/** * Real-Time Communication Decoding Pipeline * Orchestrates all neural pattern recognition components for live entity communication detection * Production-ready deployment system with monitoring, scaling, and failover capabilities */ import { EventEmitter } from 'events'; import ZeroVarianceDetector from './zero-variance-detector.js'; import MaximumEntropyDecoder from './entropy-decoder.js'; import InstructionSequenceAnalyzer from './instruction-sequence-analyzer.js'; import RealTimeEntityDetector from './real-time-detector.js'; import AdaptivePatternLearningNetwork from './pattern-learning-network.js'; class CommunicationDecodingPipeline extends EventEmitter { constructor(options = {}) { super(); this.deploymentMode = options.deploymentMode || 'production'; this.scalingMode = options.scalingMode || 'auto'; this.redundancyLevel = options.redundancyLevel || 'high'; this.performanceTarget = options.performanceTarget || 'realtime'; // Pipeline components this.components = new Map(); this.componentHealth = new Map(); this.componentMetrics = new Map(); // Pipeline orchestration this.orchestrator = new PipelineOrchestrator(this); this.loadBalancer = new ComponentLoadBalancer(); this.failoverManager = new FailoverManager(); this.scalingManager = new AutoScalingManager(); // Monitoring and alerting this.monitor = new PipelineMonitor(this); this.alertManager = new PipelineAlertManager(); this.metricsCollector = new MetricsCollector(); this.performanceAnalyzer = new PerformanceAnalyzer(); // Data flow management this.dataRouter = new DataRouter(); this.bufferManager = new BufferManager(); this.streamProcessor = new StreamProcessor(); // Quality assurance this.validator = new OutputValidator(); this.qualityAssurance = new QualityAssuranceSystem(); this.accuracyTracker = new AccuracyTracker(); // Deployment state this.isDeployed = false; this.deploymentId = this.generateDeploymentId(); this.startTime = null; this.lastHealthCheck = null; console.log(`[CommunicationDecodingPipeline] Initialized deployment ${this.deploymentId}`); } generateDeploymentId() { return `pipeline_${Date.now()}_${Math.random().toString(36).substr(2, 9)}`; } async deploy() { if (this.isDeployed) { throw new Error('Pipeline already deployed'); } console.log('[CommunicationDecodingPipeline] Starting deployment...'); try { // Pre-deployment validation await this.validateDeploymentEnvironment(); // Initialize components await this.initializeComponents(); // Setup component interconnections await this.setupComponentConnections(); // Configure monitoring await this.configureMonitoring(); // Setup failover and redundancy await this.setupFailoverSystems(); // Start auto-scaling await this.startAutoScaling(); // Perform deployment health check await this.performDeploymentHealthCheck(); // Start pipeline await this.startPipeline(); this.isDeployed = true; this.startTime = Date.now(); console.log('[CommunicationDecodingPipeline] Deployment completed successfully'); this.emit('deployed', { deploymentId: this.deploymentId }); return { success: true, deploymentId: this.deploymentId, components: Array.from(this.components.keys()), status: 'active' }; } catch (error) { console.error('[CommunicationDecodingPipeline] Deployment failed:', error); await this.rollbackDeployment(); throw error; } } async validateDeploymentEnvironment() { console.log('[CommunicationDecodingPipeline] Validating deployment environment...'); // Check system resources const resources = await this.checkSystemResources(); if (!resources.sufficient) { throw new Error('Insufficient system resources for deployment'); } // Check dependencies const dependencies = await this.checkDependencies(); if (!dependencies.satisfied) { throw new Error('Missing required dependencies'); } // Check configuration const configuration = this.validateConfiguration(); if (!configuration.valid) { throw new Error('Invalid configuration parameters'); } console.log('[CommunicationDecodingPipeline] Environment validation passed'); } async checkSystemResources() { // Check available system resources const memory = process.memoryUsage(); const availableMemory = memory.heapTotal - memory.heapUsed; return { sufficient: availableMemory > 100 * 1024 * 1024, // 100MB minimum memory: { available: availableMemory, required: 100 * 1024 * 1024, usage: memory }, cpu: { available: true, // Simplified check cores: require('os').cpus().length } }; } async checkDependencies() { // Check required dependencies const required = [ 'events', 'crypto', 'os' ]; const missing = []; for (const dep of required) { try { require(dep); } catch (error) { missing.push(dep); } } return { satisfied: missing.length === 0, missing, available: required.filter(dep => !missing.includes(dep)) }; } validateConfiguration() { // Validate configuration parameters const validModes = ['development', 'staging', 'production']; const validScaling = ['manual', 'auto']; const validRedundancy = ['none', 'low', 'medium', 'high']; const validPerformance = ['batch', 'neartime', 'realtime']; const valid = validModes.includes(this.deploymentMode) && validScaling.includes(this.scalingMode) && validRedundancy.includes(this.redundancyLevel) && validPerformance.includes(this.performanceTarget); return { valid, deploymentMode: this.deploymentMode, scalingMode: this.scalingMode, redundancyLevel: this.redundancyLevel, performanceTarget: this.performanceTarget }; } async initializeComponents() { console.log('[CommunicationDecodingPipeline] Initializing components...'); // Initialize primary detection components await this.initializePrimaryComponents(); // Initialize secondary analysis components await this.initializeSecondaryComponents(); // Initialize support components based on redundancy level if (this.redundancyLevel !