brainy/src/storage/s3CompatibleStorage.ts
dpsifr 5dd5af88be feat(storage): implement base, file system, and memory storage adapters
- Added `BaseStorage` abstract class to provide common functionality for storage adapters.
- Implemented `FileSystemStorage` adapter for Node.js environments, supporting persistent file-based storage.
- Added directory structure management methods to `FileSystemStorage` (`ensureDirectoryExists`, `clear`, etc.).
- Implemented `MemoryStorage` adapter for in-memory storage suitable for non-persistent environments.
- Supported CRUD operations for nouns, verbs, and metadata in both `FileSystemStorage` and `MemoryStorage`.
- Included utility methods like `mapToObject` for serialization and deserialization of complex data structures.

Purpose: Provide extensible, reusable storage solutions with both persistent and non-persistent options for diverse application needs.
2025-07-21 12:46:41 -07:00

952 lines
28 KiB
TypeScript

import { GraphVerb, HNSWNoun, StorageAdapter } from '../coreTypes.js'
// Type aliases for compatibility
type HNSWNode = HNSWNoun
type Edge = GraphVerb
// Export R2Storage as an alias for S3CompatibleStorage
export { S3CompatibleStorage as R2Storage }
// Constants for S3 bucket prefixes
const NOUNS_PREFIX = 'nouns/'
const VERBS_PREFIX = 'verbs/'
const EDGES_PREFIX = 'verbs/' // Alias for VERBS_PREFIX for edge operations
const METADATA_PREFIX = 'metadata/'
// All nouns now use the same prefix - no separate directories per noun type
const NOUN_PREFIX = 'nouns/' // Single directory for all noun types
/**
* S3-compatible storage adapter for server environments
* Uses the AWS S3 client to interact with S3-compatible storage services
* including Amazon S3, Cloudflare R2, and Google Cloud Storage
*
* To use this adapter with Cloudflare R2, you need to provide:
* - bucketName: Your bucket name
* - accountId: Your Cloudflare account ID
* - accessKeyId: R2 access key ID
* - secretAccessKey: R2 secret access key
* - serviceType: 'r2'
*
* To use this adapter with Amazon S3, you need to provide:
* - bucketName: Your S3 bucket name
* - accessKeyId: AWS access key ID
* - secretAccessKey: AWS secret access key
* - region: AWS region (e.g., 'us-east-1')
* - serviceType: 's3'
*
* To use this adapter with Google Cloud Storage, you need to provide:
* - bucketName: Your GCS bucket name
* - accessKeyId: HMAC access key
* - secretAccessKey: HMAC secret
* - endpoint: GCS endpoint (e.g., 'https://storage.googleapis.com')
* - serviceType: 'gcs'
*
* For other S3-compatible services, provide:
* - bucketName: Your bucket name
* - accessKeyId: Access key ID
* - secretAccessKey: Secret access key
* - endpoint: Service endpoint URL
* - region: Region (if required)
* - serviceType: 'custom'
*/
export class S3CompatibleStorage implements StorageAdapter {
private bucketName: string
private accessKeyId: string
private secretAccessKey: string
private endpoint?: string
private region?: string
private accountId?: string
private serviceType: 'r2' | 's3' | 'gcs' | 'custom'
private s3Client: any // Will be initialized in init()
private isInitialized = false
// Alias methods to match StorageAdapter interface
public async saveNoun(noun: HNSWNoun): Promise<void> {
return this.saveNode(noun)
}
public async getNoun(id: string): Promise<HNSWNoun | null> {
return this.getNode(id)
}
public async getAllNouns(): Promise<HNSWNoun[]> {
return this.getAllNodes()
}
public async getNounsByNounType(nounType: string): Promise<HNSWNoun[]> {
return this.getNodesByNounType(nounType)
}
public async deleteNoun(id: string): Promise<void> {
return this.deleteNode(id)
}
public async saveVerb(verb: GraphVerb): Promise<void> {
return this.saveEdge(verb)
}
public async getVerb(id: string): Promise<GraphVerb | null> {
return this.getEdge(id)
}
public async getAllVerbs(): Promise<GraphVerb[]> {
return this.getAllEdges()
}
public async getVerbsBySource(sourceId: string): Promise<GraphVerb[]> {
return this.getEdgesBySource(sourceId)
}
