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Revolutionary AI agent swarm coordination platform with Google Services integration, multimedia processing, and production-ready monitoring. Features 8 Google AI services, quantum computing capabilities, and enterprise-grade security.

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/** * Resource Coordinator for GPU/Memory Management * * Advanced resource coordination system with intelligent allocation, * load balancing, and performance optimization for high-throughput operations. */ import { EventEmitter } from "events"; import { Logger } from "../../../utils/logger.js"; import { ResourceCoordinatorConfig, ServiceResponse, ServiceError, PerformanceMetrics, } from "../interfaces.js"; export interface ResourcePool { id: string; type: "gpu" | "cpu" | "memory" | "storage" | "network"; capacity: ResourceCapacity; allocated: ResourceAllocation; available: ResourceAllocation; utilization: ResourceUtilization; health: ResourceHealth; } export interface ResourceCapacity { cores?: number; memory: number; // MB storage?: number; // GB bandwidth?: number; // Mbps compute?: number; // FLOPS } export interface ResourceAllocation { cores?: number; memory: number; // MB storage?: number; // GB bandwidth?: number; // Mbps compute?: number; // FLOPS reservations: ResourceReservation[]; } export interface ResourceReservation { id: string; requestId: string; type: "immediate" | "scheduled" | "preemptible"; priority: number; duration: number; // seconds startTime: Date; endTime?: Date; resources: ResourceRequirement; status: "pending" | "active" | "completed" | "cancelled"; } export interface ResourceRequirement { cores?: number; memory: number; // MB storage?: number; // GB bandwidth?: number; // Mbps compute?: number; // FLOPS constraints: ResourceConstraint[]; } export interface ResourceConstraint { type: | "affinity" | "anti_affinity" | "location" | "capability" | "performance"; value: any; weight: number; required: boolean; } export interface ResourceUtilization { cores?: number; // percentage memory: number; // percentage storage?: number; // percentage bandwidth?: number; // percentage compute?: number; // percentage efficiency: number; // 0-100 } export interface ResourceHealth { status: "healthy" | "degraded" | "unhealthy" | "offline"; score: number; // 0-100 issues: HealthIssue[]; lastCheck: Date; uptime: number; // seconds } export interface HealthIssue { type: "performance" | "availability" | "capacity" | "error"; severity: "low" | "medium" | "high" | "critical"; description: string; timestamp: Date; resolved: boolean; } export interface AllocationRequest { id: string; type: "task" | "service" | "batch" | "interactive"; priority: number; // 0-100 requirements: ResourceRequirement; scheduling: SchedulingPreferences; monitoring: MonitoringConfig; lifecycle: LifecycleConfig; } export interface SchedulingPreferences { policy: "immediate" | "best_fit" | "first_fit" | "balanced" | "performance"; preemption: PreemptionConfig; migration: MigrationConfig; isolation: IsolationConfig; } export interface PreemptionConfig { enabled: boolean; threshold: number; // priority difference gracePeriod: number; // seconds notification: boolean; } export interface MigrationConfig { enabled: boolean; triggers: MigrationTrigger[]; overhead: number; // acceptable overhead percentage } export interface MigrationTrigger { condition: string; threshold: number; cooldown: number; // seconds } export interface IsolationConfig { level: "none" | "process" | "container" | "vm" | "bare_metal"; networking: NetworkIsolation; storage: StorageIsolation; security: SecurityIsolation; } export interface NetworkIsolation { vlan?: string; subnet?: string; bandwidth?: number; qos?: QoSConfig; } export interface QoSConfig { class: string; priority: number; guarantees: QoSGuarantee[]; } export interface QoSGuarantee { metric: "latency" | "bandwidth" | "jitter" | "loss"; target: number; limit: number; } export interface StorageIsolation { type: "shared" | "dedicated" | "encrypted"; path?: string; quota?: number; // GB iops?: number; } export interface SecurityIsolation { enabled: boolean; policies: SecurityPolicy[]; encryption: boolean; audit: boolean; } export interface SecurityPolicy { name: string; rules: SecurityRule[]; enforcement: "strict" | "permissive"; } export interface SecurityRule { resource: string; action: string; principal: string; effect: "allow" | "deny"; } export interface MonitoringConfig { enabled: boolean; metrics: MonitoringMetric[]; alerts: AlertConfig[]; reporting: ReportingConfig; } export interface MonitoringMetric { name: string; type: "counter" | "gauge" | "histogram"; interval: number; // seconds retention: number; // days } export interface AlertConfig { name: string; condition: AlertCondition; severity: "low" | "medium" | "high" | "critical"; channels: string[]; } export interface AlertCondition { metric: string; operator: ">" | "<" | "==" | "!