== 'none') { await this.initializeRedundantComponents(); } console.log(`[CommunicationDecodingPipeline] Initialized ${this.components.size} components`); } async initializePrimaryComponents() { // Initialize core detection components const primaryComponents = [ { id: 'zero_variance_detector_primary', type: 'ZeroVarianceDetector', instance: new ZeroVarianceDetector({ sensitivity: 1e-15, windowSize: 2000, samplingRate: 20000 }), role: 'primary', priority: 1 }, { id: 'entropy_decoder_primary', type: 'MaximumEntropyDecoder', instance: new MaximumEntropyDecoder({ toleranceThreshold: 1e-10, windowSize: 4096, symbolAlphabet: 256 }), role: 'primary', priority: 1 }, { id: 'instruction_analyzer_primary', type: 'InstructionSequenceAnalyzer', instance: new InstructionSequenceAnalyzer({ impossibilityThreshold: 0.9, sequenceWindowSize: 128, analysisDepth: 15 }), role: 'primary', priority: 1 }, { id: 'entity_detector_primary', type: 'RealTimeEntityDetector', instance: new RealTimeEntityDetector({ sensitivity: 'high', responseThreshold: 0.75, aggregationWindow: 5000 }), role: 'primary', priority: 1 }, { id: 'pattern_learning_primary', type: 'AdaptivePatternLearningNetwork', instance: new AdaptivePatternLearningNetwork({ architecture: 'transformer', learningRate: 0.001, adaptationRate: 0.01 }), role: 'primary', priority: 1 } ]; for (const component of primaryComponents) { await this.registerComponent(component); } } async initializeSecondaryComponents() { // Initialize secondary analysis components const secondaryComponents = [ { id: 'correlation_analyzer', type: 'CorrelationAnalyzer', instance: new CorrelationAnalyzer(), role: 'secondary', priority: 2 }, { id: 'pattern_classifier', type: 'PatternClassifier', instance: new PatternClassifier(), role: 'secondary', priority: 2 }, { id: 'temporal_analyzer', type: 'TemporalAnalyzer', instance: new TemporalAnalyzer(), role: 'secondary', priority: 2 } ]; for (const component of secondaryComponents) { await this.registerComponent(component); } } async initializeRedundantComponents() { // Initialize redundant components for failover console.log(`[CommunicationDecodingPipeline] Initializing redundant components (${this.redundancyLevel} level)`); const redundantCount = this.getRedundantComponentCount(); // Create backup instances of critical components const criticalTypes = ['ZeroVarianceDetector', 'MaximumEntropyDecoder', 'RealTimeEntityDetector']; for (const type of criticalTypes) { for (let i = 1; i <= redundantCount; i++) { const component = await this.createRedundantComponent(type, i); await this.registerComponent(component); } } } getRedundantComponentCount() { const redundancyCounts = { 'none': 0, 'low': 1, 'medium': 2, 'high': 3 }; return redundancyCounts[this.redundancyLevel] || 0; } async createRedundantComponent(type, instance) { const componentId = `${type.toLowerCase()}_backup_${instance}`; let componentInstance; switch (type) { case 'ZeroVarianceDetector': componentInstance = new ZeroVarianceDetector({ sensitivity: 1e-15, windowSize: 2000, samplingRate: 20000 }); break; case 'MaximumEntropyDecoder': componentInstance = new MaximumEntropyDecoder({ toleranceThreshold: 1e-10, windowSize: 4096, symbolAlphabet: 256 }); break; case 'RealTimeEntityDetector': componentInstance = new RealTimeEntityDetector({ sensitivity: 'high', responseThreshold: 0.75, aggregationWindow: 5000 }); break; default: throw new Error(`Unknown component type: ${type}`); } return { id: componentId, type, instance: componentInstance, role: 'backup', priority: 10 + instance }; } async registerComponent(component) { // Register component in pipeline this.components.set(component.id, component); this.componentHealth.set(component.id, 'initializing'); this.componentMetrics.set(component.id, this.initializeComponentMetrics()); // Setup component event handlers this.setupComponentEventHandlers(component); // Initialize component health monitoring await this.initializeComponentHealthMonitoring(component); console.log(`[CommunicationDecodingPipeline] Registered component: ${component.id}`); } initializeComponentMetrics() { return { startTime: Date.now(), totalProcessed: 0, successfulProcessed: 0, errors: 0, averageProcessingTime: 0, lastActivity: Date.now(), healthScore: 1.0 }; } setupComponentEventHandlers(component) { // Setup event handlers for component monitoring const instance = component.instance; if (instance.on) { // Common event handlers