public async getVerbsByTarget(targetId: string): Promise<GraphVerb[]> {
return this.getEdgesByTarget(targetId)
}
public async getVerbsByType(type: string): Promise<GraphVerb[]> {
return this.getEdgesByType(type)
}
public async deleteVerb(id: string): Promise<void> {
return this.deleteEdge(id)
}
constructor(options: {
bucketName: string
accessKeyId: string
secretAccessKey: string
serviceType: 'r2' | 's3' | 'gcs' | 'custom'
accountId?: string
region?: string
endpoint?: string
}) {
this.bucketName = options.bucketName
this.accessKeyId = options.accessKeyId
this.secretAccessKey = options.secretAccessKey
this.serviceType = options.serviceType
this.accountId = options.accountId
this.region = options.region
this.endpoint = options.endpoint
}
/**
* Initialize the storage adapter
*/
public async init(): Promise<void> {
if (this.isInitialized) {
return
}
try {
// Dynamically import the AWS SDK to avoid bundling it in browser environments
try {
const { S3Client } = await import('@aws-sdk/client-s3')
// Configure the S3 client based on the service type
const clientConfig: any = {
credentials: {
accessKeyId: this.accessKeyId,
secretAccessKey: this.secretAccessKey
}
}
switch (this.serviceType) {
case 'r2':
if (!this.accountId) {
throw new Error('accountId is required for Cloudflare R2')
}
clientConfig.region = 'auto' // R2 uses 'auto' as the region
clientConfig.endpoint = `https://${this.accountId}.r2.cloudflarestorage.com`
break
case 's3':
if (!this.region) {
throw new Error('region is required for Amazon S3')
}
clientConfig.region = this.region
// No endpoint needed for standard S3
break
case 'gcs':
if (!this.endpoint) {
// Default GCS endpoint if not provided
this.endpoint = 'https://storage.googleapis.com'
}
clientConfig.endpoint = this.endpoint
clientConfig.region = this.region || 'auto'
break
case 'custom':
if (!this.endpoint) {
throw new Error(
'endpoint is required for custom S3-compatible services'
)
}
clientConfig.endpoint = this.endpoint
if (this.region) {
clientConfig.region = this.region
}
break
default:
throw new Error(`Unsupported service type: ${this.serviceType}`)
}
// Initialize the S3 client with the configured options
this.s3Client = new S3Client(clientConfig)
this.isInitialized = true
} catch (importError) {
throw new Error(
`Failed to import AWS SDK: ${importError}. Make sure @aws-sdk/client-s3 is installed.`
)
}
} catch (error) {
console.error(`Failed to initialize ${this.serviceType} storage:`, error)
throw new Error(
`Failed to initialize ${this.serviceType} storage: ${error}`
)
}
}
/**
* Save a node to storage
*/
public async saveNode(node: HNSWNode): Promise<void> {
await this.ensureInitialized()
try {
// Convert connections Map to a serializable format
const serializableNode = {
...node,
connections: this.mapToObject(node.connections, (set) =>
Array.from(set as Set<string>)
)
}
// Get the appropriate prefix based on the node's metadata
const nodePrefix = await this.getNodePrefix(node.id)
// Import the PutObjectCommand only when needed
const { PutObjectCommand } = await import('@aws-sdk/client-s3')
// Save the node to S3-compatible storage
await this.s3Client.send(
new PutObjectCommand({
Bucket: this.bucketName,
Key: `${nodePrefix}${node.id}.json`,
Body: JSON.stringify(serializableNode, null, 2),
ContentType: 'application/json'
})
)
} catch (error) {
console.error(`Failed to save node ${node.id}:`, error)
throw new Error(`Failed to save node ${node.id}: ${error}`)
}
}
/**
* Get a node from storage
*/
public async getNode(id: string): Promise<HNSWNode | null> {
await this.ensureInitialized()
try {
// Import the GetObjectCommand only when needed
const { GetObjectCommand } = await import('@aws-sdk/client-s3')
// Try to get the node from the consolidated nouns directory
const response = await this.s3Client.send(
new GetObjectCommand({
Bucket: this.bucketName,
Key: `${NOUN_PREFIX}${id}.json`
})
)
// Convert the response body to a string
const bodyContents = await response.Body.transformToString()
const parsedNode = JSON.parse(bodyContents)
