brainy/src/storage/adapters/memoryStorage.ts
David Snelling 92c96246fb feat(v4.0.0): Complete metadata/vector separation architecture with Azure support
This commit completes the core v4.0.0 architecture changes for billion-scale
performance with metadata/vector separation. NO RELEASE YET - remaining optimizations
and testing required before production release.

## Core v4.0.0 Architecture Changes

### Type System Updates
- Fixed all TypeScript compilation errors (zero errors achieved)
- Updated HNSWNoun/HNSWVerb to separate core fields from metadata
- Implemented HNSWNounWithMetadata/HNSWVerbWithMetadata for API boundaries
- Added required 'noun' field to NounMetadata for semantic structure
- Renamed verb.type to verb.verb for consistency

### Storage Adapter Updates
**All adapters updated for v4.0.0 two-file storage pattern:**
- memoryStorage: Proper metadata/vector separation
- fileSystemStorage: Two-file pattern with sharding
- opfsStorage: Browser persistent storage updated
- s3CompatibleStorage: AWS/MinIO/DigitalOcean support
- r2Storage: Cloudflare R2 optimization
- gcsStorage: Google Cloud with ADC support
- **azureBlobStorage: NEW - Full Azure Blob Storage support**

### Storage Features
- BaseStorage: Internal vs public method separation (_getNoun vs getNoun)
- Two-file storage: Vectors in one file, metadata in another
- Change tracking: getChangesSince return type updated
- Pagination: getNounsWithPagination returns WithMetadata types

### Azure Blob Storage Integration (NEW)
- Native @azure/storage-blob SDK integration
- Four authentication methods:
  * DefaultAzureCredential (Managed Identity) - recommended
  * Connection String - simplest setup
  * Account Name + Key - traditional auth
  * SAS Token - delegated access
- High-volume mode with write buffering
- Adaptive backpressure for throttling
- UUID-based sharding for billion-scale
- Full HNSW support with graph persistence

### Utility Updates
- EmbeddingManager: Updated to accept Record<string, unknown>
- LSMTree: Wrapped data in NounMetadata structure with 'noun' field
- EntityIdMapper: Fixed nested metadata.data structure access
- MetadataIndex: Fixed field type inference integration
- PeriodicCleanup: Updated for new metadata structure

### Core API Updates
- Brainy: Updated verb property access from v.type to v.verb
- ConfigAPI: Fixed NounMetadata access patterns
- DataAPI: Updated metadata handling

### Documentation Updates
- CREATING-AUGMENTATIONS.md: v4.0.0 breaking changes guide
- DEVELOPER-GUIDE.md: Migration checklist and examples
- COMPLETE-REFERENCE.md: v4.0.0 architecture improvements
- **finite-type-system.md: NEW - Revolutionary type system benefits**

### Build & Dependencies
- Zero TypeScript compilation errors
- Added @azure/storage-blob and @azure/identity
- 591 tests passing (23 timeout in long-running neural tests)

## What's NOT in This Release
This is a work-in-progress commit. Before v4.0.0 release we need:
- Storage adapter optimizations (batch operations, compression)
- Azure blob tier management (Hot/Cool/Archive)
- Cost optimization implementations
- Additional performance testing at billion-scale
- Migration guides for v3.x users

## Testing
- Clean build: 
- Type checking:  (zero errors)
- Test suite:  (591/614 passing, timeouts in neural tests only)

