feat: graph link compression — delta-varint connections (2.4.0 #3)
Cortex registers a graph:compression provider exposing `encode`/`decode`
for HNSW connection lists (delta-varint, ~4× smaller edges than the
JSON-UUID-array shape brainy has persisted since the beginning). This
wires the consumer side without changing the saveHNSWData/getHNSWData
adapter signatures.
Architecture:
- NEW ConnectionsCodec (src/hnsw/connectionsCodec.ts) — translates between
UUID-keyed Map<level, Set<UUID>> and a single compact per-node buffer
via the provider + stable EntityIdMapper. Custom wire format:
[count: u8] [[level: u8] [len: u32 LE] [bytes...]]*. One blob per node
regardless of level count, so the storage I/O is identical to the
legacy path (one saveHNSWData call) plus a single saveBinaryBlob.
- HNSWIndex changes — a `connectionsCodec: ConnectionsCodec | null` field
with `setConnectionsCodec()` setter. THREE save sites (deferred flush,
immediate-mode entity persist, immediate-mode neighbor updates) now go
through a single `persistNodeConnections(nodeId, noun)` helper: when the
codec is wired AND the storage adapter exposes saveBinaryBlob, it
encodes the connections, stores them at `_hnsw_conn/<nodeId>`, and
records `connections: {}` in saveHNSWData as the marker. Otherwise the
legacy JSON-array path is taken. TWO load sites use a matching
`restoreNodeConnections` helper that tries loadBinaryBlob first and
falls back to the legacy hnswData.connections field on miss / decode
error. Format convergence is lazy: pre-2.4.0 nodes still load via the
legacy path, then write the compressed form on next dirty save.
- brainy.ts wireConnectionsCodec — runs alongside wireMmapVectorBackend
during init. Activates when (a) the graph:compression provider is
registered and (b) the metadata index exposes its idMapper. Unlike the
mmap-vector backend, this layer engages on EVERY brainy 7.25.0
adapter — the blob primitive itself is universal; only the codec
presence gates activation.
- Provider interface GraphCompressionProvider in plugin.ts — encode +
decode static signatures. Brainy depends on the interface; cortex's
registered { encode: encodeConnections, decode: decodeConnections }
satisfies it structurally.
Tests (1437 total, +4 vs prior tip):
- tests/unit/hnsw/connections-codec.test.ts — 4 unit tests with a JSON
mock provider: single-level round-trip, empty-Map round-trip (one-byte
buffer), multi-level fan-out round-trip, and silent-drop of UUIDs the
decoding idMapper no longer knows. The real cross-language byte
format is exercised when cortex 2.4.0 wires its delta-varint
encode/decode in.
This completes the brainy half of the 2.4.0 storage foundation: stable
ids (#23), mmap vectors (#24), graph link compression (#25), and
column-store interchange (#26). Coordinated release as brainy 7.26.0 +
cortex 2.4.0 follows.
This commit is contained in:
parent
71bc30b829
commit
617c156feb
5 changed files with 473 additions and 40 deletions
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@ -19,6 +19,7 @@ import { quantizeSQ8, distanceSQ8 } from '../utils/vectorQuantization.js'
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import type { SQ8QuantizedVector } from '../utils/vectorQuantization.js'
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import type { HnswProvider } from '../plugin.js'
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import { MmapVectorBackend } from './mmapVectorBackend.js'
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import { ConnectionsCodec, compressedConnectionsKey } from './connectionsCodec.js'
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// Default HNSW parameters
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const DEFAULT_CONFIG: HNSWConfig = {
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@ -57,6 +58,16 @@ export class HNSWIndex implements HnswProvider {
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// Null on cloud storage adapters (no local path) and pre-injection init.
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private vectorBackend: MmapVectorBackend | null = null
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// Optional connections codec (2.4.0 #3). When set, node-persist writes the
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// node's per-level connection sets as a single delta-varint-compressed
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// binary blob (typically ~4× smaller than the legacy JSON-UUID-array
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// shape), plus an empty `connections: {}` in saveHNSWData as the marker.
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// The read path tries to load the blob first; missing blob → legacy
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// connections field. Format convergence is lazy: pre-2.4.0 nodes still
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// load via the legacy path, then write the compressed form on next dirty
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// save, so the migration converges under live traffic with no big-bang.
