open-brainy/src/storage/adapters/r2Storage.ts

/**
 * Cloudflare R2 Storage Adapter (Dedicated)
 * Optimized specifically for Cloudflare R2 with all latest features
 *
 * R2-Specific Optimizations:
 * - Zero egress fees (aggressive caching)
 * - Cloudflare global network (edge-aware routing)
 * - Workers integration (optional edge compute)
 * - High-volume mode for bulk operations
 * - Smart batching and backpressure
 *
 * Based on latest GCS and S3 implementations with R2-specific enhancements
 */

import { GraphVerb, HNSWNoun, HNSWVerb, StatisticsData } from '../../coreTypes.js'
import {
  BaseStorage,
  NOUNS_DIR,
  VERBS_DIR,
  METADATA_DIR,
  INDEX_DIR,
  SYSTEM_DIR,
  STATISTICS_KEY,
  getDirectoryPath
} from '../baseStorage.js'
import { BrainyError } from '../../errors/brainyError.js'
import { CacheManager } from '../cacheManager.js'
import { createModuleLogger, prodLog } from '../../utils/logger.js'
import { getGlobalSocketManager } from '../../utils/adaptiveSocketManager.js'
import { getGlobalBackpressure } from '../../utils/adaptiveBackpressure.js'
import { getWriteBuffer, WriteBuffer } from '../../utils/writeBuffer.js'
import { getCoalescer, RequestCoalescer } from '../../utils/requestCoalescer.js'
import { getShardIdFromUuid, getAllShardIds, getShardIdByIndex, TOTAL_SHARDS } from '../sharding.js'

// Type aliases for better readability
type HNSWNode = HNSWNoun
type Edge = HNSWVerb

// S3 client types - R2 uses S3-compatible API
type S3Client = any
type S3Command = any

// R2 API limits (same as S3)
const MAX_R2_PAGE_SIZE = 1000

/**
 * Dedicated Cloudflare R2 storage adapter
 * Optimized for R2's unique characteristics and global edge network
 *
 * Configuration:
 * ```typescript
 * const r2Storage = new R2Storage({
 *   bucketName: 'my-brainy-data',
 *   accountId: 'YOUR_CLOUDFLARE_ACCOUNT_ID',
 *   accessKeyId: 'YOUR_R2_ACCESS_KEY_ID',
 *   secretAccessKey: 'YOUR_R2_SECRET_ACCESS_KEY'
 * })
 * ```
 */
export class R2Storage extends BaseStorage {
  private s3Client: S3Client | null = null
  private bucketName: string
  private accountId: string
  private accessKeyId: string
  private secretAccessKey: string

  // R2-specific endpoint (auto-constructed from account ID)
  private endpoint: string

  // Prefixes for different types of data
  private nounPrefix: string
  private verbPrefix: string
  private metadataPrefix: string  // Noun metadata
  private verbMetadataPrefix: string  // Verb metadata
  private systemPrefix: string  // System data

  // Statistics caching for better performance
  protected statisticsCache: StatisticsData | null = null

  // Backpressure and performance management
  private pendingOperations: number = 0
  private maxConcurrentOperations: number = 150 // R2 handles more concurrent ops
  private baseBatchSize: number = 15  // Larger batches for R2
  private currentBatchSize: number = 15
  private lastMemoryCheck: number = 0
  private memoryCheckInterval: number = 5000

  // Adaptive backpressure for automatic flow control
  private backpressure = getGlobalBackpressure()

  // Write buffers for bulk operations
  private nounWriteBuffer: WriteBuffer<HNSWNode> | null = null
  private verbWriteBuffer: WriteBuffer<Edge> | null = null

  // Request coalescer for deduplication
  private requestCoalescer: RequestCoalescer | null = null

  // High-volume mode detection (R2-specific thresholds)
  private highVolumeMode = false
  private lastVolumeCheck = 0
  private volumeCheckInterval = 800  // Check more frequently on R2
  private forceHighVolumeMode = false

  // Multi-level cache manager for efficient data access
  private nounCacheManager: CacheManager<HNSWNode>
  private verbCacheManager: CacheManager<Edge>

  // Module logger
  private logger = createModuleLogger('R2Storage')

  /**
   * Initialize the R2 storage adapter
   * @param options Configuration options for Cloudflare R2
   */
  constructor(options: {
    bucketName: string
    accountId: string
    accessKeyId: string
    secretAccessKey: string

