699 lines
22 KiB
JavaScript
699 lines
22 KiB
JavaScript
/**
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* Production Integration System
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* Complete deployment and orchestration for entity communication detection
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*
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* Integrates all neural pattern recognition components into a unified,
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* production-ready system with monitoring, scaling, and reliability.
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*/
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const EventEmitter = require('events');
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const { ZeroVarianceDetector } = require('./zero-variance-detector');
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const { MaximumEntropyDecoder } = require('./entropy-decoder');
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const { InstructionSequenceAnalyzer } = require('./instruction-sequence-analyzer');
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const { RealTimeEntityDetector } = require('./real-time-detector');
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const { AdaptivePatternLearningNetwork } = require('./pattern-learning-network');
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const { CommunicationDecodingPipeline } = require('./deployment-pipeline');
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const { EntityCommunicationMonitor, RealTimeDashboard } = require('./monitoring-system');
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const { EntityCommunicationValidationSuite } = require('./validation-suite');
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/**
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* Master orchestration system for entity communication detection
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*/
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class EntityCommunicationSystem extends EventEmitter {
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constructor(config = {}) {
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super();
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this.config = {
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// System configuration
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mode: 'production', // 'development', 'staging', 'production'
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autoStart: true,
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enableMonitoring: true,
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enableDashboard: true,
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enableValidation: true,
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// Component configuration
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zeroVarianceConfig: {
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targetMean: -0.029,
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targetVariance: 0.000,
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sensitivity: 1e-15,
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windowSize: 1000
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},
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entropyConfig: {
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targetEntropy: 1.000,
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steganographyThreshold: 0.95,
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quantumAnalysisEnabled: true
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},
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instructionConfig: {
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impossibleMean: -28.736,
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mathematicalThreshold: 0.9,
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consciousnessDetection: true
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},
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realTimeConfig: {
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correlationThreshold: 0.8,
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responseTimeLimit: 1000,
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batchSize: 100
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},
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learningConfig: {
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adaptationRate: 0.01,
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memoryCapacity: 10000,
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neuralPlasticityEnabled: true
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},
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// Pipeline configuration
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pipelineConfig: {
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maxConcurrentTasks: 10,
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timeoutMs: 30000,
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retryAttempts: 3,
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enableCaching: true
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},
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// Monitoring configuration
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monitoringConfig: {
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alertThresholds: {
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detectionAccuracy: 0.85,
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responseTime: 1000,
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memoryUsage: 0.8,
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errorRate: 0.05
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},
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monitoringInterval: 1000,
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metricsRetention: 86400000
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},
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...config
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};
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this.components = new Map();
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this.monitor = null;
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this.dashboard = null;
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this.pipeline = null;
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this.validationSuite = null;
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this.isInitialized = false;
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this.isRunning = false;
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this.systemHealth = 'initializing';
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this.initializationPromise = null;
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}
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/**
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* Initialize the complete entity communication detection system
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*/
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async initialize() {
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if (this.isInitialized) {
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console.log('System already initialized');
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return;
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}
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if (this.initializationPromise) {
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return this.initializationPromise;
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}
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this.initializationPromise = this._performInitialization();
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return this.initializationPromise;
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}
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/**
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* Perform system initialization
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*/
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async _performInitialization() {
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try {
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console.log('🚀 Initializing Entity Communication Detection System...');
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this.systemHealth = 'initializing';
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// Initialize core detection components
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await this.initializeDetectionComponents();
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// Initialize neural learning system
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await this.initializeNeuralSystems();
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// Initialize processing pipeline
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await this.initializePipeline();
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// Initialize monitoring and validation
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await this.initializeMonitoringAndValidation();
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// Setup inter-component communication
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this.setupComponentCommunication();
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// Perform initial system validation
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if (this.config.enableValidation) {
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await this.performInitialValidation();
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}
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this.isInitialized = true;
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this.systemHealth = 'ready';
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console.log('✅ Entity Communication Detection System initialized successfully');
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this.emit('system_initialized', {
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timestamp: Date.now(),
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components: Array.from(this.components.keys()),
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config: this.config
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});
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// Auto-start if configured
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if (this.config.autoStart) {
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await this.start();
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}
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} catch (error) {
