BREAKING CHANGES: - Removed deprecated getAllNouns() and getAllVerbs() methods - All internal usage migrated to pagination-based methods New Features: - Filter Discovery API: - getFilterValues(field): Get all available values for a field - getFilterFields(): Get all filterable fields - Enables dynamic filter UI generation with O(1) field discovery - Hybrid metadata indexing with field-level indexes - Adaptive auto-flush for optimal performance - LRU caching for metadata indexes Improvements: - Fixed ENAMETOOLONG errors from vector-based filenames - Safe filename generation using hash-based approach - Scalable chunked value storage for millions of entries - Performance optimization with adaptive flush thresholds - Added support for $includes operator in metadata filters Technical: - Replaced vector-based filenames with safe hash approach - Implemented MetadataIndexCache with existing SearchCache pattern - Field indexes enable O(1) filter discovery - Adaptive flush based on performance metrics (20-200 entries) - All tests passing with improved metadata filtering
766 lines
No EOL
22 KiB
TypeScript
766 lines
No EOL
22 KiB
TypeScript
/**
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* Metadata Index System
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* Maintains inverted indexes for fast metadata filtering
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* Automatically updates indexes when data changes
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*/
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import { StorageAdapter } from '../coreTypes.js'
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import { MetadataIndexCache, MetadataIndexCacheConfig } from './metadataIndexCache.js'
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export interface MetadataIndexEntry {
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field: string
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value: string | number | boolean
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ids: Set<string>
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lastUpdated: number
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}
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export interface FieldIndexData {
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// Maps value -> count for quick filter discovery
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values: Record<string, number>
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lastUpdated: number
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}
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export interface MetadataIndexStats {
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totalEntries: number
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totalIds: number
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fieldsIndexed: string[]
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lastRebuild: number
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indexSize: number // in bytes
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}
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export interface MetadataIndexConfig {
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maxIndexSize?: number // Max number of entries per field value (default: 10000)
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rebuildThreshold?: number // Rebuild if index is this % stale (default: 0.1)
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autoOptimize?: boolean // Auto-cleanup unused entries (default: true)
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indexedFields?: string[] // Only index these fields (default: all)
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excludeFields?: string[] // Never index these fields
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}
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/**
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* Manages metadata indexes for fast filtering
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* Maintains inverted indexes: field+value -> list of IDs
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*/
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export class MetadataIndexManager {
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private storage: StorageAdapter
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private config: Required<MetadataIndexConfig>
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private indexCache = new Map<string, MetadataIndexEntry>()
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private dirtyEntries = new Set<string>()
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private isRebuilding = false
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private metadataCache: MetadataIndexCache
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private fieldIndexes = new Map<string, FieldIndexData>()
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private dirtyFields = new Set<string>()
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private lastFlushTime = Date.now()
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private autoFlushThreshold = 50 // Start with 50, will adapt based on usage
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constructor(storage: StorageAdapter, config: MetadataIndexConfig = {}) {
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this.storage = storage
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this.config = {
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maxIndexSize: config.maxIndexSize ?? 10000,
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rebuildThreshold: config.rebuildThreshold ?? 0.1,
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autoOptimize: config.autoOptimize ?? true,
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indexedFields: config.indexedFields ?? [],
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excludeFields: config.excludeFields ?? ['id', 'createdAt', 'updatedAt', 'embedding', 'vector', 'embeddings', 'vectors']
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}
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// Initialize metadata cache with similar config to search cache
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this.metadataCache = new MetadataIndexCache({
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maxAge: 5 * 60 * 1000, // 5 minutes
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maxSize: 500, // 500 entries (field indexes + value chunks)
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enabled: true
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})
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}
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/**
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* Get index key for field and value
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*/
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private getIndexKey(field: string, value: any): string {
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const normalizedValue = this.normalizeValue(value)
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return `${field}:${normalizedValue}`
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}
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/**
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* Generate field index filename for filter discovery
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*/
