brainy/src/distributed/hashPartitioner.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
/**
* Hash-based Partitioner
* Provides deterministic partitioning for distributed writes
*/
import { getPartitionHash } from '../utils/crypto.js'
import { SharedConfig } from '../types/distributedTypes.js'
export class HashPartitioner {
private partitionCount: number
private partitionPrefix: string = 'vectors/p'
constructor(config: SharedConfig) {
this.partitionCount = config.settings.partitionCount || 100
}
/**
* Get partition for a given vector ID using deterministic hashing
* @param vectorId - The unique identifier of the vector
* @returns The partition path
*/
getPartition(vectorId: string): string {
const hash = this.hashString(vectorId)
const partitionIndex = hash % this.partitionCount
return `${this.partitionPrefix}${partitionIndex.toString().padStart(3, '0')}`
}
/**
* Get partition with domain metadata (domain stored as metadata, not in path)
* @param vectorId - The unique identifier of the vector
* @param domain - The domain identifier (for metadata only)
* @returns The partition path
*/
getPartitionWithDomain(vectorId: string, domain?: string): string {
// Domain doesn't affect partitioning - it's just metadata
return this.getPartition(vectorId)
}
/**
* Get all partition paths
* @returns Array of all partition paths
*/
getAllPartitions(): string[] {
const partitions: string[] = []
for (let i = 0; i < this.partitionCount; i++) {
partitions.push(`${this.partitionPrefix}${i.toString().padStart(3, '0')}`)
}
return partitions
}
/**
* Get partition index from partition path
* @param partitionPath - The partition path
* @returns The partition index
*/
getPartitionIndex(partitionPath: string): number {
const match = partitionPath.match(/p(\d+)$/)
if (match) {
return parseInt(match[1], 10)
}
throw new Error(`Invalid partition path: ${partitionPath}`)
}
/**
* Hash a string to a number for consistent partitioning
* @param str - The string to hash
* @returns A positive integer hash
*/
private hashString(str: string): number {
// Use our cross-platform hash function
return getPartitionHash(str)
}
/**
* Get partitions for batch operations
* Groups vector IDs by their target partition
* @param vectorIds - Array of vector IDs
* @returns Map of partition to vector IDs
*/
getPartitionsForBatch(vectorIds: string[]): Map<string, string[]> {
const partitionMap = new Map<string, string[]>()
for (const id of vectorIds) {
const partition = this.getPartition(id)
if (!partitionMap.has(partition)) {
partitionMap.set(partition, [])
}
partitionMap.get(partition)!.push(id)
}
return partitionMap
}
}
/**
* Affinity-based Partitioner
* Extends HashPartitioner to prefer certain partitions for a writer
* while maintaining correctness
*/
export class AffinityPartitioner extends HashPartitioner {
private preferredPartitions: Set<number>
private instanceId: string
constructor(config: SharedConfig, instanceId: string) {
super(config)
this.instanceId = instanceId
this.preferredPartitions = this.calculatePreferredPartitions(config)
}
/**
* Calculate preferred partitions for this instance
*/
private calculatePreferredPartitions(config: SharedConfig): Set<number> {
const partitionCount = config.settings.partitionCount || 100
const writers = Object.entries(config.instances)
.filter(([_, inst]) => inst.role === 'writer')
.map(([id, _]) => id)
.sort() // Ensure consistent ordering
const writerIndex = writers.indexOf(this.instanceId)
if (writerIndex === -1) {
// Not a writer or not found, no preferences
return new Set()
}
const writerCount = writers.length
const partitionsPerWriter = Math.ceil(partitionCount / writerCount)
const preferred = new Set<number>()
const start = writerIndex * partitionsPerWriter
const end = Math.min(start + partitionsPerWriter, partitionCount)
for (let i = start; i < end; i++) {
preferred.add(i)
}
return preferred
}
/**
* Check if a partition is preferred for this instance
* @param partitionPath - The partition path
* @returns Whether this partition is preferred
*/
isPreferredPartition(partitionPath: string): boolean {
try {
const index = this.getPartitionIndex(partitionPath)
return this.preferredPartitions.has(index)
} catch {
return false
}
}
/**
* Get all preferred partitions for this instance
* @returns Array of preferred partition paths
*/
getPreferredPartitions(): string[] {
return Array.from(this.preferredPartitions)
.map(index => `vectors/p${index.toString().padStart(3, '0')}`)
}
/**
* Update preferred partitions based on new config
* @param config - The updated shared configuration
*/
updatePreferences(config: SharedConfig): void {
this.preferredPartitions = this.calculatePreferredPartitions(config)
}
}