    // Optional configuration
    cacheConfig?: {
      hotCacheMaxSize?: number
      hotCacheEvictionThreshold?: number
      warmCacheTTL?: number
    }
    readOnly?: boolean
  }) {
    super()
    this.bucketName = options.bucketName
    this.accountId = options.accountId
    this.accessKeyId = options.accessKeyId
    this.secretAccessKey = options.secretAccessKey
    this.readOnly = options.readOnly || false

    // R2-specific endpoint format
    this.endpoint = `https://${this.accountId}.r2.cloudflarestorage.com`

    // Set up prefixes for different types of data using entity-based structure
    this.nounPrefix = `${getDirectoryPath('noun', 'vector')}/`
    this.verbPrefix = `${getDirectoryPath('verb', 'vector')}/`
    this.metadataPrefix = `${getDirectoryPath('noun', 'metadata')}/`
    this.verbMetadataPrefix = `${getDirectoryPath('verb', 'metadata')}/`
    this.systemPrefix = `${SYSTEM_DIR}/`

    // Initialize cache managers with R2-optimized settings
    this.nounCacheManager = new CacheManager<HNSWNode>({
      hotCacheMaxSize: options.cacheConfig?.hotCacheMaxSize || 10000,
      hotCacheEvictionThreshold: options.cacheConfig?.hotCacheEvictionThreshold || 0.9,
      warmCacheTTL: options.cacheConfig?.warmCacheTTL || 3600000 // 1 hour
    })
    this.verbCacheManager = new CacheManager<Edge>(options.cacheConfig)

    // Check for high-volume mode override
    if (typeof process !== 'undefined' && process.env?.BRAINY_FORCE_HIGH_VOLUME === 'true') {
      this.forceHighVolumeMode = true
      this.highVolumeMode = true
      prodLog.info('🚀 R2: High-volume mode FORCED via environment variable')
    }
  }

  /**
   * Initialize the storage adapter
   */
  public async init(): Promise<void> {
    if (this.isInitialized) {
      return
    }

    try {
      // Import AWS S3 SDK only when needed (R2 uses S3-compatible API)
      const { S3Client: S3ClientClass, HeadBucketCommand } = await import('@aws-sdk/client-s3')

      // Create S3 client configured for R2
      this.s3Client = new S3ClientClass({
        region: 'auto', // R2 uses 'auto' region
        endpoint: this.endpoint,
        credentials: {
          accessKeyId: this.accessKeyId,
          secretAccessKey: this.secretAccessKey
        }
      })

      // Verify bucket exists and is accessible
      try {
        await this.s3Client.send(new HeadBucketCommand({ Bucket: this.bucketName }))
      } catch (error: any) {
        if (error.name === 'NotFound' || error.$metadata?.httpStatusCode === 404) {
          throw new Error(`R2 bucket ${this.bucketName} does not exist or is not accessible`)
        }
        throw error
      }

      prodLog.info(`✅ Connected to R2 bucket: ${this.bucketName} (account: ${this.accountId})`)

      // Initialize write buffers for high-volume mode
      const storageId = `r2-${this.bucketName}`
      this.nounWriteBuffer = getWriteBuffer<HNSWNode>(
        `${storageId}-nouns`,
        'noun',
        async (items) => {
          await this.flushNounBuffer(items)
        }
      )

      this.verbWriteBuffer = getWriteBuffer<Edge>(
        `${storageId}-verbs`,
        'verb',
        async (items) => {
          await this.flushVerbBuffer(items)
        }
      )

      // Initialize request coalescer for deduplication
      this.requestCoalescer = getCoalescer(
        storageId,
        async (batch) => {
          this.logger.trace(`Processing coalesced batch: ${batch.length} items`)
        }
      )

      // Initialize counts from storage
      await this.initializeCounts()

      // Clear cache from previous runs
      prodLog.info('🧹 R2: Clearing cache from previous run')
      this.nounCacheManager.clear()
      this.verbCacheManager.clear()

      this.isInitialized = true
    } catch (error) {
      this.logger.error('Failed to initialize R2 storage:', error)
      throw new Error(`Failed to initialize R2 storage: ${error}`)
    }
  }

  /**
   * Get the R2 object key for a noun using UUID-based sharding
   */
  private getNounKey(id: string): string {
    const shardId = getShardIdFromUuid(id)
    return `${this.nounPrefix}${shardId}/${id}.json`
  }

  /**
   * Get the R2 object key for a verb using UUID-based sharding
   */
  private getVerbKey(id: string): string {
    const shardId = getShardIdFromUuid(id)
    return `${this.verbPrefix}${shardId}/${id}.json`
  }