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private getFieldIndexFilename(field: string): string {
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return `field_${field}`
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}
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/**
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* Generate value chunk filename for scalable storage
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*/
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private getValueChunkFilename(field: string, value: any, chunkIndex: number = 0): string {
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const normalizedValue = this.normalizeValue(value)
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const safeValue = this.makeSafeFilename(normalizedValue)
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return `${field}_${safeValue}_chunk${chunkIndex}`
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}
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/**
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* Make a value safe for use in filenames
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*/
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private makeSafeFilename(value: string): string {
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// Replace unsafe characters and limit length
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return value
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.replace(/[^a-zA-Z0-9-_]/g, '_')
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.substring(0, 50)
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.toLowerCase()
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}
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/**
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* Normalize value for consistent indexing
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*/
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private normalizeValue(value: any): string {
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if (value === null || value === undefined) return '__NULL__'
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if (typeof value === 'boolean') return value ? '__TRUE__' : '__FALSE__'
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if (typeof value === 'number') return value.toString()
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if (Array.isArray(value)) {
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const joined = value.map(v => this.normalizeValue(v)).join(',')
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// Hash very long array values to avoid filesystem limits
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if (joined.length > 100) {
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return this.hashValue(joined)
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}
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return joined
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}
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const stringValue = String(value).toLowerCase().trim()
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// Hash very long string values to avoid filesystem limits
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if (stringValue.length > 100) {
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return this.hashValue(stringValue)
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}
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return stringValue
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}
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/**
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* Create a short hash for long values to avoid filesystem filename limits
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*/
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private hashValue(value: string): string {
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// Simple hash function to create shorter keys
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let hash = 0
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for (let i = 0; i < value.length; i++) {
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const char = value.charCodeAt(i)
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hash = ((hash << 5) - hash) + char
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hash = hash & hash // Convert to 32-bit integer
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}
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return `__HASH_${Math.abs(hash).toString(36)}`
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}
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/**
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* Check if field should be indexed
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*/
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private shouldIndexField(field: string): boolean {
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if (this.config.excludeFields.includes(field)) return false
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if (this.config.indexedFields.length > 0) {
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return this.config.indexedFields.includes(field)
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}
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return true
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}
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/**
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* Extract indexable field-value pairs from metadata
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*/
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private extractIndexableFields(metadata: any): Array<{ field: string, value: any }> {
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const fields: Array<{ field: string, value: any }> = []
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const extract = (obj: any, prefix = ''): void => {
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for (const [key, value] of Object.entries(obj)) {
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const fullKey = prefix ? `${prefix}.${key}` : key
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if (!this.shouldIndexField(fullKey)) continue
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if (value && typeof value === 'object' && !Array.isArray(value)) {
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// Recurse into nested objects
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extract(value, fullKey)
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} else {
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// Index this field
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fields.push({ field: fullKey, value })
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// If it's an array, also index each element
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if (Array.isArray(value)) {
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for (const item of value) {
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fields.push({ field: fullKey, value: item })
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}
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}
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}
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}
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}