🔐 Generated with Claude Code
https://claude.com/claude-code

Co-Authored-By: Claude <noreply@anthropic.com>
2025-10-17 12:29:27 -07:00

844 lines
25 KiB
TypeScript

/**
* Memory Storage Adapter
* In-memory storage adapter for environments where persistent storage is not available or needed
*/
import {
GraphVerb,
HNSWNoun,
HNSWVerb,
NounMetadata,
VerbMetadata,
HNSWNounWithMetadata,
HNSWVerbWithMetadata,
StatisticsData
} from '../../coreTypes.js'
import { BaseStorage, STATISTICS_KEY } from '../baseStorage.js'
import { PaginatedResult } from '../../types/paginationTypes.js'
// No type aliases needed - using the original types directly
/**
* In-memory storage adapter
* Uses Maps to store data in memory
*/
export class MemoryStorage extends BaseStorage {
// Single map of noun ID to noun
private nouns: Map<string, HNSWNoun> = new Map()
private verbs: Map<string, HNSWVerb> = new Map()
private statistics: StatisticsData | null = null
// Unified object store for primitive operations (replaces metadata, nounMetadata, verbMetadata)
private objectStore: Map<string, any> = new Map()
// Backward compatibility aliases
private get metadata(): Map<string, any> {
return this.objectStore
}
private get nounMetadata(): Map<string, any> {
return this.objectStore
}
private get verbMetadata(): Map<string, any> {
return this.objectStore
}
constructor() {
super()
}
/**
* Initialize the storage adapter
* Nothing to initialize for in-memory storage
*/
public async init(): Promise<void> {
this.isInitialized = true
}
/**
* Save a noun to storage (v4.0.0: pure vector only, no metadata)
*/
protected async saveNoun_internal(noun: HNSWNoun): Promise<void> {
const isNew = !this.nouns.has(noun.id)
// Create a deep copy to avoid reference issues
// v4.0.0: Store ONLY vector data (no metadata field)
// Metadata is saved separately via saveNounMetadata() by base class
const nounCopy: HNSWNoun = {
id: noun.id,
vector: [...noun.vector],
connections: new Map(),
level: noun.level || 0
// ✅ NO metadata field in v4.0.0
}
// Copy connections
for (const [level, connections] of noun.connections.entries()) {
nounCopy.connections.set(level, new Set(connections))
}
// Save the noun directly in the nouns map
this.nouns.set(noun.id, nounCopy)
// Note: Count tracking happens in saveNounMetadata since type info is in metadata now
}
/**
* Get a noun from storage (v4.0.0: returns pure vector only)
* Base class handles combining with metadata
*/
protected async getNoun_internal(id: string): Promise<HNSWNoun | null> {
// Get the noun directly from the nouns map
const noun = this.nouns.get(id)
// If not found, return null
if (!noun) {
return null
}
// Return a deep copy to avoid reference issues
// v4.0.0: Return ONLY vector data (no metadata field)
const nounCopy: HNSWNoun = {
id: noun.id,
vector: [...noun.vector],
connections: new Map(),
level: noun.level || 0
// ✅ NO metadata field in v4.0.0
}
// Copy connections
for (const [level, connections] of noun.connections.entries()) {
nounCopy.connections.set(level, new Set(connections))
}
return nounCopy
}
/**
* Get nouns with pagination and filtering
* v4.0.0: Returns HNSWNounWithMetadata[] (includes metadata field)
* @param options Pagination and filtering options
* @returns Promise that resolves to a paginated result of nouns with metadata
*/
public async getNouns(options: {
pagination?: {
offset?: number
limit?: number
cursor?: string
}
filter?: {
nounType?: string | string[]
service?: string | string[]
metadata?: Record<string, any>
}
} = {}): Promise<{ items: HNSWNounWithMetadata[]; totalCount?: number; hasMore: boolean; nextCursor?: string }> {
const pagination = options.pagination || {}
const filter = options.filter || {}
// Default values
const offset = pagination.offset || 0
const limit = pagination.limit || 100
// Convert string types to arrays for consistent handling
const nounTypes = filter.nounType
? Array.isArray(filter.nounType) ? filter.nounType : [filter.nounType]
: undefined
const services = filter.service
? Array.isArray(filter.service) ? filter.service : [filter.service]
: undefined
// First, collect all noun IDs that match the filter criteria
const matchingIds: string[] = []
// Iterate through all nouns to find matches
// v4.0.0: Load metadata from separate storage (no embedded metadata field)
for (const [nounId, noun] of this.nouns.entries()) {
// Get metadata from separate storage
const metadata = await this.getNounMetadata(nounId)
// Skip if no metadata (shouldn't happen in v4.0.0 but be defensive)
if (!metadata) {
continue
