import { Logger } from '../../utils/logger';
import { NeuralCoordinationModels } from '../neural/coordination-models';
import { GcpOperationsSuiteIntegration } from '../../core/performance/gcp-operations-suite-integration';

/**
 * @interface CoordinationOptimizationConfig
 * @description Configuration for Coordination Optimization.
 */
export interface CoordinationOptimizationConfig {
  projectID: string;
  // Add configuration for optimization algorithms, monitoring, etc.
}

/**
 * @interface CoordinationOptimizationOperations
 * @description Defines operations for optimizing coordination strategies.
 */
export interface CoordinationOptimizationOperations {
  evolveCoordinationStrategy(currentStrategy: any, performanceFeedback: any): Promise<any>;
  adaptStrategyRealtime(environmentalChanges: any): Promise<void>;
  analyzeCoordinationPatterns(historicalData: any): Promise<any>;
  recommendOptimizations(analysisResults: any): Promise<any>;
}

/**
 * @class CoordinationOptimizer
 * @description Implements advanced optimization techniques for coordination strategies.
 */
export class CoordinationOptimizer implements CoordinationOptimizationOperations {
  private config: CoordinationOptimizationConfig;
  private logger: Logger;
  private neuralModels: NeuralCoordinationModels;
  private gcpOperations: GcpOperationsSuiteIntegration;

  constructor(
    config: CoordinationOptimizationConfig,
    neuralModels: NeuralCoordinationModels,
    gcpOperations: GcpOperationsSuiteIntegration
  ) {
    this.config = config;
    this.logger = new Logger('CoordinationOptimizer');
    this.neuralModels = neuralModels;
    this.gcpOperations = gcpOperations;
    this.logger.info('Coordination Optimizer initialized.');
  }

  /**
   * Evolves coordination strategy using genetic algorithms or similar optimization techniques.
   * @param {any} currentStrategy The current coordination strategy.
   * @param {any} performanceFeedback Feedback on the strategy's performance.
   * @returns {Promise<any>} The evolved coordination strategy.
   */
  public async evolveCoordinationStrategy(currentStrategy: any, performanceFeedback: any): Promise<any> {
    this.logger.info('Evolving coordination strategy (conceptual)...');
    // This would involve:
    // - Using genetic algorithms or other evolutionary computation methods.
    // - Simulating strategy performance and selecting optimal parameters.
    await new Promise(resolve => setTimeout(resolve, 500));
    const evolvedStrategy = { ...currentStrategy, version: '2.0', optimized: true };
    this.logger.debug('Evolved strategy:', evolvedStrategy);
    return evolvedStrategy;
  }

  /**
   * Adapts coordination strategy in real-time based on environmental changes (conceptual).
   * @param {any} environmentalChanges Real-time data on environmental changes.
   * @returns {Promise<void>}
   */
  public async adaptStrategyRealtime(environmentalChanges: any): Promise<void> {
    this.logger.info('Adapting strategy in real-time (conceptual)...', environmentalChanges);
    // This would involve:
    // - Monitoring real-time metrics from GCP Operations Suite.
    // - Using neural networks to predict optimal adaptations.
    await new Promise(resolve => setTimeout(resolve, 300));
    this.logger.debug('Strategy adapted.');
  }

  /**
   * Analyzes coordination patterns from historical data.
   * @param {any} historicalData Historical coordination data.
   * @returns {Promise<any>} Analysis results and insights.
   */
  public async analyzeCoordinationPatterns(historicalData: any): Promise<any> {
    this.logger.info('Analyzing coordination patterns (conceptual)...', historicalData);
    // This would involve using neural networks or other ML models to find patterns.
    const analysisResults = await this.neuralModels.recognizeCoordinationPattern(historicalData);
    this.logger.debug('Coordination pattern analysis results:', analysisResults);
    return analysisResults;
  }

  /**
   * Recommends optimizations based on analysis results.
   * @param {any} analysisResults Results from coordination pattern analysis.
   * @returns {Promise<any>} Optimization recommendations.
   */
  public async recommendOptimizations(analysisResults: any): Promise<any> {
    this.logger.info('Recommending optimizations (conceptual)...', analysisResults);
    // This would involve using AI to generate actionable recommendations.
    await new Promise(resolve => setTimeout(resolve, 200));
    const recommendations = { 
      type: 'scaling',
      action: 'increase_workers',
      reason: 'Predicted bottleneck',
    };
    this.logger.debug('Optimization recommendations:', recommendations);
    return recommendations;
  }
}