=" | ">=" | "<="; threshold: number; duration: number; // seconds } export interface ReportingConfig { enabled: boolean; frequency: string; // cron expression recipients: string[]; format: "json" | "csv" | "pdf"; } export interface LifecycleConfig { timeout: number; // seconds checkpoints: CheckpointConfig; cleanup: CleanupConfig; restart: RestartConfig; } export interface CheckpointConfig { enabled: boolean; interval: number; // seconds storage: string; retention: number; // checkpoints to keep } export interface CleanupConfig { enabled: boolean; resources: string[]; timeout: number; // seconds } export interface RestartConfig { enabled: boolean; maxAttempts: number; backoff: BackoffConfig; } export interface BackoffConfig { strategy: "fixed" | "exponential" | "linear"; initial: number; // seconds max: number; // seconds multiplier: number; } export interface AllocationResult { id: string; status: "allocated" | "partial" | "failed" | "queued"; pools: PoolAllocation[]; performance: AllocationPerformance; cost: AllocationCost; metadata: AllocationMetadata; } export interface PoolAllocation { poolId: string; allocation: ResourceAllocation; endpoints: ResourceEndpoint[]; credentials: AccessCredentials; } export interface ResourceEndpoint { type: "compute" | "storage" | "network"; address: string; port?: number; protocol: string; authentication: boolean; } export interface AccessCredentials { type: "token" | "certificate" | "key" | "password"; value: string; expiry?: Date; scope: string[]; } export interface AllocationPerformance { expectedThroughput: number; expectedLatency: number; efficiency: number; scalability: ScalabilityInfo; } export interface ScalabilityInfo { horizontal: boolean; vertical: boolean; autoScaling: AutoScalingConfig; } export interface AutoScalingConfig { enabled: boolean; triggers: ScalingTrigger[]; limits: ScalingLimit[]; policies: ScalingPolicy[]; } export interface ScalingTrigger { metric: string; threshold: number; direction: "up" | "down"; cooldown: number; // seconds } export interface ScalingLimit { resource: string; min: number; max: number; } export interface ScalingPolicy { name: string; algorithm: "step" | "linear" | "exponential"; parameters: any; } export interface AllocationCost { estimated: number; breakdown: CostBreakdown[]; billing: BillingInfo; } export interface CostBreakdown { resource: string; unit: string; quantity: number; rate: number; cost: number; } export interface BillingInfo { model: "pay_per_use" | "reserved" | "spot" | "committed"; period: string; currency: string; discounts: Discount[]; } export interface Discount { type: "volume" | "commitment" | "promotional"; rate: number; condition: string; } export interface AllocationMetadata { created: Date; creator: string; tags: Record<string, string>; annotations: Record<string, string>; version: string; } export interface ResourceTopology { nodes: TopologyNode[]; connections: TopologyConnection[]; clusters: ResourceCluster[]; regions: ResourceRegion[]; } export interface TopologyNode { id: string; type: "compute" | "storage" | "network" | "accelerator"; location: NodeLocation; capabilities: NodeCapability[]; status: NodeStatus; } export interface NodeLocation { region: string; zone: string; rack?: string; coordinates?: Coordinates; } export interface Coordinates { latitude: number; longitude: number; altitude?: number; } export interface NodeCapability { name: string; version: string; performance: PerformanceRating; compatibility: string[]; } export interface PerformanceRating { compute: number; memory: number; storage: number; network: number; overall: number; } export interface NodeStatus { state: "online" | "offline" | "maintenance" | "error"; health: number; // 0-100 load: ResourceUtilization; temperature?: number; power?: PowerInfo; } export interface PowerInfo { consumption: number; // watts efficiency: number; // percentage thermal: ThermalInfo; } export interface ThermalInfo { temperature: number; // celsius cooling: CoolingInfo; } export interface CoolingInfo { type: "air" | "liquid" | "immersion"; capacity: number; // watts efficiency: number; // percentage } export interface TopologyConnection { from: string; to: string; type: "network" | "storage" | "power"; bandwidth: number; latency: number; reliability: number; // 0-1 } export interface ResourceCluster { id: string; name: string; nodes: string[]; capabilities: ClusterCapability[]; policies: ClusterPolicy[]; } export interface ClusterCapability { name: string; aggregate: boolean; performance: PerformanceRating; } export interface ClusterPolicy { name: string; type: "scheduling" | "security" | "resource" | "network"; rules: PolicyRule[]; enforcement: "strict" | "best_effort"; } export interface PolicyRule { condition: string; action: string; priority: number; } export interface ResourceRegion { id: string; name: string; clusters: string[]; compliance: ComplianceInfo[]; pricing: RegionPricing; } export interface ComplianceInfo { standard: string; certification: string; requirements: string[]; status: "compliant" | "partial" | "non_compliant"; } export interface RegionPricing { currency: string; rates: PricingRate[]; modifiers: PricingModifier[]; } export interface PricingRate { resource: string; unit: string; rate: number; tier?: PricingTier; } export interface PricingTier { name: string; threshold: number; discount: number; } export interface PricingModifier { name: string; type: "multiplier" | "offset" | "discount"; value: number; condition: string; } export class ResourceCoordinator extends EventEmitter { private logger: Logger; private config: ResourceCoordinatorConfig; private pools: Map<string, ResourcePool> = new Map(); private allocations: Map<string, AllocationResult> = new Map(); private topology: ResourceTopology; private scheduler: ResourceScheduler; private monitor: ResourceMonitor; private optimizer: ResourceOptimizer; private balancer: LoadBalancer; private predictor: ResourcePredictor; private costAnalyzer: CostAnalyzer; constructor(config: ResourceCoordinatorConfig) { super(); this.config = config; this.logger = new Logger("ResourceCoordinator"); this.initializeComponents(); this.setupEventHandlers(); } /** * Initializes the resource coordinator */ async initialize(): Promise<void> { try { this.logger.info("Initializing Resource Coordinator"); // Discover and initialize resource pools await this.discoverResources(); // Initialize components await this.scheduler.initialize(); await this.monitor.initialize(); await this.optimizer.initialize(); await this.balancer.initialize(); await this.predictor.initialize(); await this.costAnalyzer.initialize(); // Start monitoring await this.monitor.start(); // Start optimization await this.optimizer.start(); this.emit("initialized"); } catch (error) { this.logger.error("Failed to initialize resource coordinator", error); throw error; } } /** * Allocates resources based on requirements */ async allocateResources( request: AllocationRequest, ): Promise<ServiceResponse<AllocationResult>> { const startTime = Date.now(); try { this.logger.info("Allocating resources", { requestId: request.id, type: request.type, requirements: request.requirements, }); // Validate request await this.validateAllocationRequest(request); // Find suitable resource pools const candidates = await this.findCandidatePools(request.requirements); if (candidates.length === 0) { throw new Error("No suitable resource pools found"); } // Schedule allocation const allocation = await this.scheduler.schedule(request, candidates); // Apply allocation const result = await this.applyAllocation(allocation); // Store allocation this.allocations.set(request.id, result); // Start monitoring await this.monitor.trackAllocation(request.id, result); // Predict future needs await this.predictor.updatePredictions(request, result); this.emit("allocation:created", { requestId: request.id, result }); return { success: true, data: result, metadata: { requestId: this.generateRequestId(), timestamp: new Date(), processingTime: Date.now() - startTime, region: "local", }, }; } catch (error) { this.logger.error("Failed to allocate resources", { requestId: request.id, error, }); return this.createErrorResponse("ALLOCATION_FAILED", error.message); } } /** * Deallocates resources */ async deallocateResources( allocationId: string, ): Promise<ServiceResponse<void>> { try { this.logger.info("Deallocating resources", { allocationId }); const allocation = this.allocations.get(allocationId); if (!allocation) { throw new Error(`Allocation not found: ${allocationId}`); } // Stop monitoring await this.monitor.stopTracking(allocationId); // Release resources await this.releaseAllocation(allocation); // Remove allocation this.allocations.delete(allocationId); // Update predictions await this.predictor.updateAfterDeallocation(allocationId); this.emit("allocation:deallocated", { allocationId }); return { success: true, metadata: { requestId: this.generateRequestId(), timestamp: new Date(), processingTime: 0, region: "local", }, }; } catch (error) { this.logger.error("Failed to deallocate resources", { allocationId, error, }); return