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if (metadata && typeof metadata === 'object') {
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extract(metadata)
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}
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return fields
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}
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/**
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* Add item to metadata indexes
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*/
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async addToIndex(id: string, metadata: any, skipFlush: boolean = false): Promise<void> {
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const fields = this.extractIndexableFields(metadata)
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for (const { field, value } of fields) {
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const key = this.getIndexKey(field, value)
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// Get or create index entry
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let entry = this.indexCache.get(key)
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if (!entry) {
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const loadedEntry = await this.loadIndexEntry(key)
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entry = loadedEntry ?? {
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field,
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value: this.normalizeValue(value),
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ids: new Set<string>(),
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lastUpdated: Date.now()
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}
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this.indexCache.set(key, entry)
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}
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// Add ID to entry
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entry.ids.add(id)
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entry.lastUpdated = Date.now()
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this.dirtyEntries.add(key)
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// Update field index
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await this.updateFieldIndex(field, value, 1)
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}
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// Adaptive auto-flush based on usage patterns
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if (!skipFlush) {
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const timeSinceLastFlush = Date.now() - this.lastFlushTime
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const shouldAutoFlush =
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this.dirtyEntries.size >= this.autoFlushThreshold || // Size threshold
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(this.dirtyEntries.size > 10 && timeSinceLastFlush > 5000) // Time threshold (5 seconds)
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if (shouldAutoFlush) {
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const startTime = Date.now()
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await this.flush()
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const flushTime = Date.now() - startTime
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// Adapt threshold based on flush performance
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if (flushTime < 50) {
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// Fast flush, can handle more entries
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this.autoFlushThreshold = Math.min(200, this.autoFlushThreshold * 1.2)
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} else if (flushTime > 200) {
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// Slow flush, reduce batch size
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this.autoFlushThreshold = Math.max(20, this.autoFlushThreshold * 0.8)
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}
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}
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}
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// Invalidate cache for these fields
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for (const { field } of fields) {
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this.metadataCache.invalidatePattern(`field_values_${field}`)
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}
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}
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/**
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* Update field index with value count
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*/
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private async updateFieldIndex(field: string, value: any, delta: number): Promise<void> {
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let fieldIndex = this.fieldIndexes.get(field)
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if (!fieldIndex) {
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// Load from storage if not in memory
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fieldIndex = await this.loadFieldIndex(field) ?? {
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values: {},
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lastUpdated: Date.now()
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}
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this.fieldIndexes.set(field, fieldIndex)
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}
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const normalizedValue = this.normalizeValue(value)
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fieldIndex.values[normalizedValue] = (fieldIndex.values[normalizedValue] || 0) + delta
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// Remove if count drops to 0
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if (fieldIndex.values[normalizedValue] <= 0) {
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delete fieldIndex.values[normalizedValue]
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}
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fieldIndex.lastUpdated = Date.now()
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this.dirtyFields.add(field)
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}
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/**
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* Remove item from metadata indexes
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*/
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async removeFromIndex(id: string, metadata?: any): Promise<void> {
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if (metadata) {
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// Remove from specific field indexes
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const fields = this.extractIndexableFields(metadata)
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for (const { field, value } of fields) {
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const key = this.getIndexKey(field, value)
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let entry = this.indexCache.get(key)
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if (!entry) {
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const loadedEntry = await this.loadIndexEntry(key)