}
// Filter by noun type if specified
if (nounTypes && metadata.noun && !nounTypes.includes(metadata.noun)) {
continue
}
// Filter by service if specified
if (services && metadata.service && !services.includes(metadata.service)) {
continue
}
// Filter by metadata fields if specified
if (filter.metadata) {
let metadataMatch = true
for (const [key, value] of Object.entries(filter.metadata)) {
if (metadata[key] !== value) {
metadataMatch = false
break
}
}
if (!metadataMatch) continue
}
// If we got here, the noun matches all filters
matchingIds.push(nounId)
}
// Calculate pagination
const totalCount = matchingIds.length
const paginatedIds = matchingIds.slice(offset, offset + limit)
const hasMore = offset + limit < totalCount
// Create cursor for next page if there are more results
const nextCursor = hasMore ? `${offset + limit}` : undefined
// Fetch the actual nouns for the current page
// v4.0.0: Return HNSWNounWithMetadata (includes metadata field)
const items: HNSWNounWithMetadata[] = []
for (const id of paginatedIds) {
const noun = this.nouns.get(id)
if (!noun) continue
// Get metadata from separate storage
const metadata = await this.getNounMetadata(id)
if (!metadata) continue // Skip if no metadata
// v4.0.0: Create HNSWNounWithMetadata with metadata field
const nounWithMetadata: HNSWNounWithMetadata = {
id: noun.id,
vector: [...noun.vector],
connections: new Map(),
level: noun.level || 0,
metadata: metadata // Include metadata field
}
// Copy connections
for (const [level, connections] of noun.connections.entries()) {
nounWithMetadata.connections.set(level, new Set(connections))
}
items.push(nounWithMetadata)
}
return {
items,
totalCount,
hasMore,
nextCursor
}
}
/**
* Get nouns with pagination - simplified interface for compatibility
* v4.0.0: Returns HNSWNounWithMetadata[] (includes metadata field)
*/
public async getNounsWithPagination(options: {
limit?: number
cursor?: string
filter?: any
} = {}): Promise<{
items: HNSWNounWithMetadata[]
totalCount: number
hasMore: boolean
nextCursor?: string
}> {
// Convert to the getNouns format
const result = await this.getNouns({
pagination: {
offset: options.cursor ? parseInt(options.cursor) : 0,
limit: options.limit || 100
},
filter: options.filter
})
return {
items: result.items,
totalCount: result.totalCount || 0,
hasMore: result.hasMore,
nextCursor: result.nextCursor
}
}
/**
* Get nouns by noun type
* @param nounType The noun type to filter by
* @returns Promise that resolves to an array of nouns of the specified noun type
* @deprecated Use getNouns() with filter.nounType instead
*/
protected async getNounsByNounType_internal(nounType: string): Promise<HNSWNoun[]> {
const result = await this.getNouns({
filter: {
nounType
}
})
return result.items
}
/**
* Delete a noun from storage (v4.0.0)
*/
protected async deleteNoun_internal(id: string): Promise<void> {
// v4.0.0: Get type from separate metadata storage
const metadata = await this.getNounMetadata(id)
if (metadata) {
const type = metadata.noun || 'default'
this.decrementEntityCount(type)
}
this.nouns.delete(id)
}
/**
* Save a verb to storage (v4.0.0: pure vector + core fields, no metadata)
*/
protected async saveVerb_internal(verb: HNSWVerb): Promise<void> {
const isNew = !this.verbs.has(verb.id)
// Create a deep copy to avoid reference issues
// v4.0.0: Include core relational fields but NO metadata field
const verbCopy: HNSWVerb = {
id: verb.id,
vector: [...verb.vector],
connections: new Map(),
// CORE RELATIONAL DATA (part of HNSWVerb in v4.0.0)
verb: verb.verb,
sourceId: verb.sourceId,
targetId: verb.targetId
// ✅ NO metadata field in v4.0.0
}
// Copy connections
for (const [level, connections] of verb.connections.entries()) {
verbCopy.connections.set(level, new Set(connections))
}
// Save the verb directly in the verbs map
this.verbs.set(verb.id, verbCopy)
// Note: Count tracking happens in saveVerbMetadata since metadata is separate
}
/**
* Get a verb from storage (v4.0.0: returns pure vector + core fields)
* Base class handles combining with metadata
*/
protected async getVerb_internal(id: string): Promise<HNSWVerb | null> {
// Get the verb directly from the verbs map
const verb = this.verbs.get(id)
// If not found, return null
if (!verb) {
return null
}
// Return a deep copy of the HNSWVerb
// v4.0.0: Include core relational fields but NO metadata field
const verbCopy: HNSWVerb = {
id: verb.id,
vector: [...verb.vector],
connections: new Map(),
// CORE RELATIONAL DATA (part of HNSWVerb in v4.0.0)
verb: verb.verb,
sourceId: verb.sourceId,
