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@adhd/sox-vector-store

v0.1.0

Published

Multi-space vector persistence with two real, swappable VectorBackend implementations: sqlite-vec (vec0, brute-force kNN, production default) and @lancedb/lancedb (on-disk tables + real HNSW/IVF-PQ ANN indexes, bridged to the synchronous interface via a w

Readme

@adhd/sox-vector-store

Multi-space vector persistence with two real, swappable VectorBackend implementations — SqliteVectorBackend (sqlite-vec vec0, brute-force kNN, the production default consumed by memory-core) and LanceDbVectorBackend (real @lancedb/lancedb on-disk tables + HNSW/IVF-PQ ANN indexes). Both enforce the embedding space invariant: one (modelId, dim) pair per table, rejects any upsert whose vec.length ≠ space.dim. Both own per-record modelId provenance. reembed() migrates vectors between spaces (and between backends, since both implement the same interface).

LanceDbVectorBackend's @lancedb/lancedb client is async (napi/tokio); the public VectorBackend interface is synchronous. src/lancedb-worker.ts runs the real LanceDB calls in a worker_threads.Worker; src/lancedb.ts blocks on Atomics.wait via synckit's createSyncFn until each call resolves — a real synchronous call into a real on-disk table, not a cache.

  • area: data · group: vectors · publish: PUBLIC (private: false, publish owner-gated)
  • engines: Node >=22
  • concerns: multi-space persistence for both backends (one table per VectorSpace), real HNSW/IVF-PQ ANN index construction (LanceDB), kNN/cosine search (VectorBackend.knn), space invariant enforcement (SpaceInvariantError on dim mismatch), per-record modelId provenance (VectorSpace.modelId), corpus scan for clustering + reembed (iter), reembed() — cross-space/cross-backend migration (walks old space, re-embeds, writes into target space)

Invariants

  • ensureSpace(space) MUST be called before the first upsert on any new (modelId, dim) pair — idempotent on existing spaces
  • upsert() THROWS SpaceInvariantError when vec.length !== space.dim ([def:space-invariant] — all implementations must enforce this)
  • a model switch is a re-embed migration (explicit reembed() call), never a hot-swap into the same vec0 table
  • reembed() does NOT delete source vectors — caller decides when the old space is safe to drop
  • delete(id, modelId) is scoped to a single space — does not delete the node from other spaces

Interface spec

See COMPILED_INTERFACES.md for the authoritative interface contract. src/index.ts is a compileable ambient-declaration skeleton; implementation is extracted from libs/memory-core / libs/memory-enrich by the memory-refactor plan.