## Summary
- Rework `docs/web/training/torch.mdx` for people who already know the
PyTorch `DataLoader`, built around `lancedb.streaming.StreamingDataset`.
- The quickstart trains a state-to-action policy on the real
`lance-format/lerobot-xvla-soft-fold` dataset loaded via `hf://`, using
a zero-copy Arrow-to-tensor transform.
- Add a short table mapping PyTorch idioms (`IterableDataset`,
`DistributedSampler`, `collate_fn`, `random_split`,
`StatefulDataLoader`) to their LanceDB equivalents.
- Add an Optimizations section: Transform (including an `ExtractFrames`
example using blob v2 and torchcodec), Distributed Training, and the
existing Output Formats content moved underneath.
## Notes
- The quickstart depends on #4602 (permutation building over tables with
schema metadata), which is merged.
- `ExtractFrames` takes a URI and opens the table lazily because a local
`LanceTable` cannot yet be pickled into DataLoader workers.
- The Permutation-based "Selecting columns" and "Using multiple
DataLoader workers" sections further down are unchanged from main.
## Test plan
- [x] Ran the quickstart, transform, `ExtractFrames` (main process and
forkserver workers) and distributed snippets locally.
- [x] Rendered the page with `mint dev` and checked for console errors.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
---------
Co-authored-by: Claude Sonnet 5.5 <noreply@anthropic.com>
Adds a user-facing realtime engine (RTE) page at
`docs/web/tables/realtime-engine.mdx`, listed under **Management** after
Branches. It is adapted from the internal WAL field guide
(lancedb/sophon#6213), with the deployment and operations material left
out.
The page covers:
- what RTE is and how it works (memtable → SSTables → compaction; reads
merge the base table with the fresh tier)
- getting started: `set_unenforced_primary_key`, indexes, `enable_rte` /
`ALTER TABLE ... SET RTE`, `merge_insert` upserts and queries, partial
updates, deletes, and `checkpoint_rte` / `disable_rte`
- performance: write throughput and shard scaling, and read latency with
and without RTE
- a note on operations not yet supported (time travel, branching,
`count_rows`, row IDs, `TABLESAMPLE`)
Also aligns related docs with current RTE naming and behavior:
- `sql/ddl/table.mdx`: `SET MEMWAL` / `UNSET MEMWAL` → `SET RTE` /
`UNSET RTE`
- `maintenance/background-jobs.mdx`: job names are `memwal_compaction`
and `memwal_catchup_<type>`
- `feature-engineering/materialized-views.mdx`: MemWAL → realtime engine
- Python `AsyncTable.enable_rte` /
`RTEWriteSpec.with_maintained_indexes` docstrings: by default, indexes
created after enabling RTE are maintained too
The examples are written directly in the page rather than generated from
`docs/web-tests`, because RTE needs an Enterprise server to run.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
---------
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Co-authored-by: XY Zhan <zhaner08@hotmail.com>
Document explicit Managed Blob v2 opt-in, descriptor queries and payload
fetching, Function inputs and outputs, and whole-object cleanup. Explain
null versus empty values, snapshot ownership, packed-object retention,
and the distinction from the legacy large-binary Blob API.
The local ingestion and Enterprise Function examples have been executed
end to end. The Function lifecycle description depends on
lance-format/lance#10176 and the corresponding Enterprise migration. The
existing Functions page remains outside the published navigation until
launch.
Validation: the 347-file assembled site has no broken links. Mintlify
4.2.888 build validation reports four existing
`RsExampleBody`/`RsExampleTail` import warnings in the reranking and
vector-search pages; the same diagnostics reproduce with the unchanged
base versions of all three pages edited here.
The existing docs have 254 findings from our shared Vale rules.
Contributors would otherwise inherit these when editing the same lines.
Clean up the prose across 80 pages: correct product names and a repeated
word, simplify a few phrases, and replace dashes with punctuation that
fits each sentence. The pinned Vale scan now reports zero findings, with
no suppressions.
