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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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/** * Performance Optimization Strategies for Google Services * * Comprehensive caching, CDN configuration, and database optimization * strategies with specific hit rate targets and performance improvements */ class PerformanceOptimizationStrategies { constructor() { this.cachingStrategies = new Map(); this.cdnConfigurations = new Map(); this.databaseOptimizations = new Map(); this.resourcePooling = new Map(); this.loadBalancingConfigs = new Map(); this.initializeOptimizationStrategies(); } /** * Initialize all optimization strategies for Google Services */ initializeOptimizationStrategies() { this.setupCachingStrategies(); this.setupCDNConfigurations(); this.setupDatabaseOptimizations(); this.setupResourcePooling(); this.setupLoadBalancing(); } /** * Setup caching strategies with specific hit rate targets */ setupCachingStrategies() { const cachingStrategies = { "streaming-api": { strategy: "multi-layer", layers: { l1: { type: "in-memory", technology: "Redis Cluster", size: "16GB", ttl: { textResponses: "5m", multimediaMetadata: "15m", userSessions: "30m", }, hitRateTarget: 0.98, evictionPolicy: "LRU", }, l2: { type: "distributed", technology: "Hazelcast", size: "64GB", ttl: { textResponses: "1h", multimediaContent: "6h", modelOutputs: "24h", }, hitRateTarget: 0.85, evictionPolicy: "LFU", }, l3: { type: "persistent", technology: "Apache Ignite", size: "256GB", ttl: { historicalData: "7d", analyticsData: "30d", trainingData: "90d", }, hitRateTarget: 0.7, evictionPolicy: "Time-based", }, }, implementation: { cacheWarmup: { enabled: true, strategy: "predictive", patterns: [ "user_behavior", "temporal_patterns", "content_popularity", ], }, invalidation: { strategy: "event-driven", triggers: [ "content_update", "model_retrain", "user_preference_change", ], }, monitoring: { hitRateAlert: 0.95, // Alert if hit rate drops below 95% latencyThreshold: "10ms", memoryUsageThreshold: 0.85, }, }, expectedImprovement: { latencyReduction: "60-80%", throughputIncrease: "200-300%", resourceSavings: "40-60%", }, }, agentspace: { strategy: "distributed-coordination", layers: { l1: { type: "agent-local", technology: "Caffeine Cache", size: "2GB per agent", ttl: { coordinationStates: "30s", messageCache: "2m", taskResults: "10m", }, hitRateTarget: 0.95, evictionPolicy: "Size-based", }, l2: { type: "swarm-shared", technology: "Redis Sentinel", size: "32GB", ttl: { swarmState: "5m", agentCapabilities: "1h", taskDefinitions: "24h", }, hitRateTarget: 0.9, evictionPolicy: "TTL with refresh-ahead", }, }, implementation: { consistency: { model: "eventual", conflictResolution: "last-writer-wins", syncInterval: "1s", }, partitioning: { strategy: "hash-based", replicationFactor: 3, autoRebalancing: true, }, }, expectedImprovement: { coordinationLatency: "70-85%", messageLatency: "50-70%", agentSpawnTime: "40-60%", }, }, veo3: { strategy: "content-aware", layers: { l1: { type: "preprocessing", technology: "Redis with GPU acceleration", size: "64GB", ttl: { frameBuffers: "10m", intermediateResults: "1h", renderCache: "24h", }, hitRateTarget: 0.8, evictionPolicy: "Size with priority", }, l2: { type: "asset-storage", technology: "MinIO with SSD", size: "1TB", ttl: { videoAssets: "7d", templateLibrary: "30d", userProjects: "90d", }, hitRateTarget: 0.75, compressionEnabled: true, }, }, implementation: { prefetching: { enabled: true, strategy: "ml-predicted", models: ["user_pattern", "content_similarity", "time_series"], }, streaming: { enabled: true, chunkSize: "4MB", parallelStreams: 8, }, }, expectedImprovement: { renderTime: "30-50%", storageEfficiency: "60-80%", userExperience: "significant", }, }, imagen4: { strategy: "asset-optimized", layers: { l1: { type: "generation-cache", technology: "Redis with image optimization", size: "32GB", ttl: { generatedImages: "2h", imageVariations: "6h", styleTransfers: "12h", }, hitRateTarget: 0.85, compressionEnabled: true, }, l2: { type: "asset-cdn", technology: "CloudFlare R2", size: "unlimited", ttl: { finalImages: "30d", userGalleries: "90d", publicAssets: "1y", }, hitRateTarget: 0.9, globalDistribution: true, }, }, implementation: { imageOptimization: { enabled: true, formats: ["WebP", "AVIF", "JPEG-XL"], qualityLevels: [75, 85, 95], responsiveImages: true, }, deduplication: { enabled: true, algorithm: "perceptual-hash", threshold: 0.95, }, }, expectedImprovement: { generationTime: "40-60%", storageReduction: "70-85%", bandwidthSavings: "50-70%", }, }, "co-scientist": { strategy: "computation-aware", layers: { l1: { type: "computation-results", technology: "Redis with scientific computing extensions", size: "16GB", ttl: { hypothesisResults: "1h", statisticalAnalysis: "24h", modelPredictions: "48h", }, hitRateTarget: 0.92, evictionPolicy: "Computation-cost-aware", }, l2: { type: "dataset-cache", technology: "Apache Arrow with Parquet", size: "128GB", ttl: { datasets: "7d", preprocessedData: "30d", trainingData: "90d", }, hitRateTarget: 0.88, compressionEnabled: true, }, }, implementation: { computationCaching: { enabled: true, fingerprintAlgorithm: "SHA-256", parameterSensitivity: "high", }, distributedComputing: { enabled: true, framework: "Apache Spark", cachePartitioning: "data-locality-aware", }, }, expectedImprovement: { validationTime: "50-70%", analysisTime: "60-80%", resourceUtilization: "40-60%", }, }, chirp: { strategy: "audio-optimized", layers: { l1: { type: "synthesis-cache", technology: "Redis with audio codecs", size: "8GB", ttl: { synthesizedAudio: "30m", voiceModels: "24h", audioSegments: "1h", }, hitRateTarget: 0.9, evictionPolicy: "Audio-quality-aware", }, l2: { type: "voice-library", technology: "MinIO with audio optimization", size: "64GB", ttl: { voiceProfiles: "30d", audioLibrary: "90d", userRecordings: "1y", }, hitRateTarget: 0.85, compressionEnabled: true, }, }, implementation: { audioOptimization: { enabled: true, codecs: ["Opus", "AAC", "MP3"], bitrateAdaptation: true, realTimeProcessing: true, }, voiceFingerprinting: { enabled: true, algorithm: "mel-spectrogram", cacheByVoiceprint: true, }, }, expectedImprovement: { synthesisTime: "60-80%", audioQuality: "maintained", storageEfficiency: "70-85%", }, }, lyria: { strategy: "music-composition-aware", layers: { l1: { type: "composition-cache", technology: "Redis with MIDI support", size: "4GB", ttl: { compositions: "2h", arrangements: "6h", musicalPatterns: "24h", }, hitRateTarget: 0.88, evictionPolicy: "Musical-complexity-aware", }, l2: { type: "music-library", technology: "MinIO with audio formats", size: "32GB", ttl: { finalCompositions: "30d", instrumentLibraries: "90d", userCreations: "1y", }, hitRateTarget: 0.82, compressionEnabled: true, }, }, implementation: { musicalCaching: { enabled: true, cacheByGenre: true, cacheByInstruments: true, cacheByComplexity: true, }, adaptiveGeneration: { enabled: true, styleInterpolation: true, genreBlending: true, }, }, expectedImprovement: { compositionTime: "50-70%", creativeVariation: "enhanced", resourceEfficiency: "60-80%", }, }, mariner: { strategy: "web-automation-optimized", layers: { l1: { type: "page-state-cache", technology: "Redis with DOM serialization", size: "4GB", ttl: { pageStates: "10m", elementSelectors: "1h", automationScripts: "24h", }, hitRateTarget: 0.85, evictionPolicy: "Access-frequency-based", }, l2: { type: "resource-cache", technology: "Varnish with web optimization", size: "16GB", ttl: { webResources: "1h", screenshots: "6h", automationLogs: "24h", }, hitRateTarget: 0.8, compressionEnabled: true, }, }, implementation: { browserCaching: { enabled: true, persistentSessions: true, resourceInterception: true, }, automationOptimization: { enabled: true, elementCaching: true, scriptOptimization: true, }, }, expectedImprovement: { automationSpeed: "40-60%", resourceUsage: "30-50%", reliability: "enhanced", }, }, }; // Store all caching strategies for (const [service, config] of Object.entries(cachingStrategies)) { this.cachingStrategies.set(service, config); } } /** * Setup global CDN configuration for optimal distribution */ setupCDNConfigurations() { const cdnConfig = { global: { provider: "Multi-CDN (Cloudflare + AWS CloudFront + Google Cloud CDN)", regions: { "us-east-1": { primary: "Cloudflare", fallback: "AWS CloudFront", edgeLocations: ["New York", "Miami", "Atlanta"], targetLatency: "20ms", }, "us-west-2": { primary: "AWS CloudFront", fallback: "Google Cloud CDN", edgeLocations: ["Seattle", "Los Angeles", "San Francisco"], targetLatency: "25ms", }, "eu-west-1": { primary: "Cloudflare", fallback: "AWS CloudFront", edgeLocations: ["London", "Dublin", "Frankfurt"], targetLatency: "30ms", }, "ap-southeast-1": { primary: "Google Cloud CDN", fallback: "Cloudflare", edgeLocations: ["Singapore", "Hong Kong", "Tokyo"], targetLatency: "35ms", }, "ap-south-1": { primary: "AWS CloudFront", fallback: "Google Cloud CDN", edgeLocations: ["Mumbai", "Chennai", "Bangalore"], targetLatency: "40ms", }, }, loadBalancing: { algorithm: "latency-based-routing", healthChecks: { interval: "30s", timeout: "5s", retries: 3, }, failover: { automatic: true, fallbackTime: "10s", }, }, }, services: { "streaming-api": { caching: { staticAssets: { pattern: "\\.(js|css|woff2?|png|jpg|svg)$", ttl: "1y", compression: "gzip+brotli", minify: true, }, apiResponses: { pattern: "/api/v1/stream/.*", ttl: "5m", compression: "gzip", varyHeaders: ["Accept-Encoding", "User-Agent"], bypassPatterns: ["/api/v1/stream/realtime"], }, }, optimization: { http2Push: true, earlyHints: true, prefetch: ["critical-resources", "predicted-requests"], compression: { gzip: { level: 6 }, brotli: { level: 4 }, }, }, expectedImprovement: { globalLatency: "50-70% reduction", bandwidth: "60-80% savings", availability: "99.99%+", }, }, agentspace: { caching: { agentAssets: { pattern: "/api/v1/agents/.*\\.(json|js)$", ttl: "1h", compression: "gzip", }, coordinationData: { pattern: "/api/v1/agents/coordinate.*", ttl: "30s", edgeComputing: true, }, }, optimization: { edgeComputing: { enabled: true, functions: ["agent-routing", "load-balancing"], regions: "all", }, websocketOptimization: true, }, }, veo3: { caching: { videoAssets: { pattern: "\\.(mp4|webm|avi)$", ttl: "7d", streamingOptimization: true, adaptiveBitrate: true, }, thumbnails: { pattern: "/thumbnails/.*", ttl: "30d", imageOptimization: true, }, }, optimization: { videoStreaming: { protocol: "HLS+DASH", segmentation: "4s", qualityLevels: ["240p", "480p", "720p", "1080p", "4K"], }, prefetching: { enabled: true, strategy: "user-behavior-prediction", }, }, }, imagen4: { caching: { images: { pattern: "\\.