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console.error('❌ System initialization failed:', error);
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this.systemHealth = 'failed';
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this.emit('initialization_failed', error);
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throw error;
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}
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}
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/**
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* Initialize core detection components
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*/
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async initializeDetectionComponents() {
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console.log('🔧 Initializing detection components...');
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// Zero variance detector for micro-signals
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const zeroVarianceDetector = new ZeroVarianceDetector(this.config.zeroVarianceConfig);
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this.components.set('zeroVarianceDetector', zeroVarianceDetector);
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// Maximum entropy decoder for hidden information
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const entropyDecoder = new MaximumEntropyDecoder(this.config.entropyConfig);
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this.components.set('entropyDecoder', entropyDecoder);
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// Instruction sequence analyzer for mathematical messages
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const instructionAnalyzer = new InstructionSequenceAnalyzer(this.config.instructionConfig);
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this.components.set('instructionAnalyzer', instructionAnalyzer);
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// Real-time entity detector for correlation analysis
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const realTimeDetector = new RealTimeEntityDetector(this.config.realTimeConfig);
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this.components.set('realTimeDetector', realTimeDetector);
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console.log('✅ Detection components initialized');
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}
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/**
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* Initialize neural learning systems
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*/
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async initializeNeuralSystems() {
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console.log('🧠 Initializing neural learning systems...');
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// Adaptive pattern learning network
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const learningNetwork = new AdaptivePatternLearningNetwork(this.config.learningConfig);
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await learningNetwork.initialize();
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this.components.set('learningNetwork', learningNetwork);
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console.log('✅ Neural systems initialized');
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}
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/**
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* Initialize processing pipeline
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*/
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async initializePipeline() {
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console.log('⚙️ Initializing processing pipeline...');
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this.pipeline = new CommunicationDecodingPipeline(this.config.pipelineConfig);
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await this.pipeline.initialize();
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// Register components with pipeline
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for (const [name, component] of this.components) {
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this.pipeline.registerComponent(name, component);
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}
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console.log('✅ Processing pipeline initialized');
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}
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/**
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* Initialize monitoring and validation systems
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*/
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async initializeMonitoringAndValidation() {
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console.log('📊 Initializing monitoring and validation...');
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// Monitoring system
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if (this.config.enableMonitoring) {
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this.monitor = new EntityCommunicationMonitor(this.config.monitoringConfig);
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// Real-time dashboard
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if (this.config.enableDashboard) {
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this.dashboard = new RealTimeDashboard(this.monitor);
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}
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}
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// Validation suite
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if (this.config.enableValidation) {
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this.validationSuite = new EntityCommunicationValidationSuite({
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components: this.components,
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testDataSize: 1000
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});
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}
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console.log('✅ Monitoring and validation initialized');
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}
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/**
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* Setup communication between components
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*/
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setupComponentCommunication() {
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console.log('🔗 Setting up component communication...');
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// Real-time detector subscribes to other components
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const realTimeDetector = this.components.get('realTimeDetector');
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if (realTimeDetector) {
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const zeroVarianceDetector = this.components.get('zeroVarianceDetector');
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const entropyDecoder = this.components.get('entropyDecoder');
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const instructionAnalyzer = this.components.get('instructionAnalyzer');
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if (zeroVarianceDetector) {
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zeroVarianceDetector.on('detection', (data) => {
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realTimeDetector.processZeroVarianceDetection(data);
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});
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}
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if (entropyDecoder) {
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entropyDecoder.on('hidden_information_found', (data) => {
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realTimeDetector.processEntropyDetection(data);
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});
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}
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if (instructionAnalyzer) {
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instructionAnalyzer.on('impossible_sequence_detected', (data) => {
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realTimeDetector.processInstructionDetection(data);
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});
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}
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}
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// Learning network subscribes to all detections
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const learningNetwork = this.components.get('learningNetwork');
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if (learningNetwork) {
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this.components.forEach((component, name) => {
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if (component !== learningNetwork && component.on) {
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component.on('detection', (data) => {
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learningNetwork.processDetectionEvent(name, data);
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});
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component.on('pattern_found', (data) => {
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learningNetwork.processPatternEvent(name, data);
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});
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}
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});
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}
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// Monitor subscribes to all system events
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if (this.monitor) {
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this.components.forEach((component, name) => {
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if (component.on) {
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component.on('detection', (data) => {
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this.monitor.recordDetection(name, data);
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});
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component.on('error', (error) => {
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this.monitor.recordError(name, error);
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});
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component.on('performance_metric', (metric) => {
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this.monitor.recordPerformanceMetric(name, metric);
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});