BREAKING CHANGE: `SentenceTransformerEmbeddings.trust_remote_code` now
defaults to `False` (was `True`). When an embedding function is restored
from table metadata, `trust_remote_code=True` and custom endpoints
(OpenAI `base_url`, Ollama `host`/proxy, watsonx `url`) are only honored
if the process approved them; otherwise computing embeddings raises
`UntrustedEmbeddingConfigError`. Functions created in the same process
are approved automatically. To reopen such a table in a new process,
call `get_registry().allow_remote_code(model, revision=...)` or
`get_registry().allow_endpoint(url)` first.
## Summary
Embedding functions are rebuilt from table metadata, which anyone who
can write the table controls. Since sentence-transformers defaulted
`trust_remote_code` to `True`, opening and querying a crafted table ran
arbitrary code from a model repository (GHSA-x8v2-vj73-gfwm). Metadata
could likewise point `base_url` at another server, sending it queries
and the `OPENAI_API_KEY` from the environment.
The table can no longer grant itself trust:
```python
registry = get_registry()
registry.allow_remote_code("nomic-ai/nomic-embed-text-v1.5", revision="<commit>")
registry.allow_endpoint("http://my-ollama-host:11434")
```
Trust is keyed by model name (optionally pinned to a revision), so
approving one model doesn't let a table swap in another. Restored
functions that aren't approved are replaced by a placeholder that raises
on use without constructing the real function (`huggingface` loads its
model in `__init__`), so non-embedding operations on the table keep
working. `sentence-transformers` and `huggingface` gain a `revision`
parameter. Custom embedding functions can opt in by overriding the new
`remote_code_model()` / `endpoints()` hooks.
Not covered: TypeScript (its built-ins have neither remote code nor
configurable endpoints), Bedrock `assumed_role`, and third-party
functions that don't implement the hooks.
## Evidence
`test_embeddings_trust.py` covers restore with and without approval,
revision pinning, swapped model names, endpoint gating, and that the
table stays usable. Opening a table with crafted metadata and searching
it now gives:
```
UntrustedEmbeddingConfigError: Embedding function 'sentence-transformers' was restored from table metadata with settings this process has not approved:
- runs code from model 'attacker/model' at revision None. If you trust it, call get_registry().allow_remote_code('attacker/model', revision=None)
```
## Merge Risk
**Door:** One-way: changes a default and makes previously working
reopen-and-search flows require explicit approval.
**Blast Radius:** public-api (Python embeddings); users of remote-code
models or custom endpoints who reopen tables in a new process.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
---------
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
## What
Renames the MemWAL surface in two passes, across Rust, Python,
TypeScript, and Java, including the wire format.
### 1. MemWAL APIs drop "LSM"
The write path these APIs drive is Lance's MemWAL; "LSM" described its
shape rather than naming it. Turning it on and off now reads as enabling
a feature rather than installing a spec.
| Before | After |
|---|---|
| `set_lsm_write_spec` | `enable_memwal` |
| `unset_lsm_write_spec` | `disable_memwal` |
| `get_lsm_write_spec` | `get_memwal_spec` |
| `flush_lsm` / `compact_lsm` / `checkpoint_lsm` | `flush_memwal` /
`compact_memwal` / `checkpoint_memwal` |
| `get_lsm_stats` | `get_memwal_stats` |
| `close_lsm_writers` | `close_memwal_writers` |
| `use_lsm` (query, merge insert) | `use_memwal` |
| `LsmWriteSpec` / `LsmStats` | `MemWalWriteSpec` / `MemWalStats` |
| Java `LanceDbTableLsm` | `LanceDbTableMemWal` |
TypeScript and Java use camelCase (`enableMemWal`, `getMemWalStats`,
...); the napi methods set `js_name` so the generated names keep the
`MemWal` casing. flush/compact/checkpoint keep a `_memwal` suffix so
`compact_memwal` is not confused with `compact_files` / `optimize`,
which compact the base table.
Internal names (`LsmMode`, `LsmScanner`, the `merge::lsm` / `query::lsm`
modules) are unchanged.
### 2. Stats use SSTable and table shard
Aligns the stats surface with the MemWAL naming settled upstream in
lance-format/lance#7943 and #7957, where the persisted unit became an
**SSTable**.
**Generation → SSTable.** A `GenerationStats` describes one flushed
MemTable, which is an SSTable. The generation *number* is kept — an
SSTable is identified by its generation — so only the noun moved.