this.createErrorResponse("DEALLOCATION_FAILED", error.message); } } /** * Gets allocation status and metrics */ async getAllocation( allocationId: string, ): Promise<ServiceResponse<AllocationResult>> { try { const allocation = this.allocations.get(allocationId); if (!allocation) { throw new Error(`Allocation not found: ${allocationId}`); } // Update with current metrics const currentMetrics = await this.monitor.getAllocationMetrics(allocationId); allocation.performance = { ...allocation.performance, ...currentMetrics }; return { success: true, data: allocation, metadata: { requestId: this.generateRequestId(), timestamp: new Date(), processingTime: 0, region: "local", }, }; } catch (error) { this.logger.error("Failed to get allocation", { allocationId, error }); return this.createErrorResponse("ALLOCATION_GET_FAILED", error.message); } } /** * Lists all resource pools */ async listPools(): Promise<ServiceResponse<ResourcePool[]>> { try { const pools = Array.from(this.pools.values()); return { success: true, data: pools, metadata: { requestId: this.generateRequestId(), timestamp: new Date(), processingTime: 0, region: "local", }, }; } catch (error) { this.logger.error("Failed to list pools", error); return this.createErrorResponse("POOL_LIST_FAILED", error.message); } } /** * Gets resource topology */ async getTopology(): Promise<ServiceResponse<ResourceTopology>> { try { return { success: true, data: this.topology, metadata: { requestId: this.generateRequestId(), timestamp: new Date(), processingTime: 0, region: "local", }, }; } catch (error) { this.logger.error("Failed to get topology", error); return this.createErrorResponse("TOPOLOGY_GET_FAILED", error.message); } } /** * Gets resource utilization statistics */ async getUtilization(): Promise<ServiceResponse<ResourceUtilization[]>> { try { const utilizations = Array.from(this.pools.values()).map( (pool) => pool.utilization, ); return { success: true, data: utilizations, metadata: { requestId: this.generateRequestId(), timestamp: new Date(), processingTime: 0, region: "local", }, }; } catch (error) { this.logger.error("Failed to get utilization", error); return this.createErrorResponse("UTILIZATION_GET_FAILED", error.message); } } /** * Gets performance metrics */ async getMetrics(): Promise<ServiceResponse<PerformanceMetrics>> { try { const metrics = await this.monitor.getMetrics(); return { success: true, data: metrics, metadata: { requestId: this.generateRequestId(), timestamp: new Date(), processingTime: 0, region: "local", }, }; } catch (error) { this.logger.error("Failed to get metrics", error); return this.createErrorResponse("METRICS_GET_FAILED", error.message); } } /** * Optimizes resource allocation */ async optimizeResources(): Promise<ServiceResponse<OptimizationResult>> { try { this.logger.info("Optimizing resource allocation"); const optimization = await this.optimizer.optimize( Array.from(this.pools.values()), Array.from(this.allocations.values()), ); return { success: true, data: optimization, metadata: { requestId: this.generateRequestId(), timestamp: new Date(), processingTime: 0, region: "local", }, }; } catch (error) { this.logger.error("Failed to optimize resources", error); return this.createErrorResponse("OPTIMIZATION_FAILED", error.message); } } // ==================== Private Helper Methods ==================== private initializeComponents(): void { this.scheduler = new ResourceScheduler(this.config.scheduler); this.monitor = new ResourceMonitor(this.config.monitoring); this.optimizer = new ResourceOptimizer(this.config.optimization); this.balancer = new LoadBalancer(); this.predictor = new ResourcePredictor(); this.costAnalyzer = new CostAnalyzer(); } private setupEventHandlers(): void { this.scheduler.on( "allocation:scheduled", this.handleAllocationScheduled.bind(this), ); this.monitor.on("resource:alert", this.handleResourceAlert.bind(this)); this.optimizer.on( "optimization:completed", this.handleOptimizationCompleted.bind(this), ); } private async discoverResources(): Promise<void> { // Resource discovery implementation this.logger.info("Discovering available resources"); // Create sample resource pools const gpuPool: ResourcePool = { id: "gpu-pool-1", type: "gpu", capacity: { memory: 32768, // 32GB compute: 1000000000, // 1 TFLOPS }, allocated: { memory: 0, compute: 0, reservations: [], }, available: { memory: 32768, compute: 1000000000, reservations: [], }, utilization: { memory: 0, compute: 0, efficiency: 100, }, health: { status: "healthy", score: 100, issues: [], lastCheck: new Date(), uptime: 86400, }, }; this.pools.set(gpuPool.id, gpuPool); // Initialize topology this.topology = { nodes: [], connections: [], clusters: [], regions: [], }; } private async validateAllocationRequest( request: AllocationRequest, ): Promise<void> { if (!request.id || !request.requirements) { throw new Error("Invalid allocation request"); } if (request.requirements.memory <= 0) { throw new Error("Memory requirement must be positive"); } if (request.priority < 0 || request.priority > 100) { throw new Error("Priority must be between 0 and 100"); } } private async findCandidatePools( requirements: ResourceRequirement, ): Promise<ResourcePool[]> { const candidates: ResourcePool[] = []; for (const pool of this.pools.values()) { if (this.poolCanSatisfy(pool, requirements)) { candidates.push(pool); } } // Sort by suitability score return candidates.sort( (a, b) => this.calculateSuitabilityScore(b, requirements) - this.calculateSuitabilityScore(a, requirements), ); } private poolCanSatisfy( pool: ResourcePool, requirements: ResourceRequirement, ): boolean { // Check if pool has enough available resources if (pool.available.memory < requirements.memory) return false; if ( requirements.cores && pool.available.cores && pool.available.cores < requirements.cores ) { return false; } if ( requirements.storage && pool.available.storage && pool.available.storage < requirements.storage ) { return false; } if ( requirements.compute && pool.available.compute && pool.available.compute < requirements.compute ) { return false; } // Check health status if (pool.health.status !== "healthy") return false; return true; } private calculateSuitabilityScore( pool: ResourcePool, requirements: ResourceRequirement, ): number { let score = 0; // Resource availability score (0-40) const memoryRatio = (pool.available.memory - requirements.memory) / pool.capacity.memory; score += Math.min(40, memoryRatio * 40); // Health score (0-30) score += (pool.health.score / 100) * 30; // Efficiency score (0-30) score += (pool.utilization.efficiency / 100) * 30; return score; } private async applyAllocation(allocation: any): Promise<AllocationResult> { // Apply the allocation to the selected pools const result: AllocationResult = { id: allocation.requestId, status: "allocated", pools: allocation.pools.map((pool: any) => ({ poolId: pool.id, allocation: pool.allocation, endpoints: this.generateEndpoints(pool), credentials: this.generateCredentials(pool), })), performance: { expectedThroughput: 1000, expectedLatency: 10, efficiency: 95, scalability: { horizontal: true, vertical: true, autoScaling: { enabled: false, triggers: [], limits: [], policies: [], }, }, }, cost: { estimated: 10.5, breakdown: [ { resource: "gpu", unit: "hour", quantity: 1, rate: 10.5, cost: 10.5, }, ], billing: { model: "pay_per_use", period: "hourly", currency: "USD", discounts: [], }, }, metadata: { created: new Date(), creator: "resource-coordinator", tags: {}, annotations: {}, version: "1.0.0", }, }; return result; } private async releaseAllocation(allocation: AllocationResult): Promise<void> { // Release resources back to pools for (const poolAllocation of allocation.pools) { const pool = this.pools.get(poolAllocation.poolId); if (pool) { // Return resources to available pool pool.available.memory += poolAllocation.allocation.memory; if (poolAllocation.allocation.cores) { pool.available.cores = (pool.available.cores || 0) + poolAllocation.allocation.cores; } if (poolAllocation.allocation.compute) { pool.available.compute = (pool.available.compute || 0) + poolAllocation.allocation.compute; } // Update utilization this.updatePoolUtilization(pool); } } } private updatePoolUtilization(pool: ResourcePool): void { pool.utilization.memory = ((pool.capacity.memory - pool.available.memory) / pool.capacity.memory) * 100; if (pool.capacity.cores && pool.available.cores) { pool.utilization.cores = ((pool.capacity.cores - pool.available.cores) / pool.capacity.cores) * 100; } if (pool.capacity.compute && pool.available.compute) { pool.utilization.compute = ((pool.capacity.compute - pool.available.compute) / pool.capacity.compute) * 100; } } private generateEndpoints(pool: any): ResourceEndpoint[] { return [ { type: "compute", address: `gpu-node-${pool.id}`, port: 22, protocol: "ssh", authentication: true, }, ]; } private generateCredentials(pool: any): AccessCredentials { return { type: "token", value: "sample-access-token", expiry: new Date(Date.now() + 3600000), // 1 hour scope: ["compute", "monitoring"], }; } private generateRequestId(): string { return `req_${Date.now()}_${Math.random().toString(36).substr(2, 9)}`; } private createErrorResponse( code: string, message: string, ): ServiceResponse<any> { return { success: false, error: { code, message, retryable: false, timestamp: new Date(), }, metadata: { requestId: this.generateRequestId(), timestamp: new Date(), processingTime: 0, region: "local", }, }; } private handleAllocationScheduled(event: any): void { this.logger.debug("Allocation scheduled", event); this.emit("allocation:scheduled", event); } private handleResourceAlert(event: any): void { this.logger.warn("Resource alert", event); this.emit("resource:alert", event); } private handleOptimizationCompleted(event: any): void { this.logger.info("Optimization completed", event); this.emit("optimization:completed", event); } } // ==================== Supporting Interfaces ==================== interface OptimizationResult { improvements: Improvement[]; savings: Savings; recommendations: Recommendation[]; impact: ImpactAnalysis; } interface Improvement { type: "efficiency" | "cost" | "performance" | "utilization"; description: string; benefit: number; effort: number; priority: number; } interface Savings { cost: number; resources: ResourceSavings[]; timeframe: string; } interface ResourceSavings { type: string; amount: number; unit: string; percentage: number; } interface Recommendation { title: string; description: string; category: string; priority: "low" | "medium" | "high" | "critical"; effort: "low" | "medium" | "high"; impact: "low" | "medium" | "high"; } interface ImpactAnalysis { performance: number; cost: number; efficiency: number; sustainability: number; risk: number; } // ==================== Supporting Classes ==================== // (Abbreviated implementations for brevity) class ResourceScheduler extends EventEmitter { private config: any; private logger: Logger; constructor(config: any) { super(); this.config = config; this.logger = new Logger("ResourceScheduler"); } async initialize(): Promise<void> { this.logger.info("Initializing resource scheduler"); } async schedule( request: AllocationRequest, candidates: ResourcePool[], ): Promise<any> { // Scheduling implementation return { requestId: request.id, pools: candidates.slice(0, 1).map((pool) => ({ id: pool.id, allocation: { memory: request.requirements.memory, cores: request.requirements.cores, compute: request.requirements.compute, reservations: [], }, })), }; } } class ResourceMonitor extends EventEmitter { private config: any; private logger: Logger; constructor(config: any) { super(); this.config = config; this.logger = new Logger("ResourceMonitor"); } async initialize(): Promise<void> { this.logger.info("Initializing resource monitor"); } async start(): Promise<void> { this.logger.info("Starting resource monitoring"); } async trackAllocation( allocationId: string, result: AllocationResult, ): Promise<void> { // Allocation tracking implementation } async stopTracking(allocationId: string): Promise<void> { // Stop tracking implementation } async getAllocationMetrics(allocationId: string): Promise<any> { // Metrics collection implementation return {}; } async getMetrics(): Promise<PerformanceMetrics> { return { latency: { mean: 0, p50: 0, p95: 0, p99: 0, max: 0 }, throughput: { requestsPerSecond: 0, bytesPerSecond: 0, operationsPerSecond: 0, }, utilization: { cpu: 0, memory: 0, disk: 0, network: 0 }, errors: { rate: 0, percentage: 0, types: {} }, }; } } class ResourceOptimizer extends EventEmitter { private config: any; private logger: Logger; constructor(config: any) { super(); this.config = config; this.logger = new Logger("ResourceOptimizer"); } async initialize(): Promise<void> { this.logger.info("Initializing resource optimizer"); } async start(): Promise<void> { this.logger.info("Starting resource optimization"); } async optimize( pools: ResourcePool[], allocations: AllocationResult[], ): Promise<OptimizationResult> { // Optimization implementation return { improvements: [], savings: { cost: 0, resources: [], timeframe: "1 month" }, recommendations: [], impact: { performance: 0, cost: 0, efficiency: 0, sustainability: 0, risk: 0, }, }; } } class LoadBalancer { private logger: Logger; constructor() { this.logger = new Logger("LoadBalancer"); } async initialize(): Promise<void> { this.logger.info("Initializing load balancer"); } } class ResourcePredictor { private logger: Logger; constructor() { this.logger = new Logger("ResourcePredictor"); } async initialize(): Promise<void> { this.logger.info("Initializing resource predictor"); } async updatePredictions( request: AllocationRequest, result: AllocationResult, ): Promise<void> { // Prediction update implementation } async updateAfterDeallocation(allocationId: string): Promise<void> { // Post-deallocation prediction update } } class CostAnalyzer { private logger: Logger; constructor() { this.logger = new Logger("CostAnalyzer"); } async initialize(): Promise<void> { this.logger.info("Initializing cost analyzer"); } }