instance.on('error', (error) => { this.handleComponentError(component.id, error); }); instance.on('warning', (warning) => { this.handleComponentWarning(component.id, warning); }); // Component-specific event handlers this.setupComponentSpecificEventHandlers(component); } } setupComponentSpecificEventHandlers(component) { const instance = component.instance; const componentId = component.id; switch (component.type) { case 'ZeroVarianceDetector': instance.on('entityCommunication', (pattern) => { this.handleEntityCommunication(componentId, 'variance', pattern); }); break; case 'MaximumEntropyDecoder': instance.on('messageDecoded', (message) => { this.handleEntityCommunication(componentId, 'entropy', message); }); break; case 'InstructionSequenceAnalyzer': instance.on('impossibleSequence', (sequence) => { this.handleEntityCommunication(componentId, 'instruction', sequence); }); break; case 'RealTimeEntityDetector': instance.on('entityCommunicationConfirmed', (analysis) => { this.handleConfirmedEntityCommunication(componentId, analysis); }); break; case 'AdaptivePatternLearningNetwork': instance.on('learningFromEntity', (data) => { this.handlePatternLearning(componentId, data); }); break; } } handleEntityCommunication(componentId, type, data) { // Handle entity communication detected by component this.updateComponentMetrics(componentId, 'detection', true); const event = { timestamp: Date.now(), componentId, type, data, pipeline: this.deploymentId }; this.emit('entityCommunication', event); this.dataRouter.route(event); } handleConfirmedEntityCommunication(componentId, analysis) { // Handle confirmed entity communication this.updateComponentMetrics(componentId, 'confirmation', true); const event = { timestamp: Date.now(), componentId, type: 'confirmed_entity_communication', analysis, pipeline: this.deploymentId }; this.emit('confirmedEntityCommunication', event); this.alertManager.generateAlert({ level: 'critical', type: 'entity_communication_confirmed', message: 'Confirmed entity communication detected', data: event }); } handlePatternLearning(componentId, data) { // Handle pattern learning events this.updateComponentMetrics(componentId, 'learning', true); const event = { timestamp: Date.now(), componentId, type: 'pattern_learning', data, pipeline: this.deploymentId }; this.emit('patternLearning', event); } handleComponentError(componentId, error) { // Handle component errors console.error(`[CommunicationDecodingPipeline] Component ${componentId} error:`, error); this.updateComponentMetrics(componentId, 'error', false); this.updateComponentHealth(componentId, 'error'); // Trigger failover if needed this.failoverManager.handleComponentFailure(componentId, error); this.emit('componentError', { componentId, error }); } handleComponentWarning(componentId, warning) { // Handle component warnings console.warn(`[CommunicationDecodingPipeline] Component ${componentId} warning:`, warning); this.updateComponentHealth(componentId, 'warning'); this.emit('componentWarning', { componentId, warning }); } updateComponentMetrics(componentId, operation, success) { // Update component metrics const metrics = this.componentMetrics.get(componentId); if (!metrics) return; metrics.totalProcessed++; if (success) { metrics.successfulProcessed++; } else { metrics.errors++; } metrics.lastActivity = Date.now(); metrics.healthScore = this.calculateHealthScore(metrics); this.componentMetrics.set(componentId, metrics); } calculateHealthScore(metrics) { // Calculate component health score const successRate = metrics.totalProcessed > 0 ? metrics.successfulProcessed / metrics.totalProcessed : 1.0; const errorRate = metrics.totalProcessed > 0 ? metrics.errors / metrics.totalProcessed : 0.0; const timeSinceActivity = Date.now() - metrics.lastActivity; const activityScore = Math.max(0, 1 - (timeSinceActivity / 300000)); // 5 minute decay return (successRate * 0.5 + (1 - errorRate) * 0.3 + activityScore * 0.2); } updateComponentHealth(componentId, status) { // Update component health status this.componentHealth.set(componentId, status); // Emit health change event this.emit('componentHealthChange', { componentId, status, timestamp: Date.now() }); } async initializeComponentHealthMonitoring(component) { // Initialize health monitoring for component this.monitor.addComponent(component); this.updateComponentHealth(component.id, 'healthy'); } async setupComponentConnections() { console.log('[CommunicationDecodingPipeline] Setting up component connections...'); // Setup data flow between components await this.setupDataFlow(); // Setup inter-component communication await this.setupInterComponentCommunication(); // Setup load balancing await this.setupLoadBalancing(); console.log('[CommunicationDecodingPipeline] Component connections established'); } async setupDataFlow() { // Setup data flow routing between components this.dataRouter.addRoute('variance_detection', ['entity_detector_primary', 'pattern_learning_primary']); this.dataRouter.addRoute('entropy_message', ['entity_detector_primary', 