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private connectionsCodec: ConnectionsCodec | null = null
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// COW (Copy-on-Write) support
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private cowEnabled: boolean = false
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private cowModifiedNodes: Set<string> = new Set()
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@ -125,6 +136,19 @@ export class HNSWIndex implements HnswProvider {
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this.vectorBackend = backend
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}
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/**
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* @description Inject (or detach) the connections codec. When set, node
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* persistence writes a delta-varint-compressed binary blob alongside an
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* empty `connections: {}` marker in saveHNSWData; the load path reads the
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* blob and decodes. Null reverts to the legacy JSON-array path. Wiring is
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* done by brainy.ts when the `graph:compression` provider is registered
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* AND the storage adapter exposes the binary-blob primitive AND the
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* metadata index has a stable idMapper.
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*/
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public setConnectionsCodec(codec: ConnectionsCodec | null): void {
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this.connectionsCodec = codec
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}
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/**
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* Get whether parallelization is enabled
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*/
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@ -168,15 +192,7 @@ export class HNSWIndex implements HnswProvider {
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const noun = this.nouns.get(nodeId)
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if (!noun) return Promise.resolve() // Node was deleted
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const connectionsObj: Record<string, string[]> = {}
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for (const [level, nounIds] of noun.connections.entries()) {
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connectionsObj[level.toString()] = Array.from(nounIds)
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}
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return this.storage!.saveHNSWData(nodeId, {
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level: noun.level,
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connections: connectionsObj
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}).catch(error => {
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return this.persistNodeConnections(nodeId, noun).catch(error => {
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console.error(`[HNSW flush] Failed to persist node ${nodeId}:`, error)
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})
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})
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@ -207,6 +223,94 @@ export class HNSWIndex implements HnswProvider {
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return nodeCount
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}
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/**
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* @description Persist one node's connections. When the connections codec is
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* wired AND the storage adapter exposes `saveBinaryBlob`, the per-level
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* connection sets are encoded into a single compact buffer and stored as a
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* binary blob; `saveHNSWData` then records the node's level and an empty
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* `connections: {}` as the marker. Otherwise the legacy JSON-array path is
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* taken — the format every brainy release before 2.4.0 wrote. The two are
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* intentionally NOT dual-written: one or the other, never both, so format
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* convergence is unambiguous on the read side.
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*
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* Shared by all three save sites (deferred flush, immediate-mode new-entity
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* persist, immediate-mode neighbor update) so the codec branch is exercised
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* uniformly regardless of which path triggered the write.
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*/
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private async persistNodeConnections(nodeId: string, noun: HNSWNoun): Promise<void> {
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if (!this.storage) return
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const storageWithBlob = this.storage as unknown as {
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saveBinaryBlob?: (key: string, data: Buffer) => Promise<void>
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}
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const canCompress =
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this.connectionsCodec !== null &&
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typeof storageWithBlob.saveBinaryBlob === 'function'
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if (canCompress) {
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const encoded = this.connectionsCodec!.encode(noun.connections)
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await storageWithBlob.saveBinaryBlob!(compressedConnectionsKey(nodeId), encoded)
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await this.storage.saveHNSWData(nodeId, {
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level: noun.level,
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connections: {}
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})
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return
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}
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const connectionsObj: Record<string, string[]> = {}
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for (const [level, nounIds] of noun.connections.entries()) {
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connectionsObj[level.toString()] = Array.from(nounIds)
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}
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await this.storage.saveHNSWData(nodeId, {
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level: noun.level,
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connections: connectionsObj
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})
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}
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/**
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* @description Restore one node's connections from persisted storage. Tries
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* the compressed-blob path first (when codec wired AND blob primitive
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* available); a present non-empty buffer is decoded and populates
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* `noun.connections`. A missing blob (no payload at the key) means this node
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* was last persisted under the legacy format, so the legacy
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* `hnswData.connections` field is used instead.
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*
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* On any decode error the legacy field is also used as a safety net — the
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* codec's `decode` throws on truncated input, which would otherwise leave
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* the node with an empty connections Map (orphaned from the graph).