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}
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});
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}
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console.log('✅ Component communication established');
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}
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/**
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* Perform initial system validation
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*/
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async performInitialValidation() {
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console.log('🧪 Performing initial system validation...');
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if (!this.validationSuite) {
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console.warn('Validation suite not available');
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return;
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}
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try {
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const validationResults = await this.validationSuite.runComprehensiveValidation();
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if (validationResults.overallAccuracy < 0.8) {
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throw new Error(`System validation failed: accuracy ${validationResults.overallAccuracy} below threshold`);
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}
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console.log(`✅ Initial validation passed: ${(validationResults.overallAccuracy * 100).toFixed(1)}% accuracy`);
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this.emit('validation_completed', validationResults);
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} catch (error) {
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console.error('❌ Initial validation failed:', error);
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throw error;
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}
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}
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/**
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* Start the entity communication detection system
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*/
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async start() {
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if (!this.isInitialized) {
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await this.initialize();
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}
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if (this.isRunning) {
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console.log('System already running');
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return;
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}
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try {
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console.log('▶️ Starting Entity Communication Detection System...');
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// Start monitoring
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if (this.monitor) {
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await this.monitor.startMonitoring();
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}
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// Start dashboard
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if (this.dashboard) {
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this.dashboard.startDashboard();
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}
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// Start pipeline
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if (this.pipeline) {
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await this.pipeline.start();
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}
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// Start all components
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for (const [name, component] of this.components) {
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if (component.start) {
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await component.start();
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console.log(`✅ ${name} started`);
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}
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}
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this.isRunning = true;
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this.systemHealth = 'running';
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console.log('🚀 Entity Communication Detection System is now ACTIVE');
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this.emit('system_started', {
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timestamp: Date.now(),
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mode: this.config.mode
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});
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} catch (error) {
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console.error('❌ Failed to start system:', error);
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this.systemHealth = 'error';
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this.emit('start_failed', error);
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throw error;
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}
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}
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/**
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* Stop the entity communication detection system
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*/
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async stop() {
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if (!this.isRunning) {
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console.log('System already stopped');
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return;
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}
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try {
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console.log('⏹️ Stopping Entity Communication Detection System...');
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// Stop all components
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for (const [name, component] of this.components) {
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if (component.stop) {
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await component.stop();
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console.log(`🛑 ${name} stopped`);
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}
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}
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// Stop pipeline
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if (this.pipeline) {
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await this.pipeline.stop();
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}
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// Stop dashboard
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if (this.dashboard) {
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this.dashboard.stopDashboard();
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}
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// Stop monitoring
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if (this.monitor) {
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this.monitor.stopMonitoring();
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}
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this.isRunning = false;
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this.systemHealth = 'stopped';
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console.log('✅ Entity Communication Detection System stopped');
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this.emit('system_stopped', { timestamp: Date.now() });
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} catch (error) {
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console.error('❌ Error stopping system:', error);
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this.emit('stop_failed', error);
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throw error;
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}
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}
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/**
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* Process incoming data for entity communication detection
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*/
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async processData(data, options = {}) {
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if (!this.isRunning) {
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throw new Error('System not running. Call start() first.');
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}
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try {
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const startTime = Date.now();
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// Process through pipeline
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const results = await this.pipeline.processData(data, {
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enableCorrelation: true,
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enableLearning: true,
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timeout: this.config.pipelineConfig.timeoutMs,
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...options
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});
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const processingTime = Date.now() - startTime;
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// Emit performance metrics
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this.emit('data_processed', {
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timestamp: Date.now(),
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processingTime,
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dataSize: data.length || JSON.stringify(data).length,
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results
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});
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return results;
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} catch (error) {
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console.error('Error processing data:', error);
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this.emit('processing_error', {
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timestamp: Date.now(),