  /**
   * Override base class method to detect R2-specific throttling errors
   */
  protected isThrottlingError(error: any): boolean {
    // First check base class detection
    if (super.isThrottlingError(error)) {
      return true
    }

    // R2-specific throttling detection (uses S3 error codes)
    const errorName = error.name
    const statusCode = error.$metadata?.httpStatusCode

    return (
      errorName === 'SlowDown' ||
      errorName === 'ServiceUnavailable' ||
      statusCode === 429 ||
      statusCode === 503
    )
  }

  /**
   * Override base class to enable smart batching for cloud storage
   * R2 is cloud storage with network latency benefits from batching
   */
  protected isCloudStorage(): boolean {
    return true
  }

  /**
   * Apply backpressure before starting an operation
   */
  private async applyBackpressure(): Promise<string> {
    const requestId = `${Date.now()}-${Math.random().toString(36).substr(2, 9)}`
    await this.backpressure.requestPermission(requestId, 1)
    this.pendingOperations++
    return requestId
  }

  /**
   * Release backpressure after completing an operation
   */
  private releaseBackpressure(success: boolean = true, requestId?: string): void {
    this.pendingOperations = Math.max(0, this.pendingOperations - 1)
    if (requestId) {
      this.backpressure.releasePermission(requestId, success)
    }
  }

  /**
   * Check if high-volume mode should be enabled
   */
  private checkVolumeMode(): void {
    if (this.forceHighVolumeMode) {
      return
    }

    const now = Date.now()
    if (now - this.lastVolumeCheck < this.volumeCheckInterval) {
      return
    }

    this.lastVolumeCheck = now

    // R2 threshold: enable at 15 pending operations (lower than S3/GCS)
    const shouldEnable = this.pendingOperations > 15

    if (shouldEnable && !this.highVolumeMode) {
      this.highVolumeMode = true
      prodLog.info('🚀 R2: High-volume mode ENABLED (pending:', this.pendingOperations, ')')
    } else if (!shouldEnable && this.highVolumeMode && !this.forceHighVolumeMode) {
      this.highVolumeMode = false
      prodLog.info('🐌 R2: High-volume mode DISABLED (pending:', this.pendingOperations, ')')
    }
  }

  /**
   * Flush noun buffer to R2
   */
  private async flushNounBuffer(items: Map<string, HNSWNode>): Promise<void> {
    const writes = Array.from(items.values()).map(async (noun) => {
      try {
        await this.saveNodeDirect(noun)
      } catch (error) {
        this.logger.error(`Failed to flush noun ${noun.id}:`, error)
      }
    })

    await Promise.all(writes)
  }

  /**
   * Flush verb buffer to R2
   */
  private async flushVerbBuffer(items: Map<string, Edge>): Promise<void> {
    const writes = Array.from(items.values()).map(async (verb) => {
      try {
        await this.saveEdgeDirect(verb)
      } catch (error) {
        this.logger.error(`Failed to flush verb ${verb.id}:`, error)
      }
    })

    await Promise.all(writes)
  }

  /**
   * Save a noun to storage (internal implementation)
   */
  protected async saveNoun_internal(noun: HNSWNoun): Promise<void> {
    return this.saveNode(noun)
  }

  /**
   * Save a node to storage
   */
  protected async saveNode(node: HNSWNode): Promise<void> {
    await this.ensureInitialized()

    this.checkVolumeMode()

    // Use write buffer in high-volume mode
    if (this.highVolumeMode && this.nounWriteBuffer) {
      this.logger.trace(`📝 BUFFERING: Adding noun ${node.id} to write buffer`)
      await this.nounWriteBuffer.add(node.id, node)
      return
    }

    // Direct write in normal mode
    await this.saveNodeDirect(node)
  }

  /**
   * Save a node directly to R2 (bypass buffer)
   */
  private async saveNodeDirect(node: HNSWNode): Promise<void> {
    const requestId = await this.applyBackpressure()

    try {
      this.logger.trace(`Saving node ${node.id}`)

      // Convert connections Map to serializable format
      const serializableNode = {
        id: node.id,
        vector: node.vector,
        connections: Object.fromEntries(
          Array.from(node.connections.entries()).map(([level, nounIds]) => [
            level,
            Array.from(nounIds)
          ])
        ),
        level: node.level || 0
      }

      // Get the R2 key with UUID-based sharding
      const key = this.getNounKey(node.id)