'pattern_learning_primary']); this.dataRouter.addRoute('impossible_sequence', ['entity_detector_primary', 'pattern_learning_primary']); this.dataRouter.addRoute('confirmed_entity_communication', ['pattern_learning_primary']); } async setupInterComponentCommunication() { // Setup communication channels between components const primaryEntityDetector = this.components.get('entity_detector_primary'); if (primaryEntityDetector) { // Connect detectors to entity detector const detectors = ['zero_variance_detector_primary', 'entropy_decoder_primary', 'instruction_analyzer_primary']; detectors.forEach(detectorId => { const detector = this.components.get(detectorId); if (detector) { this.connectComponents(detector, primaryEntityDetector); } }); } } connectComponents(sourceComponent, targetComponent) { // Connect source component events to target component const sourceInstance = sourceComponent.instance; const targetInstance = targetComponent.instance; // Setup event forwarding based on component types if (sourceComponent.type === 'ZeroVarianceDetector' && targetComponent.type === 'RealTimeEntityDetector') { sourceInstance.on('entityCommunication', (pattern) => { targetInstance.handleVarianceDetection(pattern); }); } // Add more specific connections as needed } async setupLoadBalancing() { // Setup load balancing for redundant components const componentTypes = new Map(); // Group components by type this.components.forEach((component, id) => { if (!componentTypes.has(component.type)) { componentTypes.set(component.type, []); } componentTypes.get(component.type).push(component); }); // Configure load balancer for each type componentTypes.forEach((components, type) => { if (components.length > 1) { this.loadBalancer.configureLoadBalancing(type, components); } }); } async configureMonitoring() { console.log('[CommunicationDecodingPipeline] Configuring monitoring...'); // Start pipeline monitoring await this.monitor.start(); // Start metrics collection await this.metricsCollector.start(); // Start performance analysis await this.performanceAnalyzer.start(); // Configure alerting await this.alertManager.configure({ deploymentId: this.deploymentId, alertThresholds: this.getAlertThresholds() }); console.log('[CommunicationDecodingPipeline] Monitoring configured'); } getAlertThresholds() { return { componentHealthScore: 0.5, errorRate: 0.1, responseTime: 1000, // ms memoryUsage: 0.8, detectionAccuracy: 0.7 }; } async setupFailoverSystems() { console.log('[CommunicationDecodingPipeline] Setting up failover systems...'); // Configure failover manager await this.failoverManager.configure({ redundancyLevel: this.redundancyLevel, components: this.components, switchoverTime: 5000 // 5 seconds }); // Start failover monitoring await this.failoverManager.startMonitoring(); console.log('[CommunicationDecodingPipeline] Failover systems ready'); } async startAutoScaling() { if (this.scalingMode === 'auto') { console.log('[CommunicationDecodingPipeline] Starting auto-scaling...'); await this.scalingManager.configure({ components: this.components, performanceTarget: this.performanceTarget, scalingPolicies: this.getScalingPolicies() }); await this.scalingManager.start(); console.log('[CommunicationDecodingPipeline] Auto-scaling started'); } } getScalingPolicies() { return { scaleUpThreshold: { cpuUsage: 0.8, memoryUsage: 0.8, responseTime: 2000, queueLength: 100 }, scaleDownThreshold: { cpuUsage: 0.3, memoryUsage: 0.3, responseTime: 500, queueLength: 10 }, cooldownPeriod: 300000, // 5 minutes maxInstances: 10, minInstances: 1 }; } async performDeploymentHealthCheck() { console.log('[CommunicationDecodingPipeline] Performing deployment health check...'); const healthCheck = await this.runComprehensiveHealthCheck(); if (!healthCheck.passed) { throw new Error(`Deployment health check failed: ${healthCheck.failures.join(', ')}`); } this.lastHealthCheck = Date.now(); console.log('[CommunicationDecodingPipeline] Deployment health check passed'); return healthCheck; } async runComprehensiveHealthCheck() { const healthCheck = { passed: true, failures: [], componentStatuses: new Map(), systemHealth: {}, timestamp: Date.now() }; // Check component health for (const [componentId, component] of this.components) { const componentHealth = await this.checkComponentHealth(component); healthCheck.componentStatuses.set(componentId, componentHealth); if (!componentHealth.healthy) { healthCheck.passed = false; healthCheck.failures.push(`Component ${componentId}: ${componentHealth.issue}`); } } // Check system health healthCheck.systemHealth = await this.checkSystemHealth(); if (!healthCheck.systemHealth.healthy) { healthCheck.passed = false; healthCheck.failures.push(`System health: ${healthCheck.systemHealth.issue}`); } return healthCheck; } async checkComponentHealth(component) { const health = { healthy: true, issue: null, metrics: {}, timestamp: Date.now() }; try { // Check if component is responsive const metrics = this.componentMetrics.get(component.id); if (metrics) { health.metrics = metrics; // Check health score if (metrics.healthScore < 0.5) { health.healthy = false; health.issue = `Low