/** * Distributed Memory System - Enterprise Edition * * Enables cross-agent memory sharing, synchronization, and distributed storage * based on the original flowx distributed memory architecture with * modern enhancements for enterprise-grade performance. * * Features: * - Cross-agent memory synchronization * - Vector clock conflict resolution * - Memory partitioning and sharding * - Eventual consistency with strong consistency options * - Enterprise-grade replication and backup * - Performance monitoring and analytics */ import { EventEmitter } from 'node:events'; import { ILogger } from '../core/logger.ts'; import { IEventBus } from '../core/event-bus.ts'; import { generateId } from '../utils/helpers.ts'; import { AdvancedMemoryManager, AdvancedMemoryEntry } from './advanced-memory-manager.ts'; // === INTERFACES === export interface DistributedMemoryConfig { namespace: string; distributed: boolean; consistency: ConsistencyLevel; replicationFactor: number; syncInterval: number; maxMemorySize: number; compressionEnabled: boolean; encryptionEnabled: boolean; backupEnabled: boolean; persistenceEnabled: boolean; shardingEnabled: boolean; cacheSize: number; cacheTtl: number; backend?: string; timeout?: number; retryAttempts?: number; enableCrossAgentLearning: boolean; enableConflictResolution: boolean; vectorClockSize: number; partitionStrategy: 'hash' | 'range' | 'round-robin'; networkOptimization: boolean; } export type ConsistencyLevel = 'strong' | 'eventual' | 'session' | 'monotonic'; export type AccessLevel = 'private' | 'shared' | 'public' | 'restricted'; export interface MemoryPartition { id: string; name: string; type: string; namespace: string; maxSize: number; currentSize: number; readOnly: boolean; encrypted: boolean; compressed: boolean; replicationFactor: number; entries: AdvancedMemoryEntry[]; lastSync: Date; nodeId: string; shardKey?: string; accessPolicy: AccessPolicy; } export interface AccessPolicy { allowedAgents: string[]; allowedOperations: ('read' | 'write' | 'delete' | 'sync')[]; timeRestrictions?: { startTime: string; endTime: string; timezone: string; }; quotaLimits?: { maxEntries: number; maxSizeBytes: number; maxOperationsPerHour: number; }; } export interface MemoryNode { id: string; address: string; port: number; status: 'online' | 'offline' | 'degraded' | 'syncing'; lastSeen: Date; partitions: string[]; load: number; capacity: number; region?: string; datacenter?: string; capabilities: NodeCapabilities; healthMetrics: NodeHealthMetrics; } export interface NodeCapabilities { storage: boolean; processing: boolean; networking: boolean; encryption: boolean; compression: boolean; analytics: boolean; machineLearning: boolean; } export interface NodeHealthMetrics { cpuUsage: number; memoryUsage: number; diskUsage: number; networkLatency: number; errorRate: number; responseTime: number; availability: number; lastHealthCheck: Date; } export interface SyncOperation { id: string; type: 'full' | 'incremental' | 'delta' | 'conflict-resolution'; sourceNodeId: string; targetNodeId: string; partitionId: string; entries: string[]; vectorClock: VectorClock; timestamp: Date; priority: number; retryCount: number; status: 'pending' | 'in-progress' | 'completed' | 'failed'; metadata: Record; } export interface VectorClock { [nodeId: string]: number; } export interface ConflictResolution { strategy: 'last-write-wins' | 'vector-clock' | 'semantic-merge' | 'user-defined'; customResolver?: (local: AdvancedMemoryEntry, remote: AdvancedMemoryEntry) => AdvancedMemoryEntry; weightFactors?: { timestamp: number; cognitiveWeight: number; accessFrequency: number; sourceReliability: number; }; } export interface MemoryStatistics { totalNodes: number; activeNodes: number; totalPartitions: number; totalEntries: number; totalSize: number; replicationFactor: number; syncOperations: { pending: number; completed: number; failed: number; }; performanceMetrics: { averageLatency: number; throughput: number; errorRate: number; cacheHitRate: number; }; distributionMetrics: { loadBalance: number; hotSpots: string[]; underutilizedNodes: string[]; }; } export interface CrossAgentLearningData { agentId: string; learningPatterns: Record; sharedKnowledge: AdvancedMemoryEntry[]; collaborationHistory: CollaborationRecord[]; performanceMetrics: AgentPerformanceMetrics; } export interface CollaborationRecord { id: string; participants: string[]; task: string; outcome: 'success' | 'failure' | 'partial'; lessons: string[]; timestamp: Date; context: Record; } export interface AgentPerformanceMetrics { taskCompletionRate: number; averageResponseTime: number; knowledgeContribution: number; collaborationEffectiveness: number; errorRate: number; learningVelocity: number; } // === MAIN CLASS === export class DistributedMemorySystem extends EventEmitter { private logger: ILogger; private eventBus: IEventBus; private config: DistributedMemoryConfig; // Storage components private localMemoryManager: AdvancedMemoryManager; private partitions = new Map(); private cache = new Map(); // Distribution infrastructure private nodes = new Map(); private localNodeId: string; private syncQueue: SyncOperation[] = []; private replicationMap = new Map(); // entryId -> nodeIds // Synchronization and conflict resolution private syncInterval?: NodeJS.Timeout; private vectorClock: VectorClock = {}; private conflictResolver: ConflictResolution; // Cross-agent learning private agentLearningData = new Map(); private sharedKnowledgeIndex = new Map>(); private collaborationGraph = new Map>(); // Performance tracking private statistics: MemoryStatistics; private operationMetrics = new Map(); private healthMonitor?: NodeJS.Timeout; constructor( config: Partial, logger: ILogger, eventBus: IEventBus, localMemoryManager: AdvancedMemoryManager ) { super(); this.logger = logger; this.eventBus = eventBus; this.localMemoryManager = localMemoryManager; this.config = { namespace: 'distributed-memory', distributed: true, consistency: 'eventual', replicationFactor: 3, syncInterval: 10000, // 10 seconds maxMemorySize: 5 * 1024 * 1024 * 1024, // 5GB compressionEnabled: true, encryptionEnabled: false, backupEnabled: true, persistenceEnabled: true, shardingEnabled: true, cacheSize: 50000, cacheTtl: 600000, // 10 minutes timeout: 30000, // 30 seconds retryAttempts: 3, enableCrossAgentLearning: true, enableConflictResolution: true, vectorClockSize: 64, partitionStrategy: 'hash', networkOptimization: true, ...config }; this.localNodeId = generateId('memory-node'); this.statistics = this.initializeStatistics(); this.conflictResolver = { strategy: 'vector-clock', weightFactors: { timestamp: 0.3, cognitiveWeight: 0.4, accessFrequency: 0.2, sourceReliability: 0.1 } }; this.setupEventHandlers(); } // === INITIALIZATION === async initialize(): Promise { this.logger.info('Initializing Distributed Memory System', { nodeId: this.localNodeId, namespace: this.config.namespace, distributed: this.config.distributed }); try { // Initialize vector clock this.vectorClock[this.localNodeId] = 0; // Register local node await this.registerLocalNode(); // Initialize default partitions await this.initializeDefaultPartitions(); // Start synchronization if distributed if (this.config.distributed) { this.startSynchronization(); } // Start health monitoring this.startHealthMonitoring(); // Load cross-agent learning data if (this.config.enableCrossAgentLearning) { await this.loadCrossAgentLearningData(); } this.emit('distributed-memory:initialized', { nodeId: this.localNodeId, partitions: this.partitions.size, distributed: this.config.distributed }); this.logger.info('Distributed Memory System initialized successfully', { nodeId: this.localNodeId, partitions: this.partitions.size, nodes: this.nodes.size }); } catch (error) { this.logger.error('Failed to initialize Distributed Memory System', { error }); throw error; } } private async registerLocalNode(): Promise { const localNode: MemoryNode = { id: this.localNodeId, address: 'localhost', port: 8080, status: 'online', lastSeen: new Date(), partitions: [], load: 0, capacity: this.config.maxMemorySize, capabilities: { storage: true, processing: true, networking: true, encryption: this.config.encryptionEnabled, compression: this.config.compressionEnabled, analytics: true, machineLearning: this.config.enableCrossAgentLearning }, healthMetrics: { cpuUsage: 0, memoryUsage: 0, diskUsage: 0, networkLatency: 0, errorRate: 0, responseTime: 0, availability: 1.0, lastHealthCheck: new Date() } }; this.nodes.set(this.localNodeId, localNode); this.logger.debug('Local node registered', { nodeId: this.localNodeId }); } private async initializeDefaultPartitions(): Promise { const defaultPartitions = [ { name: 'knowledge', type: 