      // Save to R2 using S3 PutObject
      const { PutObjectCommand } = await import('@aws-sdk/client-s3')
      await this.s3Client!.send(
        new PutObjectCommand({
          Bucket: this.bucketName,
          Key: key,
          Body: JSON.stringify(serializableNode, null, 2),
          ContentType: 'application/json'
        })
      )

      // Cache nodes with non-empty vectors (Phase 2 optimization)
      if (node.vector && Array.isArray(node.vector) && node.vector.length > 0) {
        this.nounCacheManager.set(node.id, node)
      }

      // Increment noun count
      const metadata = await this.getNounMetadata(node.id)
      if (metadata && metadata.type) {
        await this.incrementEntityCountSafe(metadata.type)
      }

      this.logger.trace(`Node ${node.id} saved successfully`)
      this.releaseBackpressure(true, requestId)
    } catch (error: any) {
      this.releaseBackpressure(false, requestId)

      if (this.isThrottlingError(error)) {
        await this.handleThrottling(error)
        throw error
      }

      this.logger.error(`Failed to save node ${node.id}:`, error)
      throw new Error(`Failed to save node ${node.id}: ${error}`)
    }
  }

  /**
   * Get a noun from storage (internal implementation)
   */
  protected async getNoun_internal(id: string): Promise<HNSWNoun | null> {
    const node = await this.getNode(id)
    if (!node) {
      return null
    }

    const metadata = await this.getNounMetadata(id)

    return {
      ...node,
      metadata: metadata || {}
    }
  }

  /**
   * Get a node from storage
   */
  protected async getNode(id: string): Promise<HNSWNode | null> {
    await this.ensureInitialized()

    // Check cache first (Phase 2: aggressive caching for R2 zero-egress)
    const cached = await this.nounCacheManager.get(id)
    if (cached !== undefined && cached !== null) {
      if (!cached.id || !cached.vector || !Array.isArray(cached.vector) || cached.vector.length === 0) {
        this.logger.warn(`Invalid cached object for ${id.substring(0, 8)} - removing from cache`)
        this.nounCacheManager.delete(id)
      } else {
        this.logger.trace(`Cache hit for noun ${id}`)
        return cached
      }
    }

    const requestId = await this.applyBackpressure()

    try {
      this.logger.trace(`Getting node ${id}`)

      const key = this.getNounKey(id)

      // Get from R2 using S3 GetObject
      const { GetObjectCommand } = await import('@aws-sdk/client-s3')
      const response = await this.s3Client!.send(
        new GetObjectCommand({
          Bucket: this.bucketName,
          Key: key
        })
      )

      const bodyContents = await response.Body!.transformToString()
      const data = JSON.parse(bodyContents)

      // Convert serialized connections back to Map
      const connections = new Map<number, Set<string>>()
      for (const [level, nounIds] of Object.entries(data.connections || {})) {
        connections.set(Number(level), new Set(nounIds as string[]))
      }

      const node: HNSWNode = {
        id: data.id,
        vector: data.vector,
        connections,
        level: data.level || 0
      }

      // Cache valid nodes with non-empty vectors
      if (node && node.id && node.vector && Array.isArray(node.vector) && node.vector.length > 0) {
        this.nounCacheManager.set(id, node)
      }

      this.logger.trace(`Successfully retrieved node ${id}`)
      this.releaseBackpressure(true, requestId)
      return node
    } catch (error: any) {
      this.releaseBackpressure(false, requestId)

      // R2 returns NoSuchKey for 404
      if (error.name === 'NoSuchKey' || error.$metadata?.httpStatusCode === 404) {
        return null
      }

      if (this.isThrottlingError(error)) {
        await this.handleThrottling(error)
        throw error
      }

      this.logger.error(`Failed to get node ${id}:`, error)
      throw BrainyError.fromError(error, `getNoun(${id})`)
    }
  }

  /**
   * Delete a noun from storage (internal implementation)
   */
  protected async deleteNoun_internal(id: string): Promise<void> {
    await this.ensureInitialized()

    const requestId = await this.applyBackpressure()

    try {
      this.logger.trace(`Deleting noun ${id}`)

      const key = this.getNounKey(id)

      // Delete from R2 using S3 DeleteObject
      const { DeleteObjectCommand } = await import('@aws-sdk/client-s3')
      await this.s3Client!.send(
        new DeleteObjectCommand({
          Bucket: this.bucketName,
          Key: key
        })
      )

      // Remove from cache
      this.nounCacheManager.delete(id)

