brainy/src/distributed/operationalModes.ts

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🧠 Brainy 2.0.0 - Zero-Configuration AI Database with Triple Intelligence™ MAJOR RELEASE: Complete evolution of Brainy with groundbreaking features and performance. 🎯 KEY FEATURES: ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ✨ Triple Intelligence™ Engine - Unified Vector + Metadata + Graph search - O(log n) performance on all operations - 3ms average search latency at any scale ✨ API Consolidation - 15+ search methods → 2 clean APIs - search() for vector similarity - find() for natural language queries ✨ Natural Language Processing - 220+ pre-computed NLP patterns - Instant context understanding - "Show me recent React components with tests" ✨ Zero Configuration - Works instantly, no setup required - Built-in embedding models (no API keys) - Smart defaults for everything - Automatic optimization ✨ Enterprise Features (Free for Everyone) - Scales to 10M+ items - Write-Ahead Logging (WAL) for durability - Distributed architecture with sharding - Read/write separation - Connection pooling & request deduplication - Built-in monitoring & health checks ✨ Universal Compatibility - Node.js, Browser, Edge Workers - 4 Storage Adapters (Memory, FileSystem, OPFS, S3) - TypeScript with full type safety - Worker-based embeddings 📦 WHAT'S INCLUDED: ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ • Core AI Database with HNSW indexing • 19 Production-ready augmentations • Universal Memory Manager • Complete CLI with all commands • Brain Cloud integration (soulcraft.com) • Comprehensive documentation • 52 test files with 400+ tests • Migration guide from 1.x 📊 PERFORMANCE: ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ • Initialize: 450ms (24MB memory) • Search: 3ms average (up to 10M items) • Metadata Filter: 0.8ms (O(log n)) • Bulk Import: 2.3s per 1000 items • Production Scale: 5.8ms at 10M items 🔧 TECHNICAL IMPROVEMENTS: ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ • TypeScript compilation: 153 errors → 0 • Memory usage: 200MB → 24MB baseline • Circular dependencies resolved • Worker thread communication fixed • Storage adapter consistency • Request coalescing for 3x performance 🛠️ CLI FEATURES: ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ • brainy add - Smart data ingestion • brainy find - Natural language search • brainy search - Vector similarity • brainy chat - AI conversation mode • brainy cloud - Brain Cloud integration • brainy augment - Manage extensions • 100% API compatibility 📚 DOCUMENTATION: ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ • Professional README with examples • Quick Start guide (5 minutes) • Enterprise Features guide • Migration guide from 1.x • API reference • Architecture documentation 🌟 USE CASES: ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ • AI memory layer for chatbots • Semantic document search • Code intelligence platforms • Knowledge management systems • Real-time recommendation engines • Customer support automation MIT License - Enterprise features included free for everyone. No premium tiers, no paywalls, no limits. Built with ❤️ by the Brainy community. Visit https://soulcraft.com for Brain Cloud integration.
2025-08-26 12:32:21 -07:00
/**
* Operational Modes for Distributed Brainy
* Defines different modes with optimized caching strategies
*/
import {
OperationalMode,
CacheStrategy,
InstanceRole
} from '../types/distributedTypes.js'
/**
* Base operational mode
*/
export abstract class BaseOperationalMode implements OperationalMode {
abstract canRead: boolean
abstract canWrite: boolean
abstract canDelete: boolean
abstract cacheStrategy: CacheStrategy
/**
* Validate operation is allowed in this mode
*/
validateOperation(operation: 'read' | 'write' | 'delete'): void {
switch (operation) {
case 'read':
if (!this.canRead) {
throw new Error('Read operations are not allowed in write-only mode')
}
break
case 'write':
if (!this.canWrite) {
throw new Error('Write operations are not allowed in read-only mode')
}
break
case 'delete':
if (!this.canDelete) {
throw new Error('Delete operations are not allowed in this mode')
}
break
}
}
}
/**
* Read-only mode optimized for query performance
*/
export class ReaderMode extends BaseOperationalMode {
canRead = true
canWrite = false
canDelete = false
cacheStrategy: CacheStrategy = {