// Convert serialized connections back to Map<number, Set<string>>
const connections = new Map<number, Set<string>>()
for (const [level, nodeIds] of Object.entries(parsedNode.connections)) {
connections.set(Number(level), new Set(nodeIds as string[]))
}
return {
id: parsedNode.id,
vector: parsedNode.vector,
connections
}
} catch (error) {
// Node not found or other error
return null
}
}
/**
* Get nodes by noun type
* @param nounType The noun type to filter by
* @returns Promise that resolves to an array of nodes of the specified noun type
*/
public async getNodesByNounType(nounType: string): Promise<HNSWNode[]> {
await this.ensureInitialized()
try {
// Import the ListObjectsV2Command and GetObjectCommand only when needed
const { ListObjectsV2Command, GetObjectCommand } = await import(
'@aws-sdk/client-s3'
)
// List all objects in the consolidated nouns directory
const listResponse = await this.s3Client.send(
new ListObjectsV2Command({
Bucket: this.bucketName,
Prefix: NOUN_PREFIX
})
)
const nodes: HNSWNode[] = []
// If there are no objects, return an empty array
if (!listResponse.Contents || listResponse.Contents.length === 0) {
return nodes
}
// Get each node and filter by noun type
const nodePromises = listResponse.Contents.map(
async (object: { Key: string }) => {
try {
// Extract node ID from the key (remove prefix and .json extension)
const nodeId = object.Key.replace(NOUN_PREFIX, '').replace('.json', '')
// Get the metadata to check the noun type
const metadata = await this.getMetadata(nodeId)
// Skip if metadata doesn't exist or noun type doesn't match
if (!metadata || metadata.noun !== nounType) {
return null
}
const response = await this.s3Client.send(
new GetObjectCommand({
Bucket: this.bucketName,
Key: object.Key
})
)
const bodyContents = await response.Body.transformToString()
const parsedNode = JSON.parse(bodyContents)
// Convert serialized connections back to Map<number, Set<string>>
const connections = new Map<number, Set<string>>()
for (const [level, nodeIds] of Object.entries(
parsedNode.connections
)) {
connections.set(Number(level), new Set(nodeIds as string[]))
}
return {
id: parsedNode.id,
vector: parsedNode.vector,
connections
}
} catch (error) {
console.error(`Failed to get node from ${object.Key}:`, error)
return null
}
}
)
const nodeResults = await Promise.all(nodePromises)
return nodeResults.filter((node): node is HNSWNode => node !== null)
} catch (error) {
console.error(`Failed to get nodes for noun type ${nounType}:`, error)
throw new Error(`Failed to get nodes for noun type ${nounType}: ${error}`)
}
}
/**
* Get all nodes from storage
*/
public async getAllNodes(): Promise<HNSWNode[]> {
await this.ensureInitialized()
try {
// Import the ListObjectsV2Command and GetObjectCommand only when needed
const { ListObjectsV2Command, GetObjectCommand } = await import(
'@aws-sdk/client-s3'
)
// List all objects in the consolidated nouns directory
const listResponse = await this.s3Client.send(
new ListObjectsV2Command({
Bucket: this.bucketName,
Prefix: NOUN_PREFIX
})
)
const nodes: HNSWNode[] = []
// If there are no objects, return an empty array
if (!listResponse.Contents || listResponse.Contents.length === 0) {
return nodes
}
// Get each node
const nodePromises = listResponse.Contents.map(
async (object: { Key: string }) => {
try {
const response = await this.s3Client.send(
new GetObjectCommand({
Bucket: this.bucketName,
Key: object.Key
})
)
const bodyContents = await response.Body.transformToString()
const parsedNode = JSON.parse(bodyContents)
// Convert serialized connections back to Map<number, Set<string>>
const connections = new Map<number, Set<string>>()
for (const [level, nodeIds] of Object.entries(
parsedNode.connections
)) {
connections.set(Number(level), new Set(nodeIds as string[]))
}
return {
id: parsedNode.id,
vector: parsedNode.vector,
connections
}
} catch (error) {
console.error(`Failed to get node from ${object.Key}:`, error)
return null
}
}
)
const nodeResults = await Promise.all(nodePromises)