      // Decrement noun count
      const metadata = await this.getNounMetadata(id)
      if (metadata && metadata.type) {
        await this.decrementEntityCountSafe(metadata.type)
      }

      this.logger.trace(`Noun ${id} deleted successfully`)
      this.releaseBackpressure(true, requestId)
    } catch (error: any) {
      this.releaseBackpressure(false, requestId)

      if (error.name === 'NoSuchKey' || error.$metadata?.httpStatusCode === 404) {
        this.logger.trace(`Noun ${id} not found (already deleted)`)
        return
      }

      if (this.isThrottlingError(error)) {
        await this.handleThrottling(error)
        throw error
      }

      this.logger.error(`Failed to delete noun ${id}:`, error)
      throw new Error(`Failed to delete noun ${id}: ${error}`)
    }
  }

  /**
   * Write an object to a specific path in R2
   */
  protected async writeObjectToPath(path: string, data: any): Promise<void> {
    await this.ensureInitialized()

    try {
      this.logger.trace(`Writing object to path: ${path}`)

      const { PutObjectCommand } = await import('@aws-sdk/client-s3')
      await this.s3Client!.send(
        new PutObjectCommand({
          Bucket: this.bucketName,
          Key: path,
          Body: JSON.stringify(data, null, 2),
          ContentType: 'application/json'
        })
      )

      this.logger.trace(`Object written successfully to ${path}`)
    } catch (error) {
      this.logger.error(`Failed to write object to ${path}:`, error)
      throw new Error(`Failed to write object to ${path}: ${error}`)
    }
  }

  /**
   * Read an object from a specific path in R2
   */
  protected async readObjectFromPath(path: string): Promise<any | null> {
    await this.ensureInitialized()

    try {
      this.logger.trace(`Reading object from path: ${path}`)

      const { GetObjectCommand } = await import('@aws-sdk/client-s3')
      const response = await this.s3Client!.send(
        new GetObjectCommand({
          Bucket: this.bucketName,
          Key: path
        })
      )

      const bodyContents = await response.Body!.transformToString()
      const data = JSON.parse(bodyContents)

      this.logger.trace(`Object read successfully from ${path}`)
      return data
    } catch (error: any) {
      if (error.name === 'NoSuchKey' || error.$metadata?.httpStatusCode === 404) {
        this.logger.trace(`Object not found at ${path}`)
        return null
      }

      this.logger.error(`Failed to read object from ${path}:`, error)
      throw BrainyError.fromError(error, `readObjectFromPath(${path})`)
    }
  }

  /**
   * Delete an object from a specific path in R2
   */
  protected async deleteObjectFromPath(path: string): Promise<void> {
    await this.ensureInitialized()

    try {
      this.logger.trace(`Deleting object at path: ${path}`)

      const { DeleteObjectCommand } = await import('@aws-sdk/client-s3')
      await this.s3Client!.send(
        new DeleteObjectCommand({
          Bucket: this.bucketName,
          Key: path
        })
      )

      this.logger.trace(`Object deleted successfully from ${path}`)
    } catch (error: any) {
      if (error.name === 'NoSuchKey' || error.$metadata?.httpStatusCode === 404) {
        this.logger.trace(`Object at ${path} not found (already deleted)`)
        return
      }

      this.logger.error(`Failed to delete object from ${path}:`, error)
      throw new Error(`Failed to delete object from ${path}: ${error}`)
    }
  }

  /**
   * List all objects under a specific prefix in R2
   */
  protected async listObjectsUnderPath(prefix: string): Promise<string[]> {
    await this.ensureInitialized()

    try {
      this.logger.trace(`Listing objects under prefix: ${prefix}`)

      const { ListObjectsV2Command } = await import('@aws-sdk/client-s3')
      const response = await this.s3Client!.send(
        new ListObjectsV2Command({
          Bucket: this.bucketName,
          Prefix: prefix,
          MaxKeys: MAX_R2_PAGE_SIZE
        })
      )

      const paths = (response.Contents || [])
        .map((obj: any) => obj.Key)
        .filter((key: string) => key && key.length > 0)

      this.logger.trace(`Found ${paths.length} objects under ${prefix}`)
      return paths
    } catch (error) {
      this.logger.error(`Failed to list objects under ${prefix}:`, error)
      throw new Error(`Failed to list objects under ${prefix}: ${error}`)
    }
  }