**Bucket → table shard.** Each entry is one MemWAL shard. "Bucket" names
only the hash sharding *transform*, so it was already wrong for
`identity` and `year` sharding, which produce shards and no buckets at
all.
| Before | After |
|---|---|
| `GenerationStats` | `SsTableStats` |
| `BucketStats` | `TableShardStats` |
| `stats.buckets` | `stats.table_shards` |
| `BucketStats.generations` | `TableShardStats.sstables` |
| `include_generation_rows` | `include_sstable_rows` |
| `newest_generation` | `newest_sstable_generation` |
| `outstanding_generations` | `outstanding_sstables` |
Docs and comments follow suit: "seal" → "freeze", "L0" / "flushed
generations" → SSTables, "bucket" (meaning a shard) → table shard.
`MemWalWriteSpec::bucket`, `num_buckets`, and the `"Sealed"` shard
status value are **unchanged** — those name the sharding transform or a
server value, not the shard.
## Compatibility
Breaking, for an experimental API. The wire format changes with the
SDKs, so this must roll out together with the matching server change:
- Routes: `/set_lsm_write_spec/` → `/enable_memwal/`,
`/unset_lsm_write_spec/` → `/disable_memwal/`, `/get_lsm_write_spec/` →
`/get_memwal_spec/`, `/flush_lsm/` → `/flush_memwal/`, `/compact_lsm/` →
`/compact_memwal/`, `/get_lsm_stats/` → `/get_memwal_stats/`
- Response keys: `lsm_write_spec` → `memwal_spec`, `lsm_stats` →
`memwal_stats`, `buckets` → `table_shards`, `generations` → `sstables`
- Request fields: `include_generation_rows` → `include_sstable_rows`;
`use_lsm` → `use_memwal` on query and merge-insert bodies
## Validation
- Rust: `cargo test --features remote -p lancedb --lib --tests` — 1467
lib tests and all integration test targets pass; `cargo clippy` clean
- Python: rebuilt the extension; `test_remote_db`, `test_memwal_spec`,
`test_merge_insert_lsm`, `test_query`, `test_permutation`, `test_table`
— 655 passed; `ruff format` / `ruff check` clean
- TypeScript: `pnpm build`; `table`, `merge`, `query` tests — 593
passed; `biome check` clean; `docs/src/js` regenerated with `npm run
docs`
- Java: `mvn test` — 37 passed (Spotless applied with JDK 11; the pinned
google-java-format does not run on JDK 21)
🤖 Generated with [Claude Code](https://claude.com/claude-code)
---------
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
This PR is part of the documentation revamp. Once the full set of PRs is
merged, we’ll publish the combined site to staging for review before
updating docs.lancedb.com.
The curation, SQL and operations pages contain outdated claims and
examples that do not reliably work as written.
This corrects those pages against the reviewed SDK and local server
evidence, including prepared statements, background jobs, cleanup and
monitoring. Integration guides are grouped with their examples in #4533.
Function and Secret-object documentation stays unpublished until its
release. The two Function pages are listed in `.mintignore` and left out
of the navigation, and the sections about them on other pages are MDX
comments.
Stacked on #4533. Each MDX file has one PR owner. Rebase onto main after
#4533 is squash-merged.
Local assembly, Mint validation and link checks pass, and the assembled
site shows no Function or Secret-object content. A local release
rehearsal that uncomments the drafts and restores the navigation also
passes. Hold publication until this PR and lancedb/sophon#8688 are on
`main`.
This PR is part of the documentation revamp. Once the full set of PRs is
merged, we’ll publish the combined site to staging for review before
updating docs.lancedb.com.
Ingestion, search and integration examples are incomplete or
inconsistent across languages, and some guidance misstates SDK behavior.
This brings the guides and their example sources together. It includes
complete Python, TypeScript and Rust workflows, isolated provider and
reranker examples, the Superlinked corrections, and guidance on retries
that can duplicate writes.
Stacked on #4491. Each MDX file has one PR owner. Rebase onto main after
#4491 is squash-merged.