(jpg|jpeg|png|webp|avif)$", ttl: "30d", imageOptimization: { formats: ["WebP", "AVIF"], quality: [75, 85, 95], responsiveImages: true, }, }, }, optimization: { imageDelivery: { autoFormat: true, autoQuality: true, lazyLoading: true, }, }, }, }, }; this.cdnConfigurations.set("global", cdnConfig); } /** * Setup database optimization configurations */ setupDatabaseOptimizations() { const dbOptimizations = { "streaming-api": { primary: { type: "PostgreSQL 15 with TimescaleDB", configuration: { sharedBuffers: "8GB", effectiveCacheSize: "24GB", maintenanceWorkMem: "2GB", checkpointCompletionTarget: 0.9, walBuffers: "64MB", defaultStatisticsTarget: 500, randomPageCost: 1.1, // SSD optimized }, indexing: { strategy: "partial-composite", indexes: [ { name: "idx_stream_sessions_active", columns: ["user_id", "created_at"], where: "status = 'active'", type: "btree", }, { name: "idx_stream_content_trgm", columns: ["content"], type: "gin", operator: "gin_trgm_ops", }, ], }, partitioning: { strategy: "time-based", interval: "monthly", retention: "12 months", }, replication: { mode: "streaming", replicas: 3, synchronous: "first 1 (replica1)", loadBalancing: "read-replica-routing", }, }, cache: { type: "Redis Cluster", nodes: 6, memory: "64GB", persistence: "RDB + AOF", clustering: { hashSlots: 16384, replicationFactor: 1, autoFailover: true, }, }, expectedImprovement: { queryPerformance: "70-90%", writePerformance: "50-70%", availabilityTime: "99.99%", }, }, agentspace: { primary: { type: "MongoDB 6.0 Sharded Cluster", configuration: { shardingStrategy: "hashed", shardKey: "agent_id", chunks: 1024, configServers: 3, mongosInstances: 3, }, indexing: { strategy: "compound-sparse", indexes: [ { name: "idx_agent_coordination", keys: { agent_id: 1, swarm_id: 1, status: 1 }, sparse: true, }, { name: "idx_message_routing", keys: { from_agent: 1, to_agent: 1, timestamp: -1 }, }, ], }, aggregationOptimization: { enabled: true, pipeline: "optimized", indexHints: true, }, }, eventStore: { type: "Apache Kafka", configuration: { brokers: 9, replicationFactor: 3, partitions: 24, retentionTime: "7d", }, topics: { "agent-events": { partitions: 12, replicas: 3 }, "coordination-events": { partitions: 6, replicas: 3 }, "system-events": { partitions: 3, replicas: 3 }, }, }, }, veo3: { primary: { type: "PostgreSQL with Large Objects", configuration: { sharedBuffers: "16GB", workMem: "256MB", maintenanceWorkMem: "4GB", effectiveCacheSize: "48GB", randomPageCost: 1.1, seqPageCost: 1.0, }, storage: { type: "NVMe SSD RAID 10", capacity: "10TB", iops: "100,000", compression: "lz4", }, }, objectStorage: { type: "MinIO with Distributed Setup", configuration: { nodes: 8, drivesPerNode: 4, erasureCoding: "4+2", compression: "enabled", }, tiering: { hot: "NVMe SSD (30d)", warm: "SATA SSD (90d)", cold: "HDD (1y+)", glacier: "Tape (archive)", }, }, }, }; for (const [service, config] of Object.entries(dbOptimizations)) { this.databaseOptimizations.set(service, config); } } /** * Setup resource pooling configurations */ setupResourcePooling() { const poolingConfigs = { "streaming-api": { connectionPools: { database: { minSize: 10, maxSize: 100, acquireIncrement: 5, acquireTimeout: "10s", idleTimeout: "30m", maxLifetime: "2h", leakDetectionThreshold: "60s", }, redis: { minIdle: 20, maxTotal: 200, maxWait: "5s", testOnBorrow: true, testWhileIdle: true, }, http: { maxConnections: 1000, maxConnectionsPerRoute: 100, connectionTimeout: "5s", socketTimeout: "30s", keepAlive: true, }, }, threadPools: { requestProcessing: { coreSize: 50, maxSize: 200, queueCapacity: 1000, keepAliveTime: "60s", rejectionPolicy: "CallerRuns", }, backgroundTasks: { coreSize: 10, maxSize: 50, queueCapacity: 500, keepAliveTime: "300s", }, }, }, agentspace: { agentPools: { coordinators: { minActive: 5, maxActive: 50, maxIdle: 10, spawnTimeout: "200ms", destroyTimeout: "5s", healthCheckInterval: "30s", }, workers: { minActive: 20, maxActive: 500, maxIdle: 50, autoScale: true, scaleThreshold: 0.8, }, }, messagePools: { internalMessages: { bufferSize: 10000, batchSize: 100, flushInterval: "10ms", priorityQueues: 3, }, externalMessages: { bufferSize: 5000, batchSize: 50, flushInterval: "50ms", retryAttempts: 3, }, }, }, veo3: { gpuPools: { rendering: { totalGPUs: 16, reservedGPUs: 2, queueDepth: 1000, timeSlicing: true, multiInstanceGPU: true, }, inference: { totalGPUs: 8, dedicatedInstances: 4, sharedInstances: 4, memoryOversubscription: 1.5, }, }, memoryPools: { videoBuffers: { totalSize: "64GB", chunkSize: "256MB", preallocation: true, compression: "lz4", }, textureCache: { totalSize: "32GB", maxTextures: 100000, compressionFormats: ["DXT5", "BC7", "ASTC"], }, }, }, }; for (const [service, config] of Object.entries(poolingConfigs)) { this.resourcePooling.set(service, config); } } /** * Setup load balancing configurations */ setupLoadBalancing() { const loadBalancingConfigs = { global: { algorithm: "adaptive-weighted-round-robin", healthChecks: { interval: "10s", timeout: "3s", successThreshold: 2, failureThreshold: 3, }, stickySession: { enabled: true, cookieName: "GSESSION", ttl: "1h", }, }, services: { "streaming-api": { upstream: { servers: [ { host: "streaming-1.internal", weight: 100, maxFails: 3 }, { host: "streaming-2.internal", weight: 100, maxFails: 3 }, { host: "streaming-3.internal", weight: 100, maxFails: 3 }, { host: "streaming-4.internal", weight: 100, maxFails: 3 }, ], keepalive: 64, keepaliveRequests: 10000, keepaliveTimeout: "60s", }, rateLimiting: { enabled: true, rps: 1000, burst: 2000, delayRequests: 500, }, circuitBreaker: { enabled: true, failureThreshold: 10, recoveryTimeout: "30s", halfOpenRequests: 5, }, }, agentspace: { upstream: { algorithm: "least_conn", servers: [ { host: "agentspace-1.internal", weight: 100 }, { host: "agentspace-2.internal", weight: 100 }, { host: "agentspace-3.internal", weight: 100 }, ], }, websocketSupport: { enabled: true, proxyTimeout: "1h", proxyReadTimeout: "60s", proxySendTimeout: "60s", }, }, veo3: { upstream: { algorithm: "resource_aware", servers: [ { host: "veo3-gpu-1.internal", weight: 150, gpuMemory: "24GB", gpuUtilization: "dynamic", }, { host: "veo3-gpu-2.internal", weight: 150, gpuMemory: "24GB", gpuUtilization: "dynamic", }, ], }, queueManagement: { enabled: true, maxQueueSize: 1000, priorityLevels: 3, timeoutHandling: "graceful", }, }, }, }; this.loadBalancingConfigs.set("global", loadBalancingConfigs); } /** * Generate comprehensive optimization report */ generateOptimizationReport() { const report = { timestamp: new Date().toISOString(), summary: { servicesOptimized: this.cachingStrategies.size, totalCacheLayers: this.getTotalCacheLayers(), cdnRegions: this.getCDNRegionCount(), expectedImprovements: this.calculateExpectedImprovements(), }, caching: Array.from(this.cachingStrategies.entries()).map( ([service, config]) => ({ service, strategy: config.strategy, layers: Object.keys(config.layers).length, hitRateTarget: this.getAverageHitRateTarget(config), expectedImprovement: config.expectedImprovement, }), ), cdn: { provider: "Multi-CDN", regions: this.getCDNRegions(), expectedLatencyReduction: "50-70%", expectedBandwidthSavings: "60-80%", }, database: Array.from(this.databaseOptimizations.entries()).map( ([service, config]) => ({ service, primaryType: config.primary.type, expectedImprovement: config.expectedImprovement, }), ), resourcePooling: Array.from(this.resourcePooling.entries()).map( ([service, config]) => ({ service, poolTypes: Object.keys(config), configuration: this.summarizePoolConfiguration(config), }), ), }; return report; } /** * Apply optimization configurations */ async applyOptimizations(services = []) { const servicesToOptimize = services.length > 0 ? services : Array.from(this.cachingStrategies.keys()); const results = []; for (const service of servicesToOptimize) { try { console.log(`🔧 Applying optimizations for ${service}...