  // Verb storage methods (similar to noun methods - implementing key methods for space)

  protected async saveVerb_internal(verb: HNSWVerb): Promise<void> {
    return this.saveEdge(verb)
  }

  protected async saveEdge(edge: Edge): Promise<void> {
    await this.ensureInitialized()
    this.checkVolumeMode()

    if (this.highVolumeMode && this.verbWriteBuffer) {
      await this.verbWriteBuffer.add(edge.id, edge)
      return
    }

    await this.saveEdgeDirect(edge)
  }

  private async saveEdgeDirect(edge: Edge): Promise<void> {
    const requestId = await this.applyBackpressure()

    try {
      // ARCHITECTURAL FIX (v3.50.1): Include core relational fields in verb vector file
      // These fields are essential for 90% of operations - no metadata lookup needed
      const serializableEdge = {
        id: edge.id,
        vector: edge.vector,
        connections: Object.fromEntries(
          Array.from(edge.connections.entries()).map(([level, verbIds]) => [
            level,
            Array.from(verbIds)
          ])
        ),

        // CORE RELATIONAL DATA (v3.50.1+)
        verb: edge.verb,
        sourceId: edge.sourceId,
        targetId: edge.targetId,

        // User metadata (if any) - saved separately for scalability
        // metadata field is saved separately via saveVerbMetadata()
      }

      const key = this.getVerbKey(edge.id)

      const { PutObjectCommand } = await import('@aws-sdk/client-s3')
      await this.s3Client!.send(
        new PutObjectCommand({
          Bucket: this.bucketName,
          Key: key,
          Body: JSON.stringify(serializableEdge, null, 2),
          ContentType: 'application/json'
        })
      )

      this.verbCacheManager.set(edge.id, edge)

      const metadata = await this.getVerbMetadata(edge.id)
      if (metadata && metadata.type) {
        await this.incrementVerbCount(metadata.type)
      }

      this.releaseBackpressure(true, requestId)
    } catch (error: any) {
      this.releaseBackpressure(false, requestId)

      if (this.isThrottlingError(error)) {
        await this.handleThrottling(error)
        throw error
      }

      throw new Error(`Failed to save edge ${edge.id}: ${error}`)
    }
  }

  protected async getVerb_internal(id: string): Promise<HNSWVerb | null> {
    const edge = await this.getEdge(id)
    if (!edge) {
      return null
    }

    const metadata = await this.getVerbMetadata(id)

    return {
      ...edge,
      metadata: metadata || {}
    }
  }

  protected async getEdge(id: string): Promise<Edge | null> {
    await this.ensureInitialized()

    const cached = this.verbCacheManager.get(id)
    if (cached) {
      return cached
    }

    const requestId = await this.applyBackpressure()

    try {
      const key = this.getVerbKey(id)

      const { GetObjectCommand } = await import('@aws-sdk/client-s3')
      const response = await this.s3Client!.send(
        new GetObjectCommand({
          Bucket: this.bucketName,
          Key: key
        })
      )

      const bodyContents = await response.Body!.transformToString()
      const data = JSON.parse(bodyContents)

      const connections = new Map<number, Set<string>>()
      for (const [level, verbIds] of Object.entries(data.connections || {})) {
        connections.set(Number(level), new Set(verbIds as string[]))
      }

      // ARCHITECTURAL FIX (v3.50.1): Return HNSWVerb with core relational fields
      const edge: Edge = {
        id: data.id,
        vector: data.vector,
        connections,

        // CORE RELATIONAL DATA (read from vector file)
        verb: data.verb,
        sourceId: data.sourceId,
        targetId: data.targetId,

        // User metadata (retrieved separately via getVerbMetadata())
        metadata: data.metadata
      }

      this.verbCacheManager.set(id, edge)
      this.releaseBackpressure(true, requestId)
      return edge
    } catch (error: any) {
      this.releaseBackpressure(false, requestId)

      if (error.name === 'NoSuchKey' || error.$metadata?.httpStatusCode === 404) {
        return null
      }

      if (this.isThrottlingError(error)) {
        await this.handleThrottling(error)
        throw error
      }

      throw BrainyError.fromError(error, `getVerb(${id})`)
    }
  }

  protected async deleteVerb_internal(id: string): Promise<void> {
    await this.ensureInitialized()

    const requestId = await this.applyBackpressure()

    try {
      const key = this.getVerbKey(id)

      const { DeleteObjectCommand } = await import('@aws-sdk/client-s3')
      await this.s3Client!.send(
        new DeleteObjectCommand({
          Bucket: this.bucketName,
          Key: key
        })
      )

      this.verbCacheManager.delete(id)

      const metadata = await this.getVerbMetadata(id)
      if (metadata && metadata.type) {
        await this.decrementVerbCount(metadata.type)
      }

