Open source vector database with HNSW indexing, graph relationships, and metadata facets. Features CLI with professional augmentation registry integration for discovering extensions and capabilities.
146 lines
No EOL
5 KiB
JavaScript
146 lines
No EOL
5 KiB
JavaScript
/**
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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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export class HashPartitioner {
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constructor(config) {
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this.partitionPrefix = 'vectors/p';
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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) {
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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, domain) {
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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() {
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const partitions = [];
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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) {
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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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hashString(str) {
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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) {
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const partitionMap = new Map();
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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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constructor(config, instanceId) {
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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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calculatePreferredPartitions(config) {
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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();
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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) {
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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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}
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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() {
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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) {
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this.preferredPartitions = this.calculatePreferredPartitions(config);
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}
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}
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//# sourceMappingURL=hashPartitioner.js.map
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