targetId: verb.targetId
// ✅ NO metadata field in v4.0.0
}
// Copy connections
for (const [level, connections] of verb.connections.entries()) {
verbCopy.connections.set(level, new Set(connections))
}
return verbCopy
}
/**
* Get verbs with pagination and filtering
* v4.0.0: Returns HNSWVerbWithMetadata[] (includes metadata field)
* @param options Pagination and filtering options
* @returns Promise that resolves to a paginated result of verbs with metadata
*/
public async getVerbs(options: {
pagination?: {
offset?: number
limit?: number
cursor?: string
}
filter?: {
verbType?: string | string[]
sourceId?: string | string[]
targetId?: string | string[]
service?: string | string[]
metadata?: Record<string, any>
}
} = {}): Promise<{ items: HNSWVerbWithMetadata[]; totalCount?: number; hasMore: boolean; nextCursor?: string }> {
const pagination = options.pagination || {}
const filter = options.filter || {}
// Default values
const offset = pagination.offset || 0
const limit = pagination.limit || 100
// Convert string types to arrays for consistent handling
const verbTypes = filter.verbType
? Array.isArray(filter.verbType) ? filter.verbType : [filter.verbType]
: undefined
const sourceIds = filter.sourceId
? Array.isArray(filter.sourceId) ? filter.sourceId : [filter.sourceId]
: undefined
const targetIds = filter.targetId
? Array.isArray(filter.targetId) ? filter.targetId : [filter.targetId]
: undefined
const services = filter.service
? Array.isArray(filter.service) ? filter.service : [filter.service]
: undefined
// First, collect all verb IDs that match the filter criteria
const matchingIds: string[] = []
// Iterate through all verbs to find matches
// v4.0.0: Core fields (verb, sourceId, targetId) are in HNSWVerb, not metadata
for (const [verbId, hnswVerb] of this.verbs.entries()) {
// Get the metadata for service/data filtering
const metadata = await this.getVerbMetadata(verbId)
// Filter by verb type if specified
// v4.0.0: verb type is in HNSWVerb.verb
if (verbTypes && !verbTypes.includes(hnswVerb.verb || '')) {
continue
}
// Filter by source ID if specified
// v4.0.0: sourceId is in HNSWVerb.sourceId
if (sourceIds && !sourceIds.includes(hnswVerb.sourceId || '')) {
continue
}
// Filter by target ID if specified
// v4.0.0: targetId is in HNSWVerb.targetId
if (targetIds && !targetIds.includes(hnswVerb.targetId || '')) {
continue
}
// Filter by metadata fields if specified
if (filter.metadata && metadata) {
let metadataMatch = true
for (const [key, value] of Object.entries(filter.metadata)) {
const metadataValue = (metadata as any)[key]
if (metadataValue !== value) {
metadataMatch = false
break
}
}
if (!metadataMatch) continue
}
// Filter by service if specified
if (services && metadata && metadata.service && !services.includes(metadata.service)) {
continue
}
// If we got here, the verb matches all filters
matchingIds.push(verbId)
}
// Calculate pagination
const totalCount = matchingIds.length
const paginatedIds = matchingIds.slice(offset, offset + limit)
const hasMore = offset + limit < totalCount
// Create cursor for next page if there are more results
const nextCursor = hasMore ? `${offset + limit}` : undefined
// Fetch the actual verbs for the current page
// v4.0.0: Return HNSWVerbWithMetadata (includes metadata field)
const items: HNSWVerbWithMetadata[] = []
for (const id of paginatedIds) {
const hnswVerb = this.verbs.get(id)
if (!hnswVerb) continue
// Get metadata from separate storage
const metadata = await this.getVerbMetadata(id)
if (!metadata) continue // Skip if no metadata
// v4.0.0: Create HNSWVerbWithMetadata with metadata field
const verbWithMetadata: HNSWVerbWithMetadata = {
id: hnswVerb.id,
vector: [...hnswVerb.vector],
connections: new Map(),
// Core relational fields (part of HNSWVerb)
verb: hnswVerb.verb,
sourceId: hnswVerb.sourceId,
targetId: hnswVerb.targetId,
// Metadata field
metadata: metadata
}
// Copy connections
for (const [level, connections] of hnswVerb.connections.entries()) {
verbWithMetadata.connections.set(level, new Set(connections))
}
items.push(verbWithMetadata)
}
return {
items,
totalCount,
hasMore,
nextCursor
}
}
/**
* Get verbs by source
* @deprecated Use getVerbs() with filter.sourceId instead
*/
protected async getVerbsBySource_internal(sourceId: string): Promise<HNSWVerbWithMetadata[]> {
const result = await this.getVerbs({
filter: {
sourceId
}
})
return result.items
}
/**
* Get verbs by target
* @deprecated Use getVerbs() with filter.targetId instead
*/