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entry = loadedEntry ?? undefined
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}
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if (entry) {
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entry.ids.delete(id)
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entry.lastUpdated = Date.now()
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this.dirtyEntries.add(key)
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// Update field index
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await this.updateFieldIndex(field, value, -1)
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// If no IDs left, mark for cleanup
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if (entry.ids.size === 0) {
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this.indexCache.delete(key)
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await this.deleteIndexEntry(key)
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}
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}
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// Invalidate cache
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this.metadataCache.invalidatePattern(`field_values_${field}`)
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}
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} else {
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// Remove from all indexes (slower, requires scanning)
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for (const [key, entry] of this.indexCache.entries()) {
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if (entry.ids.has(id)) {
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entry.ids.delete(id)
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entry.lastUpdated = Date.now()
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this.dirtyEntries.add(key)
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if (entry.ids.size === 0) {
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this.indexCache.delete(key)
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await this.deleteIndexEntry(key)
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}
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}
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}
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}
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}
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/**
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* Get IDs for a specific field-value combination with caching
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*/
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async getIds(field: string, value: any): Promise<string[]> {
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const key = this.getIndexKey(field, value)
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// Check metadata cache first
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const cacheKey = `ids_${key}`
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const cachedIds = this.metadataCache.get(cacheKey)
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if (cachedIds) {
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return cachedIds
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}
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// Try in-memory cache
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let entry = this.indexCache.get(key)
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// Load from storage if not cached
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if (!entry) {
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const loadedEntry = await this.loadIndexEntry(key)
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if (loadedEntry) {
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entry = loadedEntry
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this.indexCache.set(key, entry)
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}
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}
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const ids = entry ? Array.from(entry.ids) : []
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// Cache the result
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this.metadataCache.set(cacheKey, ids)
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return ids
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}
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/**
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* Get all available values for a field (for filter discovery)
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*/
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async getFilterValues(field: string): Promise<string[]> {
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// Check cache first
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const cacheKey = `field_values_${field}`
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const cachedValues = this.metadataCache.get(cacheKey)
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if (cachedValues) {
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return cachedValues
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}
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// Check in-memory field indexes first
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let fieldIndex = this.fieldIndexes.get(field)
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// If not in memory, load from storage
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if (!fieldIndex) {
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const loaded = await this.loadFieldIndex(field)
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if (loaded) {
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fieldIndex = loaded
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this.fieldIndexes.set(field, loaded)
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}
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}
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if (!fieldIndex) {
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return []
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}
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const values = Object.keys(fieldIndex.values)
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// Cache the result
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this.metadataCache.set(cacheKey, values)
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return values
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}
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/**
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* Get all indexed fields (for filter discovery)
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*/
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async getFilterFields(): Promise<string[]> {
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// Check cache first
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const cacheKey = 'all_filter_fields'
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const cachedFields = this.metadataCache.get(cacheKey)
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if (cachedFields) {
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return cachedFields
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}
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// Get fields from in-memory indexes and storage