return nodeResults.filter((node): node is HNSWNode => node !== null)
} catch (error) {
console.error('Failed to get all nodes:', error)
throw new Error(`Failed to get all nodes: ${error}`)
}
}
/**
* Delete a node from storage
*/
public async deleteNode(id: string): Promise<void> {
await this.ensureInitialized()
try {
// Import the DeleteObjectCommand only when needed
const { DeleteObjectCommand } = await import('@aws-sdk/client-s3')
// Delete the node from the consolidated nouns directory
await this.s3Client.send(
new DeleteObjectCommand({
Bucket: this.bucketName,
Key: `${NOUN_PREFIX}${id}.json`
})
)
} catch (error) {
console.error(`Failed to delete node ${id}:`, error)
throw new Error(`Failed to delete node ${id}: ${error}`)
}
}
/**
* Save an edge to storage
*/
public async saveEdge(edge: Edge): Promise<void> {
await this.ensureInitialized()
try {
// Convert connections Map to a serializable format
const serializableEdge = {
...edge,
connections: this.mapToObject(edge.connections, (set) =>
Array.from(set as Set<string>)
)
}
// Import the PutObjectCommand only when needed
const { PutObjectCommand } = await import('@aws-sdk/client-s3')
// Save the edge to S3-compatible storage
await this.s3Client.send(
new PutObjectCommand({
Bucket: this.bucketName,
Key: `${VERBS_PREFIX}${edge.id}.json`,
Body: JSON.stringify(serializableEdge, null, 2),
ContentType: 'application/json'
})
)
} catch (error) {
console.error(`Failed to save edge ${edge.id}:`, error)
throw new Error(`Failed to save edge ${edge.id}: ${error}`)
}
}
/**
* Get an edge from storage
*/
public async getEdge(id: string): Promise<Edge | null> {
await this.ensureInitialized()
try {
// Import the GetObjectCommand only when needed
const { GetObjectCommand } = await import('@aws-sdk/client-s3')
try {
// Try to get the edge from S3-compatible storage
const response = await this.s3Client.send(
new GetObjectCommand({
Bucket: this.bucketName,
Key: `${VERBS_PREFIX}${id}.json`
})
)
// Convert the response body to a string
const bodyContents = await response.Body.transformToString()
const parsedEdge = JSON.parse(bodyContents)
// Convert serialized connections back to Map<number, Set<string>>
const connections = new Map<number, Set<string>>()
for (const [level, nodeIds] of Object.entries(parsedEdge.connections)) {
connections.set(Number(level), new Set(nodeIds as string[]))
}
return {
id: parsedEdge.id,
vector: parsedEdge.vector,
connections,
sourceId: parsedEdge.sourceId,
targetId: parsedEdge.targetId,
type: parsedEdge.type,
weight: parsedEdge.weight,
metadata: parsedEdge.metadata
}
} catch {
return null // Edge not found
}
} catch (error) {
console.error(`Failed to get edge ${id}:`, error)
return null
}
}
/**
* Get all edges from storage
*/
public async getAllEdges(): Promise<Edge[]> {
await this.ensureInitialized()
try {
// Import the ListObjectsV2Command and GetObjectCommand only when needed
const { ListObjectsV2Command, GetObjectCommand } = await import(
'@aws-sdk/client-s3'
)
// List all objects with the edges prefix
const listResponse = await this.s3Client.send(
new ListObjectsV2Command({
Bucket: this.bucketName,
Prefix: VERBS_PREFIX
})
)
const edges: Edge[] = []
// If there are no objects, return an empty array
if (!listResponse.Contents || listResponse.Contents.length === 0) {
return edges
}
// Get each edge
const edgePromises = listResponse.Contents.map(
async (object: { Key: string }) => {
try {
const response = await this.s3Client.send(
new GetObjectCommand({
Bucket: this.bucketName,
Key: object.Key
})
)
const bodyContents = await response.Body.transformToString()
const parsedEdge = JSON.parse(bodyContents)
// Convert serialized connections back to Map<number, Set<string>>
const connections = new Map<number, Set<string>>()
for (const [level, nodeIds] of Object.entries(
parsedEdge.connections
)) {
connections.set(Number(level), new Set(nodeIds as string[]))
}
return {
id: parsedEdge.id,
vector: parsedEdge.vector,
connections,
sourceId: parsedEdge.sourceId,
targetId: parsedEdge.targetId,
type: parsedEdge.type,
