Storage Adapters
Brainy 8.0 ships two storage adapters:
FileSystemStorage— persistent on-disk storage. The default for any deployment that needs to survive a restart. Runs on Node.js, Bun, and Deno.MemoryStorage— in-memory only. The right choice for tests, ephemeral workloads, and short-lived demos.
Both implement the same StorageAdapter interface, support the full Db API (generational history, snapshots, restore — see the consistency model), and use the same on-disk layout (memory's "disk" is a JS Map).
Quick start
import { Brainy } from '@soulcraft/brainy'
// Filesystem (recommended for any persistent workload):
const brain = new Brainy({
storage: { type: 'filesystem', path: './brainy-data' }
})
// Memory (tests, ephemeral):
const brainMem = new Brainy({ storage: { type: 'memory' } })
// Auto-detect (filesystem on Node-like runtimes, memory in browsers):
const brainAuto = new Brainy({ storage: { type: 'auto' } })When to use which
Use case | Adapter | Why |
|---|---|---|
Production app |
| Durable, snapshot-able, mmap-able |
Tests, CI |
| No disk teardown; fast |
Short-lived data pipeline |
| No persistence needed |
In-browser demo |
| Filesystem unavailable in browsers |
Cloud deployment |
| See "Cloud backup" below |
Cloud backup — operator tooling, not a built-in
Brainy 8.0 deliberately ships no cloud storage adapters. Cloud backup is handled at the operator layer with standard tooling, the same pattern every production database uses (Postgres, SQLite, Redis):
# After a brainy flush, sync the on-disk artefact to your cloud of choice.
gsutil rsync -r /var/lib/brainy gs://my-backup-bucket/brainy/
# or:
aws s3 sync /var/lib/brainy s3://my-backup-bucket/brainy/
# or:
rclone sync /var/lib/brainy remote:brainy-backups/
# or:
azcopy sync /var/lib/brainy "https://account.blob.core.windows.net/brainy?sv=..."Brainy's filesystem layout is sync-friendly:
Atomic writes (temp + rename) — readers never see torn files
Per-shard files —
rsync-style incremental sync works wellImmutable generation records (
_generations/) — append-only, cache-friendly
For point-in-time backups, take a filesystem snapshot (ZFS, btrfs, LVM, EBS, etc.) or use brain.now().persist(path) to write a self-contained snapshot you can sync independently of the live brain — see Snapshots & Time Travel.
Why no cloud adapters in 8.0?
Cloud storage adapters lived in Brainy 4.x-7.x. They were dropped in 8.0 because:
Zero production consumers used them at scale — every known production deployment ran on local filesystem.
Cloud-storage HNSW / DiskANN doesn't perform — vector indexes need low-latency random reads that S3 / GCS / R2 / Azure can't provide consistently.
Bundling cloud SDKs into the library cost ~3000-5000 LOC + 4-7 transitive dependencies for a feature nobody used.
Cloud backup via operator tooling is strictly more reliable than in-app upload (better retry semantics, better observability, better cost control).
Brainy 8.0 is smaller, faster to install, and clearer about what it does.
Configuration
// BrainyConfig['storage'] — either a config object or a pre-constructed adapter:
storage?:
| {
// The adapter type. Optional — a top-level `path` implies 'filesystem',
// so { path: '/data' } works without it. Defaults to 'auto'
// (filesystem on Node-like runtimes, memory otherwise).
type?: 'auto' | 'memory' | 'filesystem'
// CANONICAL directory for filesystem storage. The rest of the API already
// speaks `path` (persist(path), Brainy.load(path), asOf(path),
// restore(path)). Specifying it implies type: 'filesystem'. Passed through
// to storage factories, including plugin-provided ones.
path?: string
// REMOVED in 8.0 — passing `rootDirectory` THROWS. Use `path`.
rootDirectory?: string
// REMOVED in 8.0 — a nested `options.{path,rootDirectory}` THROWS. Use `path`.
options?: any
}
| StorageAdapter // e.g. storage: new MemoryStorage()The canonical — and only — key is the top-level path. The pre-8.0 aliases rootDirectory, options.{path,rootDirectory}, and fileSystemStorage.{path,rootDirectory} were removed in 8.0: passing one now throws with the exact rename (never a silent default that would misplace data on upgrade). Because path implies filesystem, { path: '/data' } is a complete config; the type is optional.
Direct construction
If you want to skip the factory:
import { FileSystemStorage, MemoryStorage } from '@soulcraft/brainy'
const fsStorage = new FileSystemStorage('./brainy-data')
const memStorage = new MemoryStorage()
const brain = new Brainy({ storage: fsStorage })Migration from 7.x cloud adapters
7.x consumers of OPFSStorage, GcsStorage, R2Storage, S3CompatibleStorage, or AzureBlobStorage need to migrate to FileSystemStorage plus operator backup tooling. The recipe:
On the host running Brainy, mount a local disk (NVMe recommended). Cloud providers all expose persistent local disks: GCP Persistent Disk, AWS EBS, Azure Managed Disks.
Set
storage: { type: 'filesystem', path: '/mnt/brainy-data' }.Run your existing data import once into the new local store.
Set up an operator backup job using
gsutil/aws s3/rclone/azcopyon a cron — hourly or whatever your RPO requires. Point it at the brainy data dir.For point-in-time backups, use filesystem snapshots or
brain.now().persist(path).
Same data, same APIs, no library-side cloud code.