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const fields = new Set<string>(this.fieldIndexes.keys())
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// Also scan storage for persisted field indexes (in case not loaded)
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// This would require a new storage method to list field indexes
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// For now, just use in-memory fields
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const fieldsArray = Array.from(fields)
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// Cache the result
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this.metadataCache.set(cacheKey, fieldsArray)
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return fieldsArray
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}
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/**
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* Convert MongoDB-style filter to simple field-value criteria for indexing
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*/
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private convertFilterToCriteria(filter: any): Array<{ field: string, values: any[] }> {
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const criteria: Array<{ field: string, values: any[] }> = []
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if (!filter || typeof filter !== 'object') {
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return criteria
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}
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for (const [key, value] of Object.entries(filter)) {
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// Skip logical operators for now - handle them separately
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if (key.startsWith('$')) continue
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if (value && typeof value === 'object' && !Array.isArray(value)) {
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// Handle MongoDB operators
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for (const [op, operand] of Object.entries(value)) {
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switch (op) {
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case '$in':
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if (Array.isArray(operand)) {
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criteria.push({ field: key, values: operand })
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}
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break
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case '$eq':
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criteria.push({ field: key, values: [operand] })
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break
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case '$includes':
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// For $includes, the operand is the value we're looking for in an array field
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criteria.push({ field: key, values: [operand] })
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break
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// For other operators, we can't use index efficiently, skip for now
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default:
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break
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}
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}
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} else {
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// Direct value or array
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const values = Array.isArray(value) ? value : [value]
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criteria.push({ field: key, values })
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}
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}
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return criteria
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}
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/**
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* Get IDs matching MongoDB-style metadata filter using indexes where possible
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*/
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async getIdsForFilter(filter: any): Promise<string[]> {
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if (!filter || Object.keys(filter).length === 0) {
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return []
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}
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// Handle logical operators
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if (filter.$and && Array.isArray(filter.$and)) {
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// For $and, we need intersection of all sub-filters
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const allIds: string[][] = []
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for (const subFilter of filter.$and) {
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const subIds = await this.getIdsForFilter(subFilter)
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allIds.push(subIds)
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}
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if (allIds.length === 0) return []
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if (allIds.length === 1) return allIds[0]
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|
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// Intersection of all sets
|
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return allIds.reduce((intersection, currentSet) =>
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intersection.filter(id => currentSet.includes(id))
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)
|
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}
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|
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if (filter.$or && Array.isArray(filter.$or)) {
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// For $or, we need union of all sub-filters
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const unionIds = new Set<string>()
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for (const subFilter of filter.$or) {
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const subIds = await this.getIdsForFilter(subFilter)
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subIds.forEach(id => unionIds.add(id))
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}
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return Array.from(unionIds)
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}
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|
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// Handle regular field filters
|
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const criteria = this.convertFilterToCriteria(filter)
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const idSets: string[][] = []
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|
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for (const { field, values } of criteria) {
|
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const unionIds = new Set<string>()
|
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for (const value of values) {
|