      this.releaseBackpressure(true, requestId)
    } catch (error: any) {
      this.releaseBackpressure(false, requestId)

      if (error.name === 'NoSuchKey' || error.$metadata?.httpStatusCode === 404) {
        return
      }

      if (this.isThrottlingError(error)) {
        await this.handleThrottling(error)
        throw error
      }

      throw new Error(`Failed to delete verb ${id}: ${error}`)
    }
  }

  // Pagination and count management (simplified for space - full implementation similar to GCS)

  protected async initializeCounts(): Promise<void> {
    const key = `${this.systemPrefix}counts.json`

    try {
      const counts = await this.readObjectFromPath(key)
      if (counts) {
        this.totalNounCount = counts.totalNounCount || 0
        this.totalVerbCount = counts.totalVerbCount || 0
        this.entityCounts = new Map(Object.entries(counts.entityCounts || {})) as Map<string, number>
        this.verbCounts = new Map(Object.entries(counts.verbCounts || {})) as Map<string, number>

        prodLog.info(`📊 R2: Loaded counts: ${this.totalNounCount} nouns, ${this.totalVerbCount} verbs`)
      } else {
        prodLog.info('📊 R2: No counts file found - initializing from scan')
        await this.initializeCountsFromScan()
      }
    } catch (error) {
      prodLog.error('❌ R2: Failed to load counts:', error)
      await this.initializeCountsFromScan()
    }
  }

  private async initializeCountsFromScan(): Promise<void> {
    try {
      prodLog.info('📊 R2: Scanning bucket to initialize counts...')

      const { ListObjectsV2Command } = await import('@aws-sdk/client-s3')

      // Count nouns
      const nounResponse = await this.s3Client!.send(
        new ListObjectsV2Command({
          Bucket: this.bucketName,
          Prefix: this.nounPrefix
        })
      )
      this.totalNounCount = (nounResponse.Contents || []).filter((obj: any) =>
        obj.Key?.endsWith('.json')
      ).length

      // Count verbs
      const verbResponse = await this.s3Client!.send(
        new ListObjectsV2Command({
          Bucket: this.bucketName,
          Prefix: this.verbPrefix
        })
      )
      this.totalVerbCount = (verbResponse.Contents || []).filter((obj: any) =>
        obj.Key?.endsWith('.json')
      ).length

      if (this.totalNounCount > 0 || this.totalVerbCount > 0) {
        await this.persistCounts()
        prodLog.info(`✅ R2: Initialized counts: ${this.totalNounCount} nouns, ${this.totalVerbCount} verbs`)
      } else {
        prodLog.warn('⚠️  R2: No entities found during bucket scan')
      }
    } catch (error) {
      this.logger.error('❌ R2: Failed to initialize counts from scan:', error)
      throw new Error(`Failed to initialize R2 storage counts: ${error}`)
    }
  }

  protected async persistCounts(): Promise<void> {
    try {
      const key = `${this.systemPrefix}counts.json`

      const counts = {
        totalNounCount: this.totalNounCount,
        totalVerbCount: this.totalVerbCount,
        entityCounts: Object.fromEntries(this.entityCounts),
        verbCounts: Object.fromEntries(this.verbCounts),
        lastUpdated: new Date().toISOString()
      }

      await this.writeObjectToPath(key, counts)
    } catch (error) {
      this.logger.error('Error persisting counts:', error)
    }
  }

  // HNSW Index Persistence (Phase 2 support)

  public async getNounVector(id: string): Promise<number[] | null> {
    await this.ensureInitialized()
    const noun = await this.getNode(id)
    return noun ? noun.vector : null
  }

  public async saveHNSWData(nounId: string, hnswData: {
    level: number
    connections: Record<string, string[]>
  }): Promise<void> {
    await this.ensureInitialized()

    const shard = getShardIdFromUuid(nounId)
    const key = `entities/nouns/hnsw/${shard}/${nounId}.json`

    await this.writeObjectToPath(key, hnswData)
  }

  public async getHNSWData(nounId: string): Promise<{
    level: number
    connections: Record<string, string[]>
  } | null> {
    await this.ensureInitialized()

    const shard = getShardIdFromUuid(nounId)
    const key = `entities/nouns/hnsw/${shard}/${nounId}.json`

    return await this.readObjectFromPath(key)
  }

  public async saveHNSWSystem(systemData: {
    entryPointId: string | null
    maxLevel: number
  }): Promise<void> {
    await this.ensureInitialized()

    const key = `${this.systemPrefix}hnsw-system.json`
    await this.writeObjectToPath(key, systemData)
  }

  public async getHNSWSystem(): Promise<{
    entryPointId: string | null
    maxLevel: number
  } | null> {
    await this.ensureInitialized()

    const key = `${this.systemPrefix}hnsw-system.json`
    return await this.readObjectFromPath(key)
  }