Local assembly, Mint validation and link checks pass. Example code is
unchanged from the previously validated package. Publication stays held
through integration.
This PR is part of the documentation revamp. Once the full set of PRs is
merged, we’ll publish the combined site to staging for review before
updating docs.lancedb.com.
The introductory pages are inconsistent, and the old PR split asked
reviewers to review some pages twice.
This brings the final quickstart, connection guide, architecture and
Concepts pages together. It clarifies OSS and Enterprise, simplifies
naming rules and includes the navigation and diagram fixes from #4489.
Function and Secret details on the Concepts pages are MDX comments until
their release, and CONTRIBUTING.md explains how to write docs before a
release.
Includes #4532. Ingestion, search and integrations are in #4533; data
workflows, SQL and operations are in #4534. Each MDX file has one PR
owner.
Local assembly, Mint validation and link checks pass. The Function pages
stay published from `main` until #4534 hides them, so hold publication
until the complete stack is integrated.
Add an authorization API to the LanceDB catalog. This is an API that can
be used to bind access control lists (ACLs) to individual catalog
objects. It can also be used to manage server-side roles, and introspect
principals and groups. The new API is implemented in both the Rust,
Python, and async Python styles and includes list_acls, add_acl,
delete_acl, list_role_bindings, add_role_binding, delete_role_binding,
get_principal, and get_group. This API implements the design principle
of forwards-compatibility. So unknown privilege, object, and subject
types do not cause errors, but are be supported as best as possible in
the library.
Lance supports `search_effort`, but LanceDB cannot pass it through its
query APIs. Expose the parameter in Rust, Python sync/async and
TypeScript, including remote requests and hybrid query conversion, using
the [Lance
v14.0.0-beta.13](https://github.com/lance-format/lance/releases/tag/v14.0.0-beta.13)
dependency already on main.
The default is `None` (Auto, internally 0.5). Any explicit effort,
including 0.5, overrides fixed `nprobes` in either setter order;
explicit minimum/maximum bounds remain effective. Invalid values are
rejected in the Rust core. Hybrid conversion now retains the vector
probe parameters and handles an inferred FTS column without panicking.
Namespace queries with explicit effort execute locally because the
namespace wire model cannot carry it. MemWAL LSM queries reject it
explicitly because Lance's LSM scanner does not yet expose this option.
Maturin is included in the dev extra so the documented build command
works in the project environment.
BREAKING CHANGE: The public Rust `VectorQueryRequest` struct now
includes `search_effort: Option<f64>`. Downstream code that initializes
every field explicitly must add `search_effort: None` or use
`..Default::default()`. Exhaustive destructuring patterns must include
the new field or `..`. Query-builder calls and struct literals that
already use `..Default::default()` require no source changes. The new
effort setters in Python and TypeScript are additive. This PR does not
change the persisted file format.
Using explicit effort with remote tables requires server support for
`search_effort` and its precedence over `nprobes`; the client wire tests
do not establish that a deployed server supports it. Server-side support
is tracked in lancedb/sophon#8607.
Validation on AWS after merging current main (Lance beta.13 / SDK
beta.5):
- 14 Rust regressions and the API doctest pass.
- 60 parameter regressions, the full 47-test namespace suite, and three
API doctests pass. The parameter selection includes some namespace
cases.
- 40 TypeScript query tests and 54 remote tests pass; build, lint and
generated docs pass.
- Rust Clippy, Python package lint/format, Pyright and lockfile checks
pass. Repository-wide Ruff reports 49 lint errors and 11 formatting
failures in unchanged `docs/web-tests` files; those files are
byte-identical to main and outside this change.
All 1,103 Git-tracked files match the AWS validation checkout. No
benchmark scripts or result artifacts are included, and no performance
improvement is claimed.
Uses lance-format/lance#9798. Server-side support is in
lancedb/sophon#8607.
## Summary
Fixes the Dependabot alerts for Rust crates that have a patched release.
- `Cargo.lock`: aws-smithy-json 0.62.5 → 0.62.7, quinn-proto 0.11.14 →
0.11.19, xxhash-rust 0.8.15 → 0.8.19.