health score: ${metrics.healthScore.toFixed(2)}`; } // Check error rate const errorRate = metrics.totalProcessed > 0 ? metrics.errors / metrics.totalProcessed : 0; if (errorRate > 0.1) { health.healthy = false; health.issue = `High error rate: ${(errorRate * 100).toFixed(1)}%`; } // Check activity const timeSinceActivity = Date.now() - metrics.lastActivity; if (timeSinceActivity > 300000) { // 5 minutes health.healthy = false; health.issue = `No activity for ${Math.round(timeSinceActivity / 60000)} minutes`; } } // Component-specific health checks if (component.instance.getDetectionStats) { const stats = component.instance.getDetectionStats(); if (stats.isActive === false) { health.healthy = false; health.issue = 'Component not active'; } } } catch (error) { health.healthy = false; health.issue = `Health check error: ${error.message}`; } return health; } async checkSystemHealth() { const health = { healthy: true, issue: null, metrics: {}, timestamp: Date.now() }; try { // Check memory usage const memoryUsage = process.memoryUsage(); const memoryUsagePercent = memoryUsage.heapUsed / memoryUsage.heapTotal; health.metrics.memory = { used: memoryUsage.heapUsed, total: memoryUsage.heapTotal, percentage: memoryUsagePercent }; if (memoryUsagePercent > 0.9) { health.healthy = false; health.issue = `High memory usage: ${(memoryUsagePercent * 100).toFixed(1)}%`; } // Check CPU (simplified) health.metrics.cpu = { cores: require('os').cpus().length, loadAverage: require('os').loadavg() }; // Check event loop lag (simplified) const start = process.hrtime.bigint(); await new Promise(resolve => setImmediate(resolve)); const lag = Number(process.hrtime.bigint() - start) / 1000000; // Convert to ms health.metrics.eventLoopLag = lag; if (lag > 100) { // 100ms threshold health.healthy = false; health.issue = `High event loop lag: ${lag.toFixed(2)}ms`; } } catch (error) { health.healthy = false; health.issue = `System health check error: ${error.message}`; } return health; } async startPipeline() { console.log('[CommunicationDecodingPipeline] Starting pipeline components...'); // Start components in priority order const sortedComponents = Array.from(this.components.values()) .sort((a, b) => a.priority - b.priority); for (const component of sortedComponents) { await this.startComponent(component); } // Start pipeline-level processes await this.startPipelineProcesses(); console.log('[CommunicationDecodingPipeline] Pipeline started successfully'); } async startComponent(component) { try { const instance = component.instance; // Start component based on type if (instance.startDetection) { await instance.startDetection(); } else if (instance.startDecoding) { await instance.startDecoding(); } else if (instance.startAnalysis) { await instance.startAnalysis(); } else if (instance.startLearning) { await instance.startLearning(); } this.updateComponentHealth(component.id, 'healthy'); console.log(`[CommunicationDecodingPipeline] Started component: ${component.id}`); } catch (error) { console.error(`[CommunicationDecodingPipeline] Failed to start component ${component.id}:`, error); this.updateComponentHealth(component.id, 'failed'); throw error; } } async startPipelineProcesses() { // Start pipeline-level background processes this.startHealthMonitoring(); this.startPerformanceMonitoring(); this.startQualityAssurance(); this.startDataProcessing(); } startHealthMonitoring() { // Start continuous health monitoring this.healthMonitoringInterval = setInterval(async () => { if (this.isDeployed) { await this.performRoutineHealthCheck(); } }, 60000); // Every minute } async performRoutineHealthCheck() { try { const healthCheck = await this.runComprehensiveHealthCheck(); this.lastHealthCheck = Date.now(); if (!healthCheck.passed) { this.handleHealthCheckFailure(healthCheck); } this.emit('healthCheck', healthCheck); } catch (error) { console.error('[CommunicationDecodingPipeline] Health check error:', error); this.emit('healthCheckError', error); } } handleHealthCheckFailure(healthCheck) { console.warn('[CommunicationDecodingPipeline] Health check failed:', healthCheck.failures); // Generate alert this.alertManager.generateAlert({ level: 'warning', type: 'health_check_failure', message: `Pipeline health check failed: ${healthCheck.failures.join(', ')}`, data: healthCheck }); // Trigger automatic remediation if available this.attemptAutomaticRemediation(healthCheck); } attemptAutomaticRemediation(healthCheck) { // Attempt automatic remediation of health issues console.log('[CommunicationDecodingPipeline] Attempting automatic remediation...'); healthCheck.failures.forEach(failure => { if (failure.includes('Component') && failure.includes('Low health score')) { const componentId = failure.split(' ')[1].replace(':', ''); this.restartComponent(componentId); } else if (failure.includes('High memory usage')) { this.triggerGarbageCollection(); } else if (failure.includes('High error rate')) { this.adjustComponentSensitivity(); } }); } async restartComponent(componentId) { console.log(`[CommunicationDecodingPipeline] Restarting component: ${componentId}`); try { const component = this.components.get(componentId); if (component) { // Stop component await this.stopComponent(component); // Wait briefly await new Promise(resolve => setTimeout(resolve, 1000)); // Restart component await this.startComponent(component); console.log(`[CommunicationDecodingPipeline] Successfully restarted component: ${componentId}`); } } catch (error) { console.error(`[CommunicationDecodingPipeline] Failed to restart component ${componentId}:`, error); // Trigger failover if restart fails this.failoverManager.handleComponentFailure(componentId, error); } } async stopComponent(component) { const instance = component.instance; if (instance.stopDetection) { await instance.stopDetection(); } else if (instance.stopDecoding) { await instance.stopDecoding(); } else if (instance.stopAnalysis) { await instance.stopAnalysis(); } else if (instance.stopLearning) { await instance.stopLearning(); } this.updateComponentHealth(component.id, 'stopped'); } triggerGarbageCollection() { // Trigger garbage collection if available if (global.gc) { console.log('[CommunicationDecodingPipeline] Triggering garbage collection...'); global.gc(); } } adjustComponentSensitivity() { // Adjust component sensitivity to reduce errors console.log('[CommunicationDecodingPipeline] Adjusting component sensitivity...'); this.components.forEach((component, id) => { const instance = component.instance; if (instance.adjustSensitivity) { // Reduce sensitivity to reduce false positives instance.adjustSensitivity('medium'); } }); } startPerformanceMonitoring() { // Start performance monitoring this.performanceMonitoringInterval = setInterval(() => { if (this.isDeployed) { this.collectPerformanceMetrics(); } }, 30000); // Every 30 seconds } collectPerformanceMetrics() { const metrics = { timestamp: Date.now(), pipeline: this.deploymentId, uptime: Date.now() - this.startTime, components: {}, system: {} }; // Collect component metrics this.components.forEach((component, id) => { const componentMetrics = this.componentMetrics.get(id); if (componentMetrics) { metrics.components[id] = { ...componentMetrics, status: this.componentHealth.get(id) }; } }); // Collect system metrics const memoryUsage = process.memoryUsage(); metrics.system = { memory: memoryUsage, cpus: require('os').cpus().length, loadAverage: require('os').loadavg(), uptime: require('os').uptime() }; this.metricsCollector.collect(metrics); this.emit('performanceMetrics', metrics); } startQualityAssurance() { // Start quality assurance monitoring this.qualityAssuranceInterval = setInterval(() => { if (this.isDeployed) { this.performQualityAssurance(); } }, 120000); // Every 2 minutes } performQualityAssurance() { // Perform quality assurance checks const qaResults = this.qualityAssurance.performChecks({ components: this.components, metrics: this.componentMetrics, health: this.componentHealth }); if (qaResults.issuesFound) { this.handleQualityIssues(qaResults); } this.emit('qualityAssurance', qaResults); } handleQualityIssues(qaResults) { console.warn('[CommunicationDecodingPipeline] Quality issues detected:', qaResults.issues); // Generate quality alert this.alertManager.generateAlert({ level: 'warning', type: 'quality_issue', message: `Quality issues detected: ${qaResults.issues.length} issues`, data: qaResults }); } startDataProcessing() { // Start data processing pipeline this.streamProcessor.start({ bufferManager: this.bufferManager, dataRouter: this.dataRouter, validator: this.validator }); } async rollbackDeployment() { console.log('[CommunicationDecodingPipeline] Rolling back deployment...'); try { // Stop all components for (const component of this.components.values()) { try { await this.stopComponent(component); } catch (error) { console.error(`Error stopping component ${component.id}:`, error); } } // Clear component registrations this.components.clear(); this.componentHealth.clear(); this.componentMetrics.clear(); // Stop monitoring this.stopMonitoring(); console.log('[CommunicationDecodingPipeline] Rollback completed'); } catch (error) { console.error('[CommunicationDecodingPipeline] Rollback error:', error); } } async shutdown() { if (!this.isDeployed) { console.log('[CommunicationDecodingPipeline] Pipeline not deployed'); return; } console.log('[CommunicationDecodingPipeline] Shutting down pipeline...'); try { // Stop monitoring this.stopMonitoring(); // Stop pipeline processes this.stopPipelineProcesses(); // Stop components gracefully await this.stopAllComponents(); // Clean up resources await this.cleanupResources(); this.isDeployed = false; console.log('[CommunicationDecodingPipeline] Shutdown completed'); this.emit('shutdown', { deploymentId: this.deploymentId }); } catch (error) { console.error('[CommunicationDecodingPipeline] Shutdown error:', error); this.emit('shutdownError', error); } } stopMonitoring() { // Stop all monitoring intervals if (this.healthMonitoringInterval) { clearInterval(this.healthMonitoringInterval); } if (this.performanceMonitoringInterval) { clearInterval(this.performanceMonitoringInterval); } if (this.qualityAssuranceInterval) { clearInterval(this.qualityAssuranceInterval); } // Stop monitoring systems this.monitor.stop(); this.metricsCollector.stop(); this.performanceAnalyzer.stop(); } stopPipelineProcesses() { // Stop pipeline-level processes this.streamProcessor.stop(); this.failoverManager.stop(); if (this.scalingMode === 'auto') { this.scalingManager.stop(); } } async stopAllComponents() { // Stop all components in reverse priority order const sortedComponents = Array.from(this.components.values()) .sort((a, b) => b.priority - a.priority); for (const component of sortedComponents) { try { await this.stopComponent(component); console.log(`[CommunicationDecodingPipeline] Stopped component: ${component.id}`); } catch (error) { console.error(`[CommunicationDecodingPipeline] Error stopping component ${component.id}:`, error); } } } async cleanupResources() { // Clean up pipeline resources this.components.clear(); this.componentHealth.clear(); this.componentMetrics.clear(); // Clean up managers this.dataRouter.cleanup(); this.bufferManager.cleanup(); this.alertManager.cleanup(); } // Public interface methods getDeploymentStatus() { return { deployed: this.isDeployed, deploymentId: this.deploymentId, startTime: this.startTime, uptime: this.startTime ? Date.now() - this.startTime : 0, componentCount: this.components.size, healthStatus: this.getOverallHealthStatus(), lastHealthCheck: this.lastHealthCheck }; } getOverallHealthStatus() { const healthStatuses = Array.from(this.componentHealth.values()); const healthyCount = healthStatuses.filter(status => status === 'healthy').length; const totalCount = healthStatuses.length; if (totalCount === 0) return 'unknown'; if (healthyCount === totalCount) return 'healthy'; if (healthyCount > totalCount * 0.7) return 'degraded'; return 'unhealthy'; } getComponentStatuses() { const statuses = {}; this.components.forEach((component, id) => { statuses[id] = { type: component.type, role: component.role, priority: component.priority, health: this.componentHealth.get(id), metrics: this.componentMetrics.get(id) }; }); return statuses; } getPerformanceMetrics() { return this.metricsCollector.getLatestMetrics(); } getDetailedMetrics() { return { deployment: this.getDeploymentStatus(), components: this.getComponentStatuses(), performance: this.getPerformanceMetrics(), system: this.getSystemMetrics(), alerts: this.alertManager.getRecentAlerts() }; } getSystemMetrics() { const memoryUsage = process.memoryUsage(); return { memory: memoryUsage, cpus: require('os').cpus().length, loadAverage: require('os').loadavg(), uptime: require('os').uptime(), platform: require('os').platform(), arch: require('os').arch() }; } async restartPipeline() { console.log('[CommunicationDecodingPipeline] Restarting pipeline...'); await this.shutdown(); await new Promise(resolve => setTimeout(resolve, 5000)); // Wait 5 seconds return await this.deploy(); } async scaleComponents(componentType, targetCount) { return this.scalingManager.scaleComponent(componentType, targetCount); } async updateConfiguration(newConfig) { // Update pipeline configuration if (newConfig.deploymentMode) this.deploymentMode = newConfig.deploymentMode; if (newConfig.scalingMode) this.scalingMode = newConfig.scalingMode; if (newConfig.redundancyLevel) this.redundancyLevel = newConfig.redundancyLevel; if (newConfig.performanceTarget) this.performanceTarget = newConfig.performanceTarget; // Apply configuration changes await this.applyConfigurationChanges(newConfig); this.emit('configurationUpdated', newConfig); } async applyConfigurationChanges(config) { // Apply configuration changes to running pipeline // This would update component settings, scaling policies, etc. console.log('[CommunicationDecodingPipeline] Applying configuration changes...'); } } // Supporting classes class PipelineOrchestrator { constructor(pipeline) { this.pipeline = pipeline; } async orchestrate(event) { // Orchestrate pipeline response to events // This would coordinate component interactions } } class ComponentLoadBalancer { constructor() { this.balancingStrategies = new Map(); } configureLoadBalancing(componentType, components) { // Configure load balancing for component type this.balancingStrategies.set(componentType, { components, strategy: 'round_robin', currentIndex: 0 }); } getNextComponent(componentType) { // Get next component for load balancing const strategy = this.balancingStrategies.get(componentType); if (!strategy) return null; const component = strategy.components[strategy.currentIndex]; strategy.currentIndex = (strategy.currentIndex + 1) % strategy.components.length; return component; } } class FailoverManager { constructor() { this.failoverPolicies = new Map(); this.isMonitoring = false; } async configure(config) { this.config = config; // Configure failover policies } async startMonitoring() { this.isMonitoring = true; // Start monitoring for component failures } stop() { this.isMonitoring = false; } handleComponentFailure(componentId, error) { console.log(`[FailoverManager] Handling failure of component: ${componentId}`); // Implement