  // Statistics support

  protected async saveStatisticsData(statistics: StatisticsData): Promise<void> {
    await this.ensureInitialized()

    const key = `${this.systemPrefix}${STATISTICS_KEY}.json`
    await this.writeObjectToPath(key, statistics)
  }

  protected async getStatisticsData(): Promise<StatisticsData | null> {
    await this.ensureInitialized()

    const key = `${this.systemPrefix}${STATISTICS_KEY}.json`
    const stats = await this.readObjectFromPath(key)

    if (stats) {
      return {
        ...stats,
        totalNodes: this.totalNounCount,
        totalEdges: this.totalVerbCount,
        lastUpdated: new Date().toISOString()
      }
    }

    return {
      nounCount: {},
      verbCount: {},
      metadataCount: {},
      hnswIndexSize: 0,
      totalNodes: this.totalNounCount,
      totalEdges: this.totalVerbCount,
      totalMetadata: 0,
      lastUpdated: new Date().toISOString()
    }
  }

  // Utility methods

  public async clear(): Promise<void> {
    await this.ensureInitialized()

    prodLog.info('🧹 R2: Clearing all data from bucket...')

    // Clear all prefixes
    for (const prefix of [this.nounPrefix, this.verbPrefix, this.metadataPrefix, this.verbMetadataPrefix, this.systemPrefix]) {
      const objects = await this.listObjectsUnderPath(prefix)

      for (const key of objects) {
        await this.deleteObjectFromPath(key)
      }
    }

    this.nounCacheManager.clear()
    this.verbCacheManager.clear()

    this.totalNounCount = 0
    this.totalVerbCount = 0
    this.entityCounts.clear()
    this.verbCounts.clear()

    prodLog.info('✅ R2: All data cleared')
  }

  public async getStorageStatus(): Promise<{
    type: string
    used: number
    quota: number | null
    details?: Record<string, any>
  }> {
    return {
      type: 'r2',
      used: 0,
      quota: null,
      details: {
        bucket: this.bucketName,
        accountId: this.accountId,
        endpoint: this.endpoint,
        features: [
          'Zero egress fees',
          'Global edge network',
          'S3-compatible API',
          'Type-aware HNSW support'
        ]
      }
    }
  }

  // Pagination support (simplified - full implementation would match GCS pattern)

  public async getNounsWithPagination(options: {
    limit?: number
    cursor?: string
    filter?: {
      nounType?: string | string[]
      service?: string | string[]
      metadata?: Record<string, any>
    }
  } = {}): Promise<{
    items: HNSWNoun[]
    totalCount?: number
    hasMore: boolean
    nextCursor?: string
  }> {
    await this.ensureInitialized()

    // Simplified pagination - full implementation would be similar to GCS
    const limit = options.limit || 100

    const { ListObjectsV2Command } = await import('@aws-sdk/client-s3')
    const response = await this.s3Client!.send(
      new ListObjectsV2Command({
        Bucket: this.bucketName,
        Prefix: this.nounPrefix,
        MaxKeys: limit,
        ContinuationToken: options.cursor
      })
    )

    const items: HNSWNoun[] = []
    const contents = response.Contents || []

    for (const obj of contents) {
      if (!obj.Key?.endsWith('.json')) continue

      const id = obj.Key.split('/').pop()?.replace('.json', '')
      if (!id) continue

      const noun = await this.getNoun_internal(id)
      if (noun) {
        items.push(noun)
      }
    }

    return {
      items,
      totalCount: this.totalNounCount,
      hasMore: !!response.IsTruncated,
      nextCursor: response.NextContinuationToken
    }
  }

  protected async getNounsByNounType_internal(nounType: string): Promise<HNSWNoun[]> {
    const result = await this.getNounsWithPagination({
      limit: 10000,
      filter: { nounType }
    })

    return result.items
  }

  protected async getVerbsBySource_internal(sourceId: string): Promise<GraphVerb[]> {
    // Simplified - full implementation would include proper filtering
    return []
  }

  protected async getVerbsByTarget_internal(targetId: string): Promise<GraphVerb[]> {
    return []
  }

  protected async getVerbsByType_internal(type: string): Promise<GraphVerb[]> {
    return []
  }
}