protected async getVerbsByTarget_internal(targetId: string): Promise<HNSWVerbWithMetadata[]> {
const result = await this.getVerbs({
filter: {
targetId
}
})
return result.items
}
/**
* Get verbs by type
* @deprecated Use getVerbs() with filter.verbType instead
*/
protected async getVerbsByType_internal(type: string): Promise<HNSWVerbWithMetadata[]> {
const result = await this.getVerbs({
filter: {
verbType: type
}
})
return result.items
}
/**
* Delete a verb from storage
*/
protected async deleteVerb_internal(id: string): Promise<void> {
// Delete the HNSWVerb from the verbs map
this.verbs.delete(id)
// CRITICAL: Also delete verb metadata - this is what getVerbs() uses to find verbs
// Without this, getVerbsBySource() will still find "deleted" verbs via their metadata
const metadata = await this.getVerbMetadata(id)
if (metadata) {
const verbType = metadata.verb || metadata.type || 'default'
this.decrementVerbCount(verbType as string)
// Delete the metadata using the base storage method
await this.deleteVerbMetadata(id)
}
}
/**
* Primitive operation: Write object to path
* All metadata operations use this internally via base class routing
*/
protected async writeObjectToPath(path: string, data: any): Promise<void> {
// Store in unified object store using path as key
this.objectStore.set(path, JSON.parse(JSON.stringify(data)))
}
/**
* Primitive operation: Read object from path
* All metadata operations use this internally via base class routing
*/
protected async readObjectFromPath(path: string): Promise<any | null> {
const data = this.objectStore.get(path)
if (!data) {
return null
}
return JSON.parse(JSON.stringify(data))
}
/**
* Primitive operation: Delete object from path
* All metadata operations use this internally via base class routing
*/
protected async deleteObjectFromPath(path: string): Promise<void> {
this.objectStore.delete(path)
}
/**
* Primitive operation: List objects under path prefix
* All metadata operations use this internally via base class routing
*/
protected async listObjectsUnderPath(prefix: string): Promise<string[]> {
const paths: string[] = []
for (const key of this.objectStore.keys()) {
if (key.startsWith(prefix)) {
paths.push(key)
}
}
return paths.sort()
}
/**
* Get multiple metadata objects in batches (CRITICAL: Prevents socket exhaustion)
* Memory storage implementation is simple since all data is already in memory
*/
public async getMetadataBatch(ids: string[]): Promise<Map<string, any>> {
const results = new Map<string, any>()
// Memory storage can handle all IDs at once since it's in-memory
for (const id of ids) {
// CRITICAL: Use getNounMetadata() instead of deprecated getMetadata()
// This ensures we fetch from the correct noun metadata store (2-file system)
const metadata = await this.getNounMetadata(id)
if (metadata) {
results.set(id, metadata)
}
}
return results
}
/**
* Clear all data from storage
*/
public async clear(): Promise<void> {
this.nouns.clear()
this.verbs.clear()
this.objectStore.clear()
this.statistics = null
// Clear the statistics cache
this.statisticsCache = null
this.statisticsModified = false
}
/**
* Get information about storage usage and capacity
*/
public async getStorageStatus(): Promise<{
type: string
used: number
quota: number | null
details?: Record<string, any>
}> {
return {
type: 'memory',
used: 0, // In-memory storage doesn't have a meaningful size
quota: null, // In-memory storage doesn't have a quota
details: {
nodeCount: this.nouns.size,
edgeCount: this.verbs.size,
metadataCount: this.objectStore.size
}
}
}
/**
* Save statistics data to storage
* @param statistics The statistics data to save
*/
protected async saveStatisticsData(statistics: StatisticsData): Promise<void> {
// For memory storage, we just need to store the statistics in memory
// Create a deep copy to avoid reference issues
this.statistics = {
nounCount: {...statistics.nounCount},
verbCount: {...statistics.verbCount},
metadataCount: {...statistics.metadataCount},
hnswIndexSize: statistics.hnswIndexSize,
lastUpdated: statistics.lastUpdated,
// Include serviceActivity if present
...(statistics.serviceActivity && {
serviceActivity: Object.fromEntries(
Object.entries(statistics.serviceActivity).map(([k, v]) => [k, {...v}])
)
}),
// Include services if present
...(statistics.services && {
services: statistics.services.map(s => ({...s}))
}),
// Include distributedConfig if present
...(statistics.distributedConfig && {
distributedConfig: JSON.parse(JSON.stringify(statistics.distributedConfig))
})
}
// Since this is in-memory, there's no need for time-based partitioning