'knowledge', namespace: 'agents' }, { name: 'state', type: 'state', namespace: 'system' }, { name: 'cache', type: 'cache', namespace: 'temporary' }, { name: 'results', type: 'results', namespace: 'tasks' }, { name: 'learning', type: 'learning', namespace: 'cross-agent' } ]; for (const partitionConfig of defaultPartitions) { await this.createPartition( partitionConfig.name, partitionConfig.type, partitionConfig.namespace ); } this.logger.debug('Default partitions initialized', { count: defaultPartitions.length }); } private setupEventHandlers(): void { this.eventBus.on('memory:sync-request', (data) => { this.handleSyncRequest(data).catch(error => this.logger.error('Failed to handle sync request', { error }) ); }); this.eventBus.on('memory:node-joined', (data) => { this.handleNodeJoined(data).catch(error => this.logger.error('Failed to handle node joined', { error }) ); }); this.eventBus.on('memory:node-left', (data) => { this.handleNodeLeft(data).catch(error => this.logger.error('Failed to handle node left', { error }) ); }); this.eventBus.on('memory:conflict-detected', (data) => { this.handleConflict(data).catch(error => this.logger.error('Failed to handle conflict', { error }) ); }); this.eventBus.on('agent:learning-update', (data) => { this.handleAgentLearningUpdate(data).catch(error => this.logger.error('Failed to handle learning update', { error }) ); }); } // === CORE OPERATIONS === async store( key: string, value: any, options: { type?: string; tags?: string[]; owner?: string; accessLevel?: AccessLevel; partition?: string; ttl?: number; replicate?: boolean; consistency?: ConsistencyLevel; agentId?: string; } = {} ): Promise { const startTime = Date.now(); try { // Determine partition const partitionId = options.partition || this.selectPartition(options.type || 'knowledge'); const partition = this.partitions.get(partitionId); if (!partition) { throw new Error(`Partition ${partitionId} not found`); } if (partition.readOnly) { throw new Error('Cannot write to read-only partition'); } // Check access policy if (!this.checkAccessPolicy(partition, options.owner || 'system', 'write')) { throw new Error('Access denied by partition policy'); } // Check partition capacity if (this.getPartitionSize(partitionId) >= partition.maxSize) { await this.evictOldEntries(partitionId); } // Store in local memory manager first const entryId = await this.localMemoryManager.store(key, value, { namespace: partition.namespace, type: options.type, tags: options.tags, owner: options.owner, accessLevel: options.accessLevel === 'restricted' ? 'shared' : options.accessLevel, ttl: options.ttl }); // Get the stored entry const entry = await this.localMemoryManager.retrieve(key, { namespace: partition.namespace }); if (!entry) { throw new Error('Failed to retrieve stored entry'); } // Add to partition partition.entries.push(entry); // Update vector clock this.incrementVectorClock(this.localNodeId); // Handle replication if enabled if (options.replicate !== false && this.config.distributed) { await this.replicateEntry(entry, partition, options.consistency); } // Update cross-agent learning if applicable if (options.agentId && this.config.enableCrossAgentLearning) { await this.updateCrossAgentLearning(options.agentId, entry); } this.logger.debug('Distributed memory entry stored', { entryId, key, partition: partitionId, replicated: options.replicate !== false }); this.emit('distributed-memory:entry-stored', { entry, partition }); this.recordMetric('store', Date.now() - startTime, false); return entryId; } catch (error) { this.recordMetric('store', Date.now() - startTime, true); this.logger.error('Failed to store distributed memory entry', { key, error }); throw error; } } async retrieve( key: string, options: { partition?: string; consistency?: ConsistencyLevel; maxAge?: number; agentId?: string; bypassCache?: boolean; } = {} ): Promise { const startTime = Date.now(); try { // Check cache first (unless bypassed) if (!options.bypassCache) { const cached = this.getCachedEntry(key); if (cached && this.isCacheValid(cached)) { this.recordMetric('retrieve-cache', Date.now() - startTime, false); return cached.entry; } } // Search in specified partition or all partitions const partitions = options.partition ? [this.partitions.get(options.partition)].filter(Boolean) : Array.from(this.partitions.values()); let