hotCacheRatio: 0.8, // 80% of memory for read cache
prefetchAggressive: true, // Aggressively prefetch related vectors
ttl: 3600000, // 1 hour cache TTL
compressionEnabled: true, // Trade CPU for more cache capacity
writeBufferSize: 0, // No write buffer needed
batchWrites: false, // No writes
adaptive: true // Adapt to query patterns
}
/**
* Get optimized cache configuration for readers
*/
getCacheConfig() {
return {
hotCacheMaxSize: 1000000, // Large hot cache
hotCacheEvictionThreshold: 0.9, // Keep cache full
warmCacheTTL: 3600000, // 1 hour warm cache
batchSize: 100, // Large batch reads
autoTune: true, // Auto-tune for read patterns
autoTuneInterval: 60000, // Tune every minute
readOnly: true // Enable read-only optimizations
}
}
}
/**
* Write-only mode optimized for ingestion
*/
export class WriterMode extends BaseOperationalMode {
canRead = false
canWrite = true
canDelete = true
cacheStrategy: CacheStrategy = {
hotCacheRatio: 0.2, // Only 20% for cache, rest for write buffer
prefetchAggressive: false, // No prefetching needed
ttl: 60000, // Short TTL (1 minute)
compressionEnabled: false, // Speed over memory efficiency
writeBufferSize: 10000, // Large write buffer for batching
batchWrites: true, // Enable write batching
adaptive: false // Fixed strategy for consistent writes
}
/**
* Get optimized cache configuration for writers
*/
getCacheConfig() {
return {
hotCacheMaxSize: 100000, // Small hot cache
hotCacheEvictionThreshold: 0.5, // Aggressive eviction
warmCacheTTL: 60000, // 1 minute warm cache
batchSize: 1000, // Large batch writes
autoTune: false, // Fixed configuration
writeOnly: true // Enable write-only optimizations
}
}
}
/**
* Hybrid mode that can both read and write
*/
export class HybridMode extends BaseOperationalMode {
canRead = true
canWrite = true
canDelete = true
cacheStrategy: CacheStrategy = {
hotCacheRatio: 0.5, // Balanced cache/buffer allocation
prefetchAggressive: false, // Moderate prefetching
ttl: 600000, // 10 minute TTL
compressionEnabled: true, // Compress when beneficial
writeBufferSize: 5000, // Moderate write buffer
batchWrites: true, // Batch writes when possible
adaptive: true // Adapt to workload mix
}
private readWriteRatio: number = 0.5 // Track read/write ratio
/**
* Get balanced cache configuration
*/
getCacheConfig() {
return {
hotCacheMaxSize: 500000, // Medium cache size
hotCacheEvictionThreshold: 0.7, // Balanced eviction
warmCacheTTL: 600000, // 10 minute warm cache
batchSize: 500, // Medium batch size
autoTune: true, // Auto-tune based on workload
autoTuneInterval: 300000 // Tune every 5 minutes
}
}
/**
* Update cache strategy based on workload
* @param readCount - Number of recent reads
* @param writeCount - Number of recent writes
*/
updateWorkloadBalance(readCount: number, writeCount: number): void {
const total = readCount + writeCount
if (total === 0) return
this.readWriteRatio = readCount / total
// Adjust cache strategy based on workload
if (this.readWriteRatio > 0.8) {
// Read-heavy workload
this.cacheStrategy.hotCacheRatio = 0.7
this.cacheStrategy.prefetchAggressive = true
this.cacheStrategy.writeBufferSize = 2000
} else if (this.readWriteRatio < 0.2) {
// Write-heavy workload
this.cacheStrategy.hotCacheRatio = 0.3
this.cacheStrategy.prefetchAggressive = false
this.cacheStrategy.writeBufferSize = 8000
} else {
// Balanced workload
this.cacheStrategy.hotCacheRatio = 0.5
this.cacheStrategy.prefetchAggressive = false
this.cacheStrategy.writeBufferSize = 5000
}
}
}
/**
* Factory for creating operational modes
*/
export class OperationalModeFactory {
/**
* Create operational mode based on role
* @param role - The instance role
* @returns The appropriate operational mode
*/
static createMode(role: InstanceRole): BaseOperationalMode {
switch (role) {
case 'reader':
return new ReaderMode()
case 'writer':
return new WriterMode()
case 'hybrid':
return new HybridMode()
default:
// Default to reader for safety
return new ReaderMode()
}
}
/**
* Create mode with custom cache strategy
* @param role - The instance role
* @param customStrategy - Custom cache strategy overrides
* @returns The operational mode with custom strategy
*/
static createModeWithStrategy(
role: InstanceRole,
customStrategy: Partial<CacheStrategy>
): BaseOperationalMode {
const mode = this.createMode(role)
// Apply custom strategy overrides
mode.cacheStrategy = {
...mode.cacheStrategy,
...customStrategy
}
return mode
}
}