// or legacy file handling
}
/**
* Get statistics data from storage
* @returns Promise that resolves to the statistics data or null if not found
*/
protected async getStatisticsData(): Promise<StatisticsData | null> {
if (!this.statistics) {
// CRITICAL FIX (v3.37.4): Statistics don't exist yet (first init)
// Return minimal stats with counts instead of null
// This prevents HNSW from seeing entityCount=0 during index rebuild
return {
nounCount: {},
verbCount: {},
metadataCount: {},
hnswIndexSize: 0,
totalNodes: this.totalNounCount,
totalEdges: this.totalVerbCount,
totalMetadata: 0,
lastUpdated: new Date().toISOString()
}
}
// Return a deep copy to avoid reference issues
return {
nounCount: {...this.statistics.nounCount},
verbCount: {...this.statistics.verbCount},
metadataCount: {...this.statistics.metadataCount},
hnswIndexSize: this.statistics.hnswIndexSize,
// CRITICAL FIX: Populate totalNodes and totalEdges from in-memory counts
// HNSW rebuild depends on these fields to determine entity count
totalNodes: this.totalNounCount,
totalEdges: this.totalVerbCount,
lastUpdated: this.statistics.lastUpdated,
// Include serviceActivity if present
...(this.statistics.serviceActivity && {
serviceActivity: Object.fromEntries(
Object.entries(this.statistics.serviceActivity).map(([k, v]) => [k, {...v}])
)
}),
// Include services if present
...(this.statistics.services && {
services: this.statistics.services.map(s => ({...s}))
}),
// Include distributedConfig if present
...(this.statistics.distributedConfig && {
distributedConfig: JSON.parse(JSON.stringify(this.statistics.distributedConfig))
})
}
// Since this is in-memory, there's no need for fallback mechanisms
// to check multiple storage locations
}
/**
* Initialize counts from in-memory storage - O(1) operation (v4.0.0)
*/
protected async initializeCounts(): Promise<void> {
// For memory storage, initialize counts from current in-memory state
this.totalNounCount = this.nouns.size
this.totalVerbCount = this.verbs.size
// Initialize type-based counts by scanning metadata storage (v4.0.0)
this.entityCounts.clear()
this.verbCounts.clear()
// Count nouns by loading metadata for each
for (const [nounId, noun] of this.nouns.entries()) {
const metadata = await this.getNounMetadata(nounId)
if (metadata) {
const type = metadata.noun || 'default'
this.entityCounts.set(type, (this.entityCounts.get(type) || 0) + 1)
}
}
// Count verbs by loading metadata for each
for (const [verbId, verb] of this.verbs.entries()) {
const metadata = await this.getVerbMetadata(verbId)
if (metadata) {
// VerbMetadata doesn't have verb type - that's in HNSWVerb now
// Use the verb's type from the HNSWVerb itself
const type = verb.verb || 'default'
this.verbCounts.set(type, (this.verbCounts.get(type) || 0) + 1)
}
}
}
/**
* Persist counts to storage - no-op for memory storage
*/
protected async persistCounts(): Promise<void> {
// No persistence needed for in-memory storage
// Counts are always accurate from the live data structures
}
// =============================================
// HNSW Index Persistence (v3.35.0+)
// =============================================
/**
* Get vector for a noun
*/
public async getNounVector(id: string): Promise<number[] | null> {
const noun = this.nouns.get(id)
return noun ? [...noun.vector] : null
}
/**
* Save HNSW graph data for a noun
*/
public async saveHNSWData(nounId: string, hnswData: {
level: number
connections: Record<string, string[]>
}): Promise<void> {
// For memory storage, HNSW data is already in the noun object
// This method is a no-op since saveNoun already stores the full graph
// But we store it separately for consistency with other adapters
const path = `hnsw/${nounId}.json`
await this.writeObjectToPath(path, hnswData)
}
/**
* Get HNSW graph data for a noun
*/
public async getHNSWData(nounId: string): Promise<{
level: number
connections: Record<string, string[]>
} | null> {
const path = `hnsw/${nounId}.json`
const data = await this.readObjectFromPath(path)
return data || null
}
/**
* Save HNSW system data (entry point, max level)
*/
public async saveHNSWSystem(systemData: {
entryPointId: string | null
maxLevel: number
}): Promise<void> {
const path = 'system/hnsw-system.json'
await this.writeObjectToPath(path, systemData)
}
/**
* Get HNSW system data
*/
public async getHNSWSystem(): Promise<{
entryPointId: string | null
maxLevel: number
} | null> {
const path = 'system/hnsw-system.json'
const data = await this.readObjectFromPath(path)
return data || null
}
}