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