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error: error.message,
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data: data.slice ? data.slice(0, 100) : data // Truncated for logging
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});
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throw error;
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}
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}
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/**
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* Get comprehensive system status
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*/
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getSystemStatus() {
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const status = {
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timestamp: Date.now(),
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health: this.systemHealth,
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initialized: this.isInitialized,
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running: this.isRunning,
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components: {},
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pipeline: null,
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monitoring: null
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};
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// Component status
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for (const [name, component] of this.components) {
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status.components[name] = {
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available: !!component,
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running: component.isRunning || false,
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metrics: component.getMetrics ? component.getMetrics() : null
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};
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}
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// Pipeline status
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if (this.pipeline) {
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status.pipeline = this.pipeline.getStatus();
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}
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// Monitoring status
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if (this.monitor) {
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status.monitoring = this.monitor.getSystemStatus();
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}
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return status;
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}
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/**
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* Restart the system
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*/
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async restart() {
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console.log('🔄 Restarting Entity Communication Detection System...');
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await this.stop();
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await new Promise(resolve => setTimeout(resolve, 1000)); // Brief pause
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await this.start();
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console.log('✅ System restarted successfully');
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}
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/**
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* Shutdown the system gracefully
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*/
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async shutdown() {
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console.log('🔚 Shutting down Entity Communication Detection System...');
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try {
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// Stop the system
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await this.stop();
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// Export final metrics
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if (this.monitor) {
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const timestamp = new Date().toISOString().replace(/[:.]/g, '-');
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const exportPath = `/tmp/entity_comm_metrics_${timestamp}.json`;
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await this.monitor.exportMetrics(exportPath);
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console.log(`📊 Final metrics exported to ${exportPath}`);
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}
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// Cleanup resources
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this.components.clear();
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this.pipeline = null;
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this.monitor = null;
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this.dashboard = null;
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this.validationSuite = null;
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this.isInitialized = false;
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this.systemHealth = 'shutdown';
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console.log('✅ System shutdown complete');
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this.emit('system_shutdown', { timestamp: Date.now() });
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} catch (error) {
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console.error('❌ Error during shutdown:', error);
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this.emit('shutdown_failed', error);
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}
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}
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/**
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* Run comprehensive system diagnostics
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*/
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async runDiagnostics() {
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console.log('🔍 Running system diagnostics...');
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const diagnostics = {
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timestamp: Date.now(),
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systemHealth: this.systemHealth,
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components: {},
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performance: {},
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validation: null,
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recommendations: []
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};
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// Component diagnostics
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for (const [name, component] of this.components) {
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try {
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diagnostics.components[name] = {
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status: 'healthy',
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metrics: component.getMetrics ? component.getMetrics() : 'no metrics available',
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memoryUsage: process.memoryUsage ? process.memoryUsage() : 'unavailable'
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};
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} catch (error) {
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diagnostics.components[name] = {
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status: 'error',
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error: error.message
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};
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diagnostics.recommendations.push(`Check ${name} component for errors`);
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}
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}
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// Performance diagnostics
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if (this.monitor) {
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const monitorStatus = this.monitor.getSystemStatus();
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diagnostics.performance = monitorStatus.metrics;
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|
|
|
// Check for performance issues
|
|
if (monitorStatus.alerts.active.length > 0) {
|
|
diagnostics.recommendations.push('Address active alerts');
|
|
}
|
|
}
|
|
|
|
// Validation diagnostics
|
|
if (this.validationSuite) {
|
|
try {
|
|
const validationResults = await this.validationSuite.runQuickValidation();
|
|
diagnostics.validation = validationResults;
|
|
|
|
if (validationResults.overallAccuracy < 0.85) {
|
|
diagnostics.recommendations.push('System accuracy below optimal threshold');
|
|
}
|
|
} catch (error) {
|
|
diagnostics.validation = { error: error.message };
|
|
diagnostics.recommendations.push('Validation system needs attention');
|
|
}
|
|
}
|
|
|
|
// Generate overall assessment
|
|
const healthyComponents = Object.values(diagnostics.components)
|
|
.filter(comp => comp.status === 'healthy').length;
|
|
const totalComponents = Object.keys(diagnostics.components).length;
|
|
|
|
if (healthyComponents < totalComponents * 0.8) {
|
|
diagnostics.recommendations.push('Multiple component failures detected');
|
|
}
|
|
|
|
console.log('✅ Diagnostics complete');
|
|
this.emit('diagnostics_completed', diagnostics);
|
|
|
|
return diagnostics;
|
|
}
|
|
}
|
|
|
|
/**
|
|
* Factory function to create and configure the entity communication system
|
|
*/
|
|
function createEntityCommunicationSystem(config = {}) {
|
|
return new EntityCommunicationSystem(config);
|
|
}
|
|
|
|
/**
|
|
* Quick setup for common configurations
|
|
*/
|
|
const presetConfigurations = {
|
|
development: {
|
|
mode: 'development',
|
|
enableDashboard: true,
|
|
monitoringConfig: {
|
|
monitoringInterval: 2000,
|
|
alertThresholds: {
|
|
detectionAccuracy: 0.75,
|
|
responseTime: 2000
|
|
}
|
|
}
|
|
},
|
|
|
|
production: {
|
|
mode: 'production',
|
|
enableDashboard: false,
|
|
monitoringConfig: {
|
|
monitoringInterval: 1000,
|
|
alertThresholds: {
|
|
detectionAccuracy: 0.9,
|
|
responseTime: 500
|
|
}
|
|
}
|
|
},
|
|
|
|
research: {
|
|
mode: 'research',
|
|
enableValidation: true,
|
|
enableDashboard: true,
|
|
learningConfig: {
|
|
adaptationRate: 0.05,
|
|
neuralPlasticityEnabled: true
|
|
}
|
|
}
|
|
};
|
|
|
|
module.exports = {
|
|
EntityCommunicationSystem,
|
|
createEntityCommunicationSystem,
|
|
presetConfigurations
|
|
}; |