foundEntry: AdvancedMemoryEntry | null = null; for (const partition of partitions) { if (!partition) continue; // Check access policy if (!this.checkAccessPolicy(partition, options.agentId || 'system', 'read')) { continue; } // Try local memory manager first const entry = await this.localMemoryManager.retrieve(key, { namespace: partition.namespace }); if (entry) { // Check if entry is expired if (entry.expiresAt && entry.expiresAt < new Date()) { await this.deleteEntry(entry.id, partition.id); continue; } // Apply consistency model if (this.config.distributed && options.consistency === 'strong') { const latestEntry = await this.ensureConsistency(entry, partition); foundEntry = latestEntry; } else { foundEntry = entry; } break; } } // If not found locally and distributed, try remote nodes if (!foundEntry && this.config.distributed) { foundEntry = await this.retrieveFromRemote(key, options); } // Update cache if found if (foundEntry) { this.updateCache(key, foundEntry, this.localNodeId); // Update cross-agent learning if (options.agentId && this.config.enableCrossAgentLearning) { await this.recordAgentAccess(options.agentId, foundEntry); } } this.recordMetric('retrieve', Date.now() - startTime, foundEntry === null); return foundEntry; } catch (error) { this.recordMetric('retrieve', Date.now() - startTime, true); this.logger.error('Failed to retrieve distributed memory entry', { key, error }); throw error; } } async shareKnowledge( agentId: string, knowledge: any, targetAgents?: string[] ): Promise { if (!this.config.enableCrossAgentLearning) { throw new Error('Cross-agent learning is disabled'); } try { // Store knowledge in learning partition const entryId = await this.store(`shared-knowledge-${Date.now()}`, knowledge, { partition: 'learning', type: 'shared-knowledge', owner: agentId, accessLevel: targetAgents ? 'restricted' : 'shared', agentId, replicate: true }); // Update shared knowledge index const keywordSet = this.extractKeywords(knowledge); for (const keyword of keywordSet) { if (!this.sharedKnowledgeIndex.has(keyword)) { this.sharedKnowledgeIndex.set(keyword, new Set()); } this.sharedKnowledgeIndex.get(keyword)!.add(entryId); } // Update collaboration graph if (targetAgents) { for (const targetAgent of targetAgents) { if (!this.collaborationGraph.has(agentId)) { this.collaborationGraph.set(agentId, new Set()); } this.collaborationGraph.get(agentId)!.add(targetAgent); } } this.logger.debug('Knowledge shared', { agentId, entryId, targetAgents: targetAgents?.length || 'all' }); this.emit('distributed-memory:knowledge-shared', { agentId, entryId, targetAgents }); } catch (error) { this.logger.error('Failed to share knowledge', { agentId, error }); throw error; } } async querySharedKnowledge( agentId: string, query: string | string[], options: { limit?: number; similarity?: number; timeRange?: { start: Date; end: Date }; } = {} ): Promise { if (!this.config.enableCrossAgentLearning) { return []; } try { const keywords = Array.isArray(query) ? query : this.extractKeywords(query); const entryIds = new Set(); // Find entries by keywords for (const keyword of keywords) { const keywordEntries = this.sharedKnowledgeIndex.get(keyword); if (keywordEntries) { keywordEntries.forEach(id => entryIds.add(id)); } } // Retrieve and filter entries const results: AdvancedMemoryEntry[] = []; for (const entryId of entryIds) { const entry = await this.localMemoryManager.retrieve(entryId, { namespace: 'cross-agent' }); if (entry && this.checkAccessPolicy( this.partitions.get('learning')!, agentId, 'read' )) { // Apply time filter if (options.timeRange) { if (entry.createdAt < options.timeRange.start || entry.createdAt > options.timeRange.end) { continue; } } results.push(entry); } } // Sort by relevance (cognitive weight, recency) results.sort((a, b) => { const scoreA = a.cognitiveWeight + (1 / (Date.now() - a.createdAt.getTime())); const scoreB = b.cognitiveWeight + (1 / (Date.now() - b.createdAt.getTime())); return scoreB - scoreA; }); return results.slice(0, options.limit || 20); } catch (error) { this.logger.error('Failed to query shared knowledge', { agentId, error }); return []; } } // === PARTITION MANAGEMENT === async createPartition( name: string, type: string, namespace: string, options: { maxSize?: number; readOnly?: boolean; encrypted?: boolean; compressed?: boolean; replicationFactor?: number; accessPolicy?: Partial; } = {} ): Promise { const partitionId = generateId('partition'); const partition: MemoryPartition = { id: partitionId, name, type, namespace, maxSize: options.maxSize || 100 * 1024 * 1024, // 100MB default currentSize: 0, readOnly: options.readOnly || false, encrypted: options.encrypted || this.config.encryptionEnabled, compressed: options.compressed || this.config.compressionEnabled, replicationFactor: options.replicationFactor || this.config.replicationFactor, entries: [], lastSync: new Date(), nodeId: this.localNodeId, accessPolicy: { allowedAgents: options.accessPolicy?.allowedAgents || ['*'], allowedOperations: options.accessPolicy?.allowedOperations || ['read', 'write'], ...options.accessPolicy } }; this.partitions.set(partitionId, partition); // Update local node's partition list const localNode = this.nodes.get(this.localNodeId); if (localNode) { localNode.partitions.push(partitionId); } this.logger.debug('Partition created', { partitionId, name, type, namespace }); this.emit('distributed-memory:partition-created', { partition }); return partitionId; } // === SYNCHRONIZATION === private startSynchronization(): void { if (this.syncInterval) { clearInterval(this.syncInterval); } this.syncInterval = setInterval(() => { this.performSynchronization().catch(error => this.logger.error('Synchronization failed', { error }) ); }, this.config.syncInterval); this.logger.debug('Synchronization started', { interval: this.config.syncInterval }); } private async performSynchronization(): Promise { try { // Process pending sync operations await this.processSyncQueue(); // Discover new nodes await this.discoverNodes(); // Sync partitions with other nodes await this.syncPartitions(); // Resolve conflicts if (this.config.enableConflictResolution) { await this.resolveConflicts(); } // Update health metrics await this.updateHealthMetrics(); } catch (error) { this.logger.error('Synchronization cycle failed', { error }); } } private async processSyncQueue(): Promise { while (this.syncQueue.length > 0) { const operation = this.syncQueue.shift()!; try { await this.executeSyncOperation(operation); this.statistics.syncOperations.completed++; } catch (error) { this.logger.error('Sync operation failed', { operationId: operation.id, error }); if (operation.retryCount < (this.config.retryAttempts || 3)) { operation.retryCount++; operation.status = 'pending'; this.syncQueue.push(operation); } else { this.statistics.syncOperations.failed++; } } } } private async executeSyncOperation(operation: SyncOperation): Promise { operation.status = 'in-progress'; switch (operation.type) { case 'full': await this.performFullSync(operation); break; case 'incremental': await this.performIncrementalSync(operation); break; case 'delta': await this.performDeltaSync(operation); break; case 'conflict-resolution': await this.performConflictResolution(operation); break; } operation.status = 'completed'; } // === CONFLICT RESOLUTION === private async resolveConflicts(): Promise { // Find entries with conflicting vector clocks const conflicts = await this.detectConflicts(); for (const conflict of conflicts) { try { const resolved = await this.resolveConflict(conflict.local, conflict.remote); // Update local entry await this.localMemoryManager.store(resolved.key, resolved.value, { namespace: resolved.namespace, type: resolved.type }); this.logger.debug('Conflict resolved', { entryId: resolved.id, strategy: this.conflictResolver.strategy }); } catch (error) { this.logger.error('Failed to resolve conflict', { error }); } } } private async detectConflicts(): Promise> { // This would implement conflict detection logic // For now, return empty array return []; } private async resolveConflict( local: AdvancedMemoryEntry, remote: AdvancedMemoryEntry ): Promise { switch (this.conflictResolver.strategy) { case 'last-write-wins': return local.updatedAt > remote.updatedAt ? local : remote; case 'vector-clock': return this.resolveWithVectorClock(local, remote); case 'semantic-merge': return this.semanticMerge(local, remote); case 'user-defined': if (this.conflictResolver.customResolver) { return this.conflictResolver.customResolver(local, remote); } return local; // Fallback default: return local; } } private resolveWithVectorClock( local: AdvancedMemoryEntry, remote: AdvancedMemoryEntry ): AdvancedMemoryEntry { // Implement vector clock comparison logic // For now, use cognitive weight as tiebreaker if (local.cognitiveWeight >= remote.cognitiveWeight) { return local; } return remote; } private semanticMerge( local: AdvancedMemoryEntry, remote: AdvancedMemoryEntry ): AdvancedMemoryEntry { // Implement semantic merging logic // This would analyze content similarity and merge compatible changes // For now, return the entry with higher cognitive weight return local.cognitiveWeight >= remote.cognitiveWeight ? local : remote; } // === HELPER METHODS === private selectPartition(type: string): string { // Select partition based on type and strategy const partitions = Array.from(this.partitions.values()) .filter(p => p.type === type || p.type === 'general'); if (partitions.length === 0) { return 'knowledge'; // Default partition } switch (this.config.partitionStrategy) { case 'hash': return partitions[Math.abs(this.hash(type)) % partitions.length].id; case 'round-robin': return partitions[this.statistics.totalEntries % partitions.length].id; case 'range': // Simple range partitioning return partitions[0].id; default: return partitions[0].id; } } private hash(str: string): number { let hash = 0; for (let i = 0; i < str.length; i++) { const char = str.charCodeAt(i); hash = ((hash << 5) - hash) + char; hash = hash & hash; // Convert to 32-bit integer } return hash; } private checkAccessPolicy( partition: MemoryPartition, agentId: string, operation: string ): boolean { const policy = partition.accessPolicy; // Check allowed agents if (!policy.allowedAgents.includes('*') && !policy.allowedAgents.includes(agentId)) { return false; } // Check allowed operations if (!policy.allowedOperations.includes(operation as any)) { return false; } // Check time restrictions if (policy.timeRestrictions) { const now = new Date(); const timeStr = now.toTimeString(); if (timeStr < policy.timeRestrictions.startTime || timeStr > policy.timeRestrictions.endTime) { return false; } } return true; } private getPartitionSize(partitionId: string): number { const partition = this.partitions.get(partitionId); if (!partition) return 0; return partition.entries.reduce((sum, entry) => sum + entry.size, 0); } private async evictOldEntries(partitionId: string): Promise { const partition = this.partitions.get(partitionId); if (!partition) return; // Sort by last access time and cognitive weight partition.entries.sort((a, b) => { const scoreA = a.lastAccessedAt.getTime() + (a.cognitiveWeight * 1000000); const scoreB = b.lastAccessedAt.getTime() + (b.cognitiveWeight * 1000000); return scoreA - scoreB; }); // Remove oldest 10% of entries const toRemove = Math.floor(partition.entries.length * 0.1); const removed = partition.entries.splice(0, toRemove); this.logger.debug('Evicted old entries', { partitionId, count: removed.length }); } private incrementVectorClock(nodeId: string): void { this.vectorClock[nodeId] = (this.vectorClock[nodeId] || 0) + 1; } private updateCache(key: string, entry: AdvancedMemoryEntry, nodeId: string): void { const expiry = Date.now() + this.config.cacheTtl; this.cache.set(key, { entry, expiry, nodeId }); // Cleanup cache if it gets too large if (this.cache.size > this.config.cacheSize) { this.evictCacheEntries(); } } private getCachedEntry(key: string): { entry: AdvancedMemoryEntry; expiry: number; nodeId: string } | null { return this.cache.get(key) || null; } private isCacheValid(cached: { entry: AdvancedMemoryEntry; expiry: number; nodeId: string }): boolean { return Date.now() < cached.expiry; } private evictCacheEntries(): void { // LRU eviction const entries = Array.from(this.cache.entries()); entries.sort((a, b) => a[1].expiry - b[1].expiry); const toRemove = Math.floor(this.config.cacheSize * 0.2); for (let i = 0; i < toRemove; i++) { this.cache.delete(entries[i][0]); } } private extractKeywords(content: any): string[] { const text = typeof content === 'string' ? content : JSON.stringify(content); return text.toLowerCase() .replace(/[^\w\s]/g, ' ') .split(/\s+/) .filter(word => word.length > 3) .slice(0, 20); // Limit to top 20 keywords } private recordMetric(operation: string, duration: number, error: boolean): void { const metric = this.operationMetrics.get(operation) || { count: 0, totalTime: 0, errors: 0 }; metric.count++; metric.totalTime += duration; if (error) metric.errors++; this.operationMetrics.set(operation, metric); } private initializeStatistics(): MemoryStatistics { return { totalNodes: 0, activeNodes: 0, totalPartitions: 0, totalEntries: 0, totalSize: 0, replicationFactor: this.config.replicationFactor, syncOperations: { pending: 0, completed: 0, failed: 0 }, performanceMetrics: { averageLatency: 0, throughput: 0, errorRate: 0, cacheHitRate: 0 }, distributionMetrics: { loadBalance: 0, hotSpots: [], underutilizedNodes: [] } }; } // === PLACEHOLDER METHODS (would be implemented based on specific requirements) === private async replicateEntry(entry: AdvancedMemoryEntry, partition: MemoryPartition, consistency?: ConsistencyLevel): Promise { // Implementation for entry replication across nodes } private async ensureConsistency(entry: AdvancedMemoryEntry, partition: MemoryPartition): Promise { // Implementation for strong consistency checks return entry; } private async retrieveFromRemote(key: string, options: any): Promise { // Implementation for retrieving from remote nodes return null; } private async updateCrossAgentLearning(agentId: string, entry: AdvancedMemoryEntry): Promise { // Implementation for updating cross-agent learning data } private async recordAgentAccess(agentId: string, entry: AdvancedMemoryEntry): Promise { // Implementation for recording agent access patterns } private async handleSyncRequest(data: any): Promise { // Implementation for handling sync requests } private async handleNodeJoined(data: any): Promise { // Implementation for handling new nodes } private async handleNodeLeft(data: any): Promise { // Implementation for handling node departures } private async handleConflict(data: any): Promise { // Implementation for handling conflicts } private async handleAgentLearningUpdate(data: any): Promise { // Implementation for handling learning updates } private async loadCrossAgentLearningData(): Promise { // Implementation for loading learning data } private async discoverNodes(): Promise { // Implementation for node discovery } private async syncPartitions(): Promise { // Implementation for partition synchronization } private async updateHealthMetrics(): Promise { // Implementation for health metric updates } private async performFullSync(operation: SyncOperation): Promise { // Implementation for full synchronization } private async performIncrementalSync(operation: SyncOperation): Promise { // Implementation for incremental synchronization } private async performDeltaSync(operation: SyncOperation): Promise { // Implementation for delta synchronization } private async performConflictResolution(operation: SyncOperation): Promise { // Implementation for conflict resolution sync } private async deleteEntry(entryId: string, partitionId: string): Promise { // Implementation for entry deletion } private startHealthMonitoring(): void { this.healthMonitor = setInterval(() => { this.updateHealthMetrics().catch(error => this.logger.error('Health monitoring failed', { error }) ); }, 60000); // Every minute } // === PUBLIC API === async shutdown(): Promise { this.logger.info('Shutting down Distributed Memory System'); // Clear intervals if (this.syncInterval) clearInterval(this.syncInterval); if (this.healthMonitor) clearInterval(this.healthMonitor); // Save cross-agent learning data if (this.config.enableCrossAgentLearning) { await this.saveCrossAgentLearningData(); } this.emit('distributed-memory:shutdown'); } async getStatistics(): Promise { // Update current statistics this.statistics.totalNodes = this.nodes.size; this.statistics.activeNodes = Array.from(this.nodes.values()) .filter(node => node.status === 'online').length; this.statistics.totalPartitions = this.partitions.size; this.statistics.totalEntries = Array.from(this.partitions.values()) .reduce((sum, partition) => sum + partition.entries.length, 0); return { ...this.statistics }; } async getPartitions(): Promise { return Array.from(this.partitions.values()); } async getNodes(): Promise { return Array.from(this.nodes.values()); } async addNode(node: MemoryNode): Promise { this.nodes.set(node.id, node); this.emit('distributed-memory:node-added', { node }); } async removeNode(nodeId: string): Promise { this.nodes.delete(nodeId); this.emit('distributed-memory:node-removed', { nodeId }); } private async saveCrossAgentLearningData(): Promise { // Implementation for saving learning data } }