8.0 RC cleanup toward "one place per thing, zero-config, no deprecation":
- Remove the `brain.neural()` clustering namespace (ImprovedNeuralAPI + the dead
legacy NeuralAPI + the neural CLI + neural-only types). Similarity is `find({vector})`
/ `similar({to})`; attribute grouping is the aggregation `GROUP BY` engine. The separate
entity-extraction / smart-import feature (NeuralImport, NeuralEntityExtractor, SmartExtractor,
NaturalLanguageProcessor, `brain.extract()`/`brain.nlp()`) is kept.
- Remove `Db.search()`; `find()` is the one query verb (accepts a bare string or FindParams).
Fix the bundled MCP client, which called a non-existent `brain.search(query, limit)` →
now `find({ query, limit })`.
- Storage config: collapse to one canonical top-level `path` key. The pre-8.0 aliases
(`rootDirectory`, `options.*`, `fileSystemStorage.*`) are removed and now THROW with the
exact rename instead of silently defaulting to `./brainy-data` on upgrade. A single resolver
feeds createStorage, the 7.x→8.0 migration probe, and the plugin-factory handoff, so a native
storage provider resolves the identical root (no split-brain).
- Fix `similar({ threshold })`: the min-similarity filter was silently dropped; it is now
applied as a post-filter on `result.score` (the documented way to bound semantic results).
- Fix `vfs.rename()` on a directory: child path updates spread the entity vector into `update()`
and failed dimension validation; they are metadata-only updates now.
- Fix `vfs.move()`: copy+delete orphaned the content-addressed content blob (the destination
shared the source hash, then unlink removed it). `move()` now delegates to `rename()` — an
in-place path change that preserves the blob and the entity id, for files and directories.
- Fix streaming import: the bulk fast path never flushed mid-import nor signalled queryability.
Entity writes are now chunked by a progressive flush interval (100 → 1000 → 5000); each chunk
flushes and emits `progress.queryable`, so imported data is queryable during the import.
- Sweep all docs, comments, and JSDoc for the removed/changed APIs.
Integration suite: 49 files / 588 passed / 0 failed. Unit: 80 files / 1456 passed, no type errors.
162 lines
6.1 KiB
Markdown
162 lines
6.1 KiB
Markdown
---
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title: Storage Adapters
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slug: guides/storage-adapters
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public: true
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category: guides
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template: guide
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order: 2
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description: "Two adapters cover every deployment: in-memory for tests + ephemeral workloads, filesystem for everything that needs to persist. Both share one on-disk contract, including generational history and snapshots. Cloud backup is operator tooling, not a built-in adapter."
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next:
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- guides/plugins
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- concepts/consistency-model
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---
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# Storage Adapters
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Brainy 8.0 ships **two storage adapters**:
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- **`FileSystemStorage`** — persistent on-disk storage. The default for any
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deployment that needs to survive a restart. Runs on Node.js, Bun, and Deno.
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- **`MemoryStorage`** — in-memory only. The right choice for tests, ephemeral
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workloads, and short-lived demos.
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Both implement the same `StorageAdapter` interface, support the full Db API
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(generational history, snapshots, restore — see the
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[consistency model](../concepts/consistency-model.md)), and use the same
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on-disk layout (memory's "disk" is a JS Map).
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## Quick start
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```ts
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import { Brainy } from '@soulcraft/brainy'
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// Filesystem (recommended for any persistent workload):
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const brain = new Brainy({
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storage: { type: 'filesystem', path: './brainy-data' }
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})
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// Memory (tests, ephemeral):
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const brainMem = new Brainy({ storage: { type: 'memory' } })
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// Auto-detect (filesystem on Node-like runtimes, memory in browsers):
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const brainAuto = new Brainy({ storage: { type: 'auto' } })
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```
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## When to use which
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| Use case | Adapter | Why |
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|---|---|---|
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| Production app | `filesystem` | Durable, snapshot-able, mmap-able |
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| Tests, CI | `memory` | No disk teardown; fast |
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| Short-lived data pipeline | `memory` | No persistence needed |
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| In-browser demo | `memory` | Filesystem unavailable in browsers |
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| Cloud deployment | `filesystem` on local disk + operator backup | See "Cloud backup" below |
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## Cloud backup — operator tooling, not a built-in
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Brainy 8.0 deliberately ships **no cloud storage adapters**. Cloud backup is
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handled at the operator layer with standard tooling, the same pattern every
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production database uses (Postgres, SQLite, Redis):
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```bash
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# After a brainy flush, sync the on-disk artefact to your cloud of choice.
