filters?: {
      start_date?: string;
      end_date?: string;
    }
  ): Promise<AIInsightStatsResponse> {
    const queryParams = new URLSearchParams();

    if (filters?.start_date) queryParams.append('start_date', filters.start_date);
    if (filters?.end_date) queryParams.append('end_date', filters.end_date);

    const url = `${this.baseUrl}/${tenantId}/insights/metrics/summary${queryParams.toString() ? '?' + queryParams.toString() : ''}`;

    return apiClient.get<AIInsightStatsResponse>(url);
  }

  /**
   * Get orchestration-ready insights for a specific date
   */
  async getOrchestrationReadyInsights(
    tenantId: string,
    request: OrchestrationReadyInsightsRequest
  ): Promise<OrchestrationReadyInsightsResponse> {
    const url = `${this.baseUrl}/${tenantId}/insights/orchestration-ready`;

    const queryParams = new URLSearchParams();
    queryParams.append('target_date', request.target_date);
    if (request.min_confidence) {
      queryParams.append('min_confidence', request.min_confidence.toString());
    }

    return apiClient.get<OrchestrationReadyInsightsResponse>(
      `${url}?${queryParams.toString()}`
    );
  }

  /**
   * Record feedback for an applied insight
   */
  async recordFeedback(
    tenantId: string,
    insightId: string,
    feedback: FeedbackRequest
  ): Promise<FeedbackResponse> {
    const url = `${this.baseUrl}/${tenantId}/insights/${insightId}/feedback`;
    return apiClient.post<FeedbackResponse>(url, feedback);
  }

  /**
   * Apply an insight (mark as applied)
   */
  async applyInsight(
    tenantId: string,
    insightId: string
  ): Promise<AIInsight> {
    const url = `${this.baseUrl}/${tenantId}/insights/${insightId}/apply`;
    return apiClient.post<AIInsight>(url, {
      applied_at: new Date().toISOString(),
    });
  }

  /**
   * Dismiss an insight
   */
  async dismissInsight(
    tenantId: string,
    insightId: string,
    reason?: string
  ): Promise<AIInsight> {
    const url = `${this.baseUrl}/${tenantId}/insights/${insightId}/dismiss`;
    return apiClient.post<AIInsight>(url, { reason });
  }

  /**
   * Resolve an insight
   */
  async resolveInsight(
    tenantId: string,
    insightId: string,
    resolution?: string
  ): Promise<AIInsight> {
    const url = `${this.baseUrl}/${tenantId}/insights/${insightId}/resolve`;
    return apiClient.post<AIInsight>(url, { resolution });
  }

  /**
   * Get insights by priority (for dashboard widgets)
   */
  async getHighPriorityInsights(
    tenantId: string,
    limit: number = 10
  ): Promise<AIInsight[]> {
    const response = await this.getInsights(tenantId, {
      priority: 'urgent',
      status: 'active',
      limit,
    });

    if (response.items.length < limit) {
      // Add high priority if not enough urgent
      const highPriorityResponse = await this.getInsights(tenantId, {
        priority: 'high',
        status: 'active',
        limit: limit - response.items.length,
      });
      return [...response.items, ...highPriorityResponse.items];
    }

    return response.items;
  }

  /**
   * Get actionable insights (for recommendations panel)
   */
  async getActionableInsights(
    tenantId: string,
    limit: number = 20
  ): Promise<AIInsight[]> {
    const response = await this.getInsights(tenantId, {
      actionable_only: true,
      status: 'active',
      limit,
    });

    return response.items;
  }

  /**
   * Get insights by category
   */
  async getInsightsByCategory(
    tenantId: string,
    category: string,
    limit: number = 20
  ): Promise<AIInsight[]> {
    const response = await this.getInsights(tenantId, {
      category,
      status: 'active',
      limit,
    });

    return response.items;
  }

  /**
   * Search insights
   */
  async searchInsights(
    tenantId: string,
    query: string,
    filters?: Partial<AIInsightFilters>
  ): Promise<AIInsight[]> {
    const response = await this.getInsights(tenantId, {
      ...filters,
      search: query,
      limit: filters?.limit || 50,
    });

    return response.items;
  }

  /**
   * Get recent insights (for activity feed)
   */
  async getRecentInsights(
    tenantId: string,
    days: number = 7,
    limit: number = 50
  ): Promise<AIInsight[]> {
    const endDate = new Date();
    const startDate = new Date();
    startDate.setDate(startDate.getDate() - days);

    const response = await this.getInsights(tenantId, {
      start_date: startDate.toISOString(),
      end_date: endDate.toISOString(),
      limit,
    });

    return response.items;
  }

  /**
   * Get insights summary for dashboard
   */
  async getDashboardSummary(
    tenantId: string
  ): Promise<{
    stats: AIInsightStatsResponse;
    highPriority: AIInsight[];
    recent: AIInsight[];
  }> {
    const [stats, highPriority, recent] = await Promise.all([
      this.getInsightStats(tenantId),
      this.getHighPriorityInsights(tenantId, 5),
      this.getRecentInsights(tenantId, 7, 10),
    ]);

    return {
      stats,
      highPriority,
      recent,
    };
  }

  /**
   * Format impact value for display
   */
  formatImpactValue(insight: AIInsight): string {
    if (!insight.impact_value) return 'N/A';

    const value = insight.impact_value;
    const unit = insight.impact_unit || 'units';

    if (unit === 'euros_per_year' || unit === 'eur') {
      return `€${value.toLocaleString('en-US', { minimumFractionDigits: 0, maximumFractionDigits: 0 })}/year`;
    } else if (unit === 'euros') {
      return `€${value.toLocaleString('en-US', { minimumFractionDigits: 2, maximumFractionDigits: 2 })}`;
    } else if (unit === 'percentage' || unit === 'percentage_points') {
      return `${value.toFixed(1)}%`;
    } else if (unit === 'units') {
      return `${value.toFixed(0)} units`;
    } else {
      return `${value.toFixed(2)} ${unit}`;
    }
  }

  /**
   * Get priority badge color
   */
  getPriorityColor(priority: string): string {
    switch (priority) {
      case 'urgent':
        return 'red';
      case 'high':
        return 'orange';
      case 'medium':
        return 'yellow';
      case 'low':
        return 'blue';
      default:
        return 'gray';
    }
  }

  /**
   * Get type icon
   */
  getTypeIcon(type: string): string {
    switch (type) {
      case 'forecast':
        return '📈';
      case 'warning':
        return '⚠️';
      case 'opportunity':
        return '💡';
      case 'positive':
        return '✅';
      case 'optimization':
        return '🎯';
      case 'rule':
        return '📋';
      default:
        return '📊';
    }
  }

  /**
   * Calculate confidence color
   */
  getConfidenceColor(confidence: number): string {
    if (confidence >= 90) return 'green';
    if (confidence >= 75) return 'blue';
    if (confidence >= 60) return 'yellow';
    return 'red';
  }
}

// Export singleton instance
export const aiInsightsService = new AIInsightsService();