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*/
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private async restoreNodeConnections(
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nodeId: string,
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hnswData: { level: number; connections: Record<string, string[]> },
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noun: HNSWNoun
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): Promise<void> {
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const storageWithBlob = this.storage as unknown as {
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loadBinaryBlob?: (key: string) => Promise<Buffer | null>
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}
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const canDecompress =
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this.connectionsCodec !== null &&
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typeof storageWithBlob.loadBinaryBlob === 'function'
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if (canDecompress) {
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try {
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const buf = await storageWithBlob.loadBinaryBlob!(compressedConnectionsKey(nodeId))
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if (buf && buf.length > 0) {
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const decoded = this.connectionsCodec!.decode(buf)
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noun.connections = decoded
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return
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}
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} catch (error) {
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prodLog.debug(`HNSW: compressed connections decode failed for ${nodeId}; falling back to legacy`, error)
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}
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}
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// Legacy fallback: JSON UUID arrays in the HNSW data object.
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for (const [levelStr, nounIds] of Object.entries(hnswData.connections)) {
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const level = parseInt(levelStr, 10)
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noun.connections.set(level, new Set<string>(nounIds as string[]))
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}
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}
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/**
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* Get the number of dirty (unpersisted) nodes
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* Useful for monitoring and debugging
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@ -545,18 +649,12 @@ export class HNSWIndex implements HnswProvider {
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// In deferred mode, we track dirty nodes instead of persisting immediately
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// This reduces GCS operations from 70 to 2-3 per add() (30-50× faster)
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if (this.storage && this.persistMode === 'immediate') {
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// IMMEDIATE MODE: Original behavior - persist each neighbor update
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const neighborConnectionsObj: Record<string, string[]> = {}
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for (const [lvl, nounIds] of neighbor.connections.entries()) {
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neighborConnectionsObj[lvl.toString()] = Array.from(nounIds)
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}
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// IMMEDIATE MODE: Original behavior - persist each neighbor update.
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// Goes through the per-node helper so the compressed-blob branch
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// fires identically here vs. the deferred-flush path.
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neighborUpdates.push({
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neighborId,
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promise: this.storage.saveHNSWData(neighborId, {
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level: neighbor.level,
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connections: neighborConnectionsObj
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})
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promise: this.persistNodeConnections(neighborId, neighbor)
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})
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} else if (this.persistMode === 'deferred') {
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// DEFERRED MODE: Track dirty nodes for later batch persistence
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@ -643,16 +741,10 @@ export class HNSWIndex implements HnswProvider {
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// Persist HNSW graph data to storage
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// Respect persistMode setting
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if (this.storage && this.persistMode === 'immediate') {
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// IMMEDIATE MODE: Original behavior - persist new entity and system data
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const connectionsObj: Record<string, string[]> = {}
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for (const [level, nounIds] of noun.connections.entries()) {
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connectionsObj[level.toString()] = Array.from(nounIds)
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}
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await this.storage.saveHNSWData(id, {
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level: nounLevel,
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connections: connectionsObj
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}).catch((error) => {
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// IMMEDIATE MODE: Original behavior - persist new entity and system data.
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// Goes through the per-node helper so the compressed-blob branch fires
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// identically here vs. the deferred-flush + neighbor-update paths.
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await this.persistNodeConnections(id, noun).catch((error) => {
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console.error(`Failed to persist HNSW data for ${id}:`, error)
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})
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@ -1434,11 +1526,10 @@ export class HNSWIndex implements HnswProvider {
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noun.codebookMax = sq8.max
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}
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// Restore connections from persisted data
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for (const [levelStr, nounIds] of Object.entries(hnswData.connections)) {
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const level = parseInt(levelStr, 10)
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noun.connections.set(level, new Set<string>(nounIds as string[]))
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}
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// Restore connections from persisted data — compressed blob path
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// first, legacy JSON-array fallback for indexes written before
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// graph link compression landed.
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await this.restoreNodeConnections(nounData.id, hnswData, noun)
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// Add to in-memory index
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this.nouns.set(nounData.id, noun)
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@ -1519,11 +1610,10 @@ export class HNSWIndex implements HnswProvider {
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noun.codebookMax = sq8.max
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}
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// Restore connections from persisted data
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for (const [levelStr, nounIds] of Object.entries(hnswData.connections)) {
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const level = parseInt(levelStr, 10)
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noun.connections.set(level, new Set<string>(nounIds as string[]))
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}
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// Restore connections from persisted data — compressed blob path
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// first, legacy JSON-array fallback for indexes written before
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// graph link compression landed.
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await this.restoreNodeConnections(nounData.id, hnswData, noun)
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// Add to in-memory index
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this.nouns.set(nounData.id, noun)
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