weight: parsedEdge.weight,
metadata: parsedEdge.metadata
}
} catch (error) {
console.error(`Failed to get edge from ${object.Key}:`, error)
return null
}
}
)
const edgeResults = await Promise.all(edgePromises)
return edgeResults.filter((edge): edge is Edge => edge !== null)
} catch (error) {
console.error('Failed to get all edges:', error)
throw new Error(`Failed to get all edges: ${error}`)
}
}
/**
* Get edges by source node ID
*/
public async getEdgesBySource(sourceId: string): Promise<Edge[]> {
await this.ensureInitialized()
try {
const allEdges = await this.getAllEdges()
return allEdges.filter((edge) => edge.sourceId === sourceId)
} catch (error) {
console.error(`Failed to get edges by source ${sourceId}:`, error)
throw new Error(`Failed to get edges by source ${sourceId}: ${error}`)
}
}
/**
* Get edges by target node ID
*/
public async getEdgesByTarget(targetId: string): Promise<Edge[]> {
await this.ensureInitialized()
try {
const allEdges = await this.getAllEdges()
return allEdges.filter((edge) => edge.targetId === targetId)
} catch (error) {
console.error(`Failed to get edges by target ${targetId}:`, error)
throw new Error(`Failed to get edges by target ${targetId}: ${error}`)
}
}
/**
* Get edges by type
*/
public async getEdgesByType(type: string): Promise<Edge[]> {
await this.ensureInitialized()
try {
const allEdges = await this.getAllEdges()
return allEdges.filter((edge) => edge.type === type)
} catch (error) {
console.error(`Failed to get edges by type ${type}:`, error)
throw new Error(`Failed to get edges by type ${type}: ${error}`)
}
}
/**
* Delete an edge from storage
*/
public async deleteEdge(id: string): Promise<void> {
await this.ensureInitialized()
try {
// Import the DeleteObjectCommand and GetObjectCommand only when needed
const { DeleteObjectCommand, GetObjectCommand } = await import(
'@aws-sdk/client-s3'
)
try {
// Check if the edge exists before deleting
await this.s3Client.send(
new GetObjectCommand({
Bucket: this.bucketName,
Key: `${EDGES_PREFIX}${id}.json`
})
)
// Delete the edge
await this.s3Client.send(
new DeleteObjectCommand({
Bucket: this.bucketName,
Key: `${EDGES_PREFIX}${id}.json`
})
)
} catch {
// Edge not found, nothing to delete
return
}
} catch (error) {
console.error(`Failed to delete edge ${id}:`, error)
throw new Error(`Failed to delete edge ${id}: ${error}`)
}
}
/**
* Save metadata to storage
*/
public async saveMetadata(id: string, metadata: any): Promise<void> {
await this.ensureInitialized()
try {
// Import the PutObjectCommand only when needed
const { PutObjectCommand } = await import('@aws-sdk/client-s3')
// Save the metadata to S3-compatible storage
await this.s3Client.send(
new PutObjectCommand({
Bucket: this.bucketName,
Key: `${METADATA_PREFIX}${id}.json`,
Body: JSON.stringify(metadata, null, 2),
ContentType: 'application/json'
})
)
} catch (error) {
console.error(`Failed to save metadata for ${id}:`, error)
throw new Error(`Failed to save metadata for ${id}: ${error}`)
}
}
/**
* Get metadata from storage
*/
public async getMetadata(id: string): Promise<any | null> {
await this.ensureInitialized()
try {
// Import the GetObjectCommand only when needed
const { GetObjectCommand } = await import('@aws-sdk/client-s3')
try {
// Try to get the metadata from S3-compatible storage
const response = await this.s3Client.send(
new GetObjectCommand({
Bucket: this.bucketName,
Key: `${METADATA_PREFIX}${id}.json`
})
)
// Convert the response body to a string
const bodyContents = await response.Body.transformToString()
return JSON.parse(bodyContents)
} catch {
return null // Metadata not found
}
} catch (error) {
console.error(`Failed to get metadata for ${id}:`, error)
return null
}
}
/**
* Clear all data from storage
*/
public async clear(): Promise<void> {
await this.ensureInitialized()
try {
// Import the ListObjectsV2Command and DeleteObjectCommand only when needed
const { ListObjectsV2Command, DeleteObjectCommand } = await import(
'@aws-sdk/client-s3'
)
// List all objects in the bucket