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const ids = await this.getIds(field, value)
|
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ids.forEach(id => unionIds.add(id))
|
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}
|
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idSets.push(Array.from(unionIds))
|
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}
|
|
|
|
if (idSets.length === 0) return []
|
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if (idSets.length === 1) return idSets[0]
|
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|
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// Intersection of all field criteria (implicit $and)
|
|
return idSets.reduce((intersection, currentSet) =>
|
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intersection.filter(id => currentSet.includes(id))
|
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)
|
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}
|
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|
|
/**
|
|
* Get IDs matching multiple criteria (intersection) - LEGACY METHOD
|
|
* @deprecated Use getIdsForFilter instead
|
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*/
|
|
async getIdsForCriteria(criteria: Record<string, any>): Promise<string[]> {
|
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return this.getIdsForFilter(criteria)
|
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}
|
|
|
|
/**
|
|
* Flush dirty entries to storage
|
|
*/
|
|
async flush(): Promise<void> {
|
|
if (this.dirtyEntries.size === 0 && this.dirtyFields.size === 0) {
|
|
return // Nothing to flush
|
|
}
|
|
|
|
const promises: Promise<void>[] = []
|
|
|
|
// Flush value entries
|
|
for (const key of this.dirtyEntries) {
|
|
const entry = this.indexCache.get(key)
|
|
if (entry) {
|
|
promises.push(this.saveIndexEntry(key, entry))
|
|
}
|
|
}
|
|
|
|
// Flush field indexes
|
|
for (const field of this.dirtyFields) {
|
|
const fieldIndex = this.fieldIndexes.get(field)
|
|
if (fieldIndex) {
|
|
promises.push(this.saveFieldIndex(field, fieldIndex))
|
|
}
|
|
}
|
|
|
|
await Promise.all(promises)
|
|
this.dirtyEntries.clear()
|
|
this.dirtyFields.clear()
|
|
this.lastFlushTime = Date.now()
|
|
}
|
|
|
|
/**
|
|
* Load field index from storage
|
|
*/
|
|
private async loadFieldIndex(field: string): Promise<FieldIndexData | null> {
|
|
try {
|
|
const filename = this.getFieldIndexFilename(field)
|
|
const cacheKey = `field_index_${filename}`
|
|
|
|
// Check cache first
|
|
const cached = this.metadataCache.get(cacheKey)
|
|
if (cached) {
|
|
return cached
|
|
}
|
|
|
|
// Load from storage
|
|
const indexId = `__metadata_field_index__${filename}`
|
|
const data = await this.storage.getMetadata(indexId)
|
|
|
|
if (data) {
|
|
const fieldIndex = {
|
|
values: data.values || {},
|
|
lastUpdated: data.lastUpdated || Date.now()
|
|
}
|
|
|
|
// Cache it
|
|
this.metadataCache.set(cacheKey, fieldIndex)
|
|
|
|
return fieldIndex
|
|
}
|
|
} catch (error) {
|
|
// Field index doesn't exist yet
|
|
}
|
|
return null
|
|
}
|
|
|
|
/**
|
|
* Save field index to storage
|
|
*/
|
|
private async saveFieldIndex(field: string, fieldIndex: FieldIndexData): Promise<void> {
|
|
const filename = this.getFieldIndexFilename(field)
|
|
const indexId = `__metadata_field_index__${filename}`
|
|
|
|
await this.storage.saveMetadata(indexId, {
|
|
values: fieldIndex.values,
|
|
lastUpdated: fieldIndex.lastUpdated
|
|
})
|
|
|
|
// Invalidate cache
|
|
this.metadataCache.invalidatePattern(`field_index_${filename}`)
|
|
}
|
|
|
|
/**
|
|
* Get index statistics
|
|
*/
|
|
async getStats(): Promise<MetadataIndexStats> {
|
|
const fields = new Set<string>()
|
|
let totalEntries = 0
|
|
let totalIds = 0
|
|
|
|
for (const entry of this.indexCache.values()) {
|
|
fields.add(entry.field)
|
|
totalEntries++
|
|
totalIds += entry.ids.size
|
|
}
|
|
|
|
return {
|
|
totalEntries,
|
|
totalIds,
|
|
fieldsIndexed: Array.from(fields),
|
|
lastRebuild: 0, // TODO: track rebuild timestamp
|
|
indexSize: totalEntries * 100 // rough estimate
|
|
}
|
|
}
|
|
|
|
/**
|
|
* Rebuild entire index from scratch using pagination
|
|
*/
|
|
async rebuild(): Promise<void> {
|
|
if (this.isRebuilding) return
|
|
|
|
this.isRebuilding = true
|
|
try {
|
|
// Clear existing indexes
|
|
this.indexCache.clear()
|
|
this.dirtyEntries.clear()
|
|
this.fieldIndexes.clear()
|
|
this.dirtyFields.clear()
|
|
|
|
// Rebuild noun metadata indexes using pagination
|
|
let nounOffset = 0
|
|
const nounLimit = 100
|
|
let hasMoreNouns = true
|
|
|
|
while (hasMoreNouns) {
|
|
const result = await this.storage.getNouns({
|
|
pagination: { offset: nounOffset, limit: nounLimit }
|
|
})
|
|
|
|
for (const noun of result.items) {
|
|
const metadata = await this.storage.getMetadata(noun.id)
|
|
if (metadata) {
|
|
// Skip flush during rebuild for performance
|
|
await this.addToIndex(noun.id, metadata, true)
|
|
}
|
|
}
|
|
|
|
hasMoreNouns = result.hasMore
|
|
nounOffset += nounLimit
|
|
}
|
|
|
|
// Rebuild verb metadata indexes using pagination
|
|
let verbOffset = 0
|
|
const verbLimit = 100
|
|
let hasMoreVerbs = true
|
|
|
|
while (hasMoreVerbs) {
|
|
const result = await this.storage.getVerbs({
|
|
pagination: { offset: verbOffset, limit: verbLimit }
|
|
})
|
|
|
|
for (const verb of result.items) {
|
|
const metadata = await this.storage.getVerbMetadata(verb.id)
|
|
if (metadata) {
|
|
// Skip flush during rebuild for performance
|
|
await this.addToIndex(verb.id, metadata, true)
|
|
}
|
|
}
|
|
|
|
hasMoreVerbs = result.hasMore
|
|
verbOffset += verbLimit
|
|
}
|
|
|
|
// Flush to storage
|
|
await this.flush()
|
|
|
|
} finally {
|
|
this.isRebuilding = false
|
|
}
|
|
}
|
|
|
|
/**
|
|
* Load index entry from storage using safe filenames
|
|
*/
|
|
private async loadIndexEntry(key: string): Promise<MetadataIndexEntry | null> {
|
|
try {
|
|
// Extract field and value from key
|
|
const [field, value] = key.split(':', 2)
|
|
const filename = this.getValueChunkFilename(field, value)
|
|
|
|
// Load from metadata indexes directory with safe filename
|
|
const indexId = `__metadata_index__${filename}`
|
|
const data = await this.storage.getMetadata(indexId)
|
|
if (data) {
|
|
return {
|
|
field: data.field,
|
|
value: data.value,
|
|
ids: new Set(data.ids || []),
|
|
lastUpdated: data.lastUpdated || Date.now()
|
|
}
|
|
}
|
|
} catch (error) {
|
|
// Index entry doesn't exist yet
|
|
}
|
|
return null
|
|
}
|
|
|
|
/**
|
|
* Save index entry to storage using safe filenames
|
|
*/
|
|
private async saveIndexEntry(key: string, entry: MetadataIndexEntry): Promise<void> {
|
|
const data = {
|
|
field: entry.field,
|
|
value: entry.value,
|
|
ids: Array.from(entry.ids),
|
|
lastUpdated: entry.lastUpdated
|
|
}
|
|
|
|
// Extract field and value from key for safe filename generation
|
|
const [field, value] = key.split(':', 2)
|
|
const filename = this.getValueChunkFilename(field, value)
|
|
|
|
// Store metadata indexes with safe filename
|
|
const indexId = `__metadata_index__${filename}`
|
|
await this.storage.saveMetadata(indexId, data)
|
|
}
|
|
|
|
/**
|
|
* Delete index entry from storage using safe filenames
|
|
*/
|
|
private async deleteIndexEntry(key: string): Promise<void> {
|
|
try {
|
|
const [field, value] = key.split(':', 2)
|
|
const filename = this.getValueChunkFilename(field, value)
|
|
const indexId = `__metadata_index__${filename}`
|
|
await this.storage.saveMetadata(indexId, null)
|
|
} catch (error) {
|
|
// Entry might not exist
|
|
}
|
|
}
|
|
} |