`); // Apply caching strategy const cachingResult = await this.applyCachingStrategy(service); // Apply CDN configuration const cdnResult = await this.applyCDNConfiguration(service); // Apply database optimization const dbResult = await this.applyDatabaseOptimization(service); // Apply resource pooling const poolingResult = await this.applyResourcePooling(service); results.push({ service, caching: cachingResult, cdn: cdnResult, database: dbResult, pooling: poolingResult, status: "completed", timestamp: new Date().toISOString(), }); console.log(`✅ Optimizations applied successfully for ${service}`); } catch (error) { console.error( `❌ Failed to apply optimizations for ${service}:`, error, ); results.push({ service, status: "failed", error: error.message, timestamp: new Date().toISOString(), }); } } return results; } // Helper methods getTotalCacheLayers() { let total = 0; for (const config of this.cachingStrategies.values()) { total += Object.keys(config.layers).length; } return total; } getCDNRegionCount() { const cdnConfig = this.cdnConfigurations.get("global"); return cdnConfig ? Object.keys(cdnConfig.global.regions).length : 0; } getCDNRegions() { const cdnConfig = this.cdnConfigurations.get("global"); return cdnConfig ? Object.keys(cdnConfig.global.regions) : []; } getAverageHitRateTarget(config) { const hitRates = Object.values(config.layers).map( (layer) => layer.hitRateTarget, ); return hitRates.reduce((sum, rate) => sum + rate, 0) / hitRates.length; } calculateExpectedImprovements() { return { averageLatencyReduction: "50-70%", averageThroughputIncrease: "200-300%", averageResourceSavings: "40-60%", availabilityImprovement: "99.99%+", }; } summarizePoolConfiguration(config) { return { totalPools: Object.keys(config).length, hasConnectionPools: !!config.connectionPools, hasThreadPools: !!config.threadPools, hasResourcePools: !!( config.agentPools || config.gpuPools || config.memoryPools ), }; } // Simulation methods for applying optimizations async applyCachingStrategy(service) { const config = this.cachingStrategies.get(service); if (!config) throw new Error(`No caching strategy found for ${service}`); // Simulate cache deployment await this.sleep(1000); return { status: "deployed", layers: Object.keys(config.layers).length, hitRateTarget: this.getAverageHitRateTarget(config), }; } async applyCDNConfiguration(service) { // Simulate CDN configuration await this.sleep(800); return { status: "configured", regions: this.getCDNRegionCount(), provider: "Multi-CDN", }; } async applyDatabaseOptimization(service) { const config = this.databaseOptimizations.get(service); if (!config) throw new Error(`No database optimization found for ${service}`); // Simulate database optimization await this.sleep(1500); return { status: "optimized", type: config.primary.type, indexesCreated: config.primary.indexing?.indexes?.length || 0, }; } async applyResourcePooling(service) { const config = this.resourcePooling.get(service); if (!config) throw new Error(`No resource pooling found for ${service}`); // Simulate resource pool configuration await this.sleep(500); return { status: "configured", pools: Object.keys(config).length, }; } sleep(ms) { return new Promise((resolve) => setTimeout(resolve, ms)); } } module.exports = { PerformanceOptimizationStrategies, };