const listResponse = await this.s3Client.send(
new ListObjectsV2Command({
Bucket: this.bucketName
})
)
// If there are no objects, return
if (!listResponse.Contents || listResponse.Contents.length === 0) {
return
}
// Delete each object
const deletePromises = listResponse.Contents.map(
async (object: { Key: string }) => {
try {
await this.s3Client.send(
new DeleteObjectCommand({
Bucket: this.bucketName,
Key: object.Key
})
)
} catch (error) {
console.error(`Failed to delete object ${object.Key}:`, error)
}
}
)
await Promise.all(deletePromises)
} catch (error) {
console.error('Failed to clear storage:', error)
throw new Error(`Failed to clear storage: ${error}`)
}
}
/**
* Get information about storage usage and capacity
*/
public async getStorageStatus(): Promise<{
type: string
used: number
quota: number | null
details?: Record<string, any>
}> {
await this.ensureInitialized()
try {
// Import the ListObjectsV2Command only when needed
const { ListObjectsV2Command } = await import('@aws-sdk/client-s3')
// List all objects in the bucket to calculate total size
const listResponse = await this.s3Client.send(
new ListObjectsV2Command({
Bucket: this.bucketName
})
)
let totalSize = 0
let nodeCount = 0
let edgeCount = 0
let metadataCount = 0
// Calculate total size and counts
if (listResponse.Contents) {
for (const object of listResponse.Contents) {
totalSize += object.Size || 0
const key = object.Key || ''
if (key.startsWith(NOUNS_PREFIX)) {
nodeCount++
} else if (key.startsWith(VERBS_PREFIX)) {
edgeCount++
} else if (key.startsWith(METADATA_PREFIX)) {
metadataCount++
}
}
}
// Count nodes by noun type by examining metadata
const nounTypeCounts: Record<string, number> = {
person: 0,
place: 0,
thing: 0,
event: 0,
concept: 0,
content: 0,
group: 0,
list: 0,
category: 0,
default: 0
}
// List all noun objects and count by type using metadata
const nounsListResponse = await this.s3Client.send(
new ListObjectsV2Command({
Bucket: this.bucketName,
Prefix: NOUN_PREFIX
})
)
if (nounsListResponse.Contents) {
for (const object of nounsListResponse.Contents) {
try {
// Extract node ID from the key
const nodeId = object.Key?.replace(NOUN_PREFIX, '').replace('.json', '')
if (nodeId) {
// Get metadata to determine noun type
const metadata = await this.getMetadata(nodeId)
const nounType = metadata?.noun || 'default'
if (nounType in nounTypeCounts) {
nounTypeCounts[nounType]++
} else {
nounTypeCounts.default++
}
}
} catch (error) {
// If we can't get metadata, count as default
nounTypeCounts.default++
}
}
}
return {
type: this.serviceType,
used: totalSize,
quota: null, // S3-compatible services typically don't provide quota information through the API
details: {
nodeCount,
edgeCount,
metadataCount,
nounTypes: {
person: { count: nounTypeCounts.person },
place: { count: nounTypeCounts.place },
thing: { count: nounTypeCounts.thing },
event: { count: nounTypeCounts.event },
concept: { count: nounTypeCounts.concept },
content: { count: nounTypeCounts.content },
group: { count: nounTypeCounts.group },
list: { count: nounTypeCounts.list },
category: { count: nounTypeCounts.category },
default: { count: nounTypeCounts.default }
}
}
}
} catch (error) {
console.error('Failed to get storage status:', error)
return {
type: this.serviceType,
used: 0,
quota: null,
details: { error: String(error) }
}
}
}
/**
* Ensure the storage adapter is initialized
*/
private async ensureInitialized(): Promise<void> {
if (!this.isInitialized) {
await this.init()
}
}
/**
* Get the appropriate prefix for a node - now all nouns use the same prefix
*/
private async getNodePrefix(id: string): Promise<string> {
// All nouns now use the same prefix regardless of type
return NOUN_PREFIX
}
/**
* Convert a Map to a plain object for serialization
*/
private mapToObject<K extends string | number, V>(
map: Map<K, V>,
valueTransformer: (value: V) => any = (v) => v
): Record<string, any> {
const obj: Record<string, any> = {}
for (const [key, value] of map.entries()) {
obj[key.toString()] = valueTransformer(value)
}
return obj
}
}