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gsutil rsync -r /var/lib/brainy gs://my-backup-bucket/brainy/
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# or:
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aws s3 sync /var/lib/brainy s3://my-backup-bucket/brainy/
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# or:
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rclone sync /var/lib/brainy remote:brainy-backups/
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# or:
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azcopy sync /var/lib/brainy "https://account.blob.core.windows.net/brainy?sv=..."
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```
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Brainy's filesystem layout is sync-friendly:
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- Atomic writes (temp + rename) — readers never see torn files
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- Per-shard files — `rsync`-style incremental sync works well
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- Immutable generation records (`_generations/`) — append-only, cache-friendly
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For point-in-time backups, take a filesystem snapshot (ZFS, btrfs, LVM, EBS,
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etc.) or use `brain.now().persist(path)` to write a self-contained snapshot
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you can sync independently of the live brain — see
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[Snapshots & Time Travel](./snapshots-and-time-travel.md).
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## Why no cloud adapters in 8.0?
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Cloud storage adapters lived in Brainy 4.x-7.x. They were dropped in 8.0
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because:
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- Zero production consumers used them at scale — every known production
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deployment ran on local filesystem.
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- Cloud-storage HNSW / DiskANN doesn't perform — vector indexes need
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low-latency random reads that S3 / GCS / R2 / Azure can't provide
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consistently.
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- Bundling cloud SDKs into the library cost ~3000-5000 LOC + 4-7 transitive
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dependencies for a feature nobody used.
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- Cloud backup via operator tooling is strictly more reliable than in-app
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upload (better retry semantics, better observability, better cost control).
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Brainy 8.0 is smaller, faster to install, and clearer about what it does.
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## Configuration
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```ts
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// BrainyConfig['storage'] — either a config object or a pre-constructed adapter:
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storage?:
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| {
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// The adapter type. Optional — a top-level `path` implies 'filesystem',
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// so { path: '/data' } works without it. Defaults to 'auto'
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// (filesystem on Node-like runtimes, memory otherwise).
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type?: 'auto' | 'memory' | 'filesystem'
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// CANONICAL directory for filesystem storage. The rest of the API already
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// speaks `path` (persist(path), Brainy.load(path), asOf(path),
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// restore(path)). Specifying it implies type: 'filesystem'. Passed through
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// to storage factories, including plugin-provided ones.
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path?: string
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// REMOVED in 8.0 — passing `rootDirectory` THROWS. Use `path`.
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rootDirectory?: string
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// REMOVED in 8.0 — a nested `options.{path,rootDirectory}` THROWS. Use `path`.
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options?: any
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}
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| StorageAdapter // e.g. storage: new MemoryStorage()
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```
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The canonical — and only — key is the top-level **`path`**. The pre-8.0 aliases
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`rootDirectory`, `options.{path,rootDirectory}`, and
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`fileSystemStorage.{path,rootDirectory}` were **removed in 8.0**: passing one now
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throws with the exact rename (never a silent default that would misplace data on
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upgrade). Because `path` implies filesystem, `{ path: '/data' }` is a complete
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config; the `type` is optional.
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## Direct construction
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If you want to skip the factory:
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```ts
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import { FileSystemStorage, MemoryStorage } from '@soulcraft/brainy'
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const fsStorage = new FileSystemStorage('./brainy-data')
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const memStorage = new MemoryStorage()
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const brain = new Brainy({ storage: fsStorage })
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```
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## Migration from 7.x cloud adapters
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7.x consumers of `OPFSStorage`, `GcsStorage`, `R2Storage`, `S3CompatibleStorage`,
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or `AzureBlobStorage` need to migrate to `FileSystemStorage` plus operator
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backup tooling. The recipe:
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1. On the host running Brainy, mount a local disk (NVMe recommended). Cloud
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providers all expose persistent local disks: GCP Persistent Disk, AWS EBS,
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Azure Managed Disks.
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2. Set `storage: { type: 'filesystem', path: '/mnt/brainy-data' }`.
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3. Run your existing data import once into the new local store.
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4. Set up an operator backup job using `gsutil` / `aws s3` / `rclone` /
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`azcopy` on a cron — hourly or whatever your RPO requires. Point it at
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the brainy data dir.
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5. For point-in-time backups, use filesystem snapshots or
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`brain.now().persist(path)`.
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Same data, same APIs, no library-side cloud code.
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