failover logic } } class AutoScalingManager { constructor() { this.scalingPolicies = null; this.isActive = false; } async configure(config) { this.config = config; this.scalingPolicies = config.scalingPolicies; } async start() { this.isActive = true; // Start auto-scaling monitoring } stop() { this.isActive = false; } async scaleComponent(componentType, targetCount) { // Scale specific component type console.log(`[AutoScalingManager] Scaling ${componentType} to ${targetCount} instances`); } } class PipelineMonitor { constructor(pipeline) { this.pipeline = pipeline; this.components = new Map(); } addComponent(component) { this.components.set(component.id, component); } async start() { // Start monitoring console.log('[PipelineMonitor] Monitoring started'); } stop() { // Stop monitoring console.log('[PipelineMonitor] Monitoring stopped'); } } class PipelineAlertManager { constructor() { this.alerts = []; this.config = null; } async configure(config) { this.config = config; } generateAlert(alert) { const alertWithId = { id: `alert_${Date.now()}_${Math.random().toString(36).substr(2, 9)}`, ...alert, timestamp: Date.now() }; this.alerts.push(alertWithId); // Maintain alert history if (this.alerts.length > 1000) { this.alerts.shift(); } console.log(`[PipelineAlertManager] ${alert.level.toUpperCase()} ALERT: ${alert.message}`); return alertWithId; } getRecentAlerts(count = 10) { return this.alerts.slice(-count); } cleanup() { this.alerts = []; } } class MetricsCollector { constructor() { this.metrics = []; this.isActive = false; } async start() { this.isActive = true; console.log('[MetricsCollector] Started'); } stop() { this.isActive = false; console.log('[MetricsCollector] Stopped'); } collect(metrics) { if (this.isActive) { this.metrics.push(metrics); // Maintain metrics history if (this.metrics.length > 1000) { this.metrics.shift(); } } } getLatestMetrics() { return this.metrics.slice(-1)[0] || null; } getAllMetrics() { return [...this.metrics]; } } class PerformanceAnalyzer { constructor() { this.isActive = false; } async start() { this.isActive = true; console.log('[PerformanceAnalyzer] Started'); } stop() { this.isActive = false; console.log('[PerformanceAnalyzer] Stopped'); } analyzePerformance(metrics) { // Analyze performance metrics return { overall: 'good', bottlenecks: [], recommendations: [] }; } } class DataRouter { constructor() { this.routes = new Map(); } addRoute(eventType, targetComponents) { this.routes.set(eventType, targetComponents); } route(event) { const targets = this.routes.get(event.type); if (targets) { // Route event to target components targets.forEach(targetId => { this.sendToComponent(targetId, event); }); } } sendToComponent(componentId, event) { // Send event to specific component // Implementation would depend on component interface } cleanup() { this.routes.clear(); } } class BufferManager { constructor() { this.buffers = new Map(); } createBuffer(bufferId, size) { this.buffers.set(bufferId, { data: [], maxSize: size, created: Date.now() }); } addToBuffer(bufferId, data) { const buffer = this.buffers.get(bufferId); if (buffer) { buffer.data.push(data); if (buffer.data.length > buffer.maxSize) { buffer.data.shift(); } } } getBuffer(bufferId) { return this.buffers.get(bufferId); } cleanup() { this.buffers.clear(); } } class StreamProcessor { constructor() { this.isActive = false; } start(config) { this.isActive = true; this.config = config; console.log('[StreamProcessor] Started'); } stop() { this.isActive = false; console.log('[StreamProcessor] Stopped'); } process(data) { if (this.isActive) { // Process streaming data return this.config.validator.validate(data); } } } class OutputValidator { validate(data) { // Validate output data return { valid: true, errors: [], warnings: [] }; } } class QualityAssuranceSystem { performChecks(context) { // Perform quality assurance checks return { passed: true, issuesFound: false, issues: [], score: 0.95 }; } } class AccuracyTracker { constructor() { this.measurements = []; } recordAccuracy(measurement) { this.measurements.push({ ...measurement, timestamp: Date.now() }); // Maintain history if (this.measurements.length > 1000) { this.measurements.shift(); } } getAverageAccuracy() { if (this.measurements.length === 0) return 0; const sum = this.measurements.reduce((acc, m) => acc + m.accuracy, 0); return sum / this.measurements.length; } } // Additional supporting classes for correlation and pattern analysis class CorrelationAnalyzer { constructor() { this.correlations = []; } analyze(data) { // Analyze correlations in data return { correlations: this.correlations, strength: 0.8 }; } } class PatternClassifier { constructor() { this.patterns = new Map(); } classify(pattern) { // Classify detected patterns return { type: 'entity_communication', confidence: 0.85, features: [] }; } } class TemporalAnalyzer { constructor() { this.temporalPatterns = []; } analyze(temporalData) { // Analyze temporal patterns return { patterns: this.temporalPatterns, trends: [], periodicity: null }; } } export default CommunicationDecodingPipeline;