- `docs/web-tests/rs/Cargo.lock`: rustls 0.23.35 → 0.23.45,
rustls-webpki 0.103.13 → 0.103.15, serde_with 3.16.1 → 3.22.0, rand
0.8.5 → 0.8.8 and 0.9.2 → 0.9.5, xxhash-rust 0.8.15 → 0.8.19.
- `rust/lancedb/Cargo.toml`: the AWS SDK crates' default features
include the legacy `rustls` feature, which pulls in rustls 0.21 and the
vulnerable rustls-webpki 0.101.7 via hyper 0.14.
`aws-sdk-bedrockruntime` (behind the optional `bedrock` feature) and the
`aws-sdk-s3`/`dynamodb`/`kms` dev-dependencies now use `default-features
= false` with `default-https-client` + `rt-tokio`, the same rustls 0.23
client `aws-config` already uses. Minimum versions are raised to the
first releases that have `default-https-client`. This removes rustls
0.21, rustls-webpki 0.101, hyper 0.14 and h2 0.3 from the lockfile.
Not fixed: fast-float 0.2.0 has no patched release. It comes from
polars-arrow via the optional `polars` feature, pinned to `<0.40`;
removing it needs a polars upgrade.
## Merge Risk
**Door:** two-way; lockfile and dependency-feature changes only.
**Blast Radius:** `bedrock` embedding function's HTTP client, and
S3/DynamoDB/KMS integration tests.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Keep IVF probe fields unset by default so Lance supplies adaptive
behavior. Preserve `nprobes`, `minimum_nprobes`, and `maximum_nprobes`
independently through Rust, Python, namespace, and remote request
construction, with compatibility fields serialized only when explicitly
configured.
The final Rust namespace and LSM propagation update depends on the Lance
release containing lance-format/lance#9184.
TypeScript rejected `Index.fts({ baseTokenizer: "code" })` because the
public `BaseTokenizer` union omitted `"code"`, although the native
tokenizer already supports it.
Add `"code"` to the shared union, document its identifier behavior, and
regenerate the API reference. The regression test creates and searches a
code-tokenized FTS index with a typed configuration across Arrow
versions 15–18.
Validation:
- The regression failed before the fix with TS2322: `"code"` was not
assignable to `BaseTokenizer`.
- After the fix, all four cases pass: `pnpm test __test__/table.test.ts
--runInBand -t 'full text search code tokenizer' --verbose=false`.
- `pnpm build`, `pnpm lint`, `pnpm run docs`, and formatting of the
changed TypeScript files pass.
Fixes#4366
<!-- lance-gatekeeper-fix:v1 agent=8c37ac529cec8862bd5dbc218c5aaa8d
generation=1 -->
Co-authored-by: Gatefixer <313497061+lancedb-gatefixer[bot]@users.noreply.github.com>
Fixes#4379
Remote `table_names` discarded the continuation token after the first
root-listing request, silently returning the server's default page of 10
names. Remote `list_tables` also inherited that server default, while
local listings had no SDK page limit. Python's synchronous and namespace
wrappers still imposed a default limit of 10 names. The namespace
adapter also discarded continuation tokens, so an unlimited REST
namespace listing could stop at the server's page cap.
Follow server-provided root listing tokens until the requested name
limit or the end of the listing, preserving `start_after`, cache
population, and guards against empty or repeated tokens. The namespace
adapter collects every server page, then sorts names and applies the
name cursor and total limit: namespace tokens are opaque, and page order
need not be name order. Empty tokens end the listing; token cycles
return an error. Python sync and namespace `table_names` wrappers now
default to `None`, matching the asynchronous and TypeScript APIs.
Namespace overrides accept the base connection's optional limit,
avoiding import-time signature errors on Python 3.10 and 3.11. Set the
`list_tables` default to 100 at the shared connection boundary,
including namespaces, and return empty results for a zero limit without
sending an invalid server request. Update the SDK documentation to
describe these defaults.
`list_tables()` is now a paginated call in both modes: callers with more
than 100 tables must follow the returned token or supply an explicit
larger limit. `table_names()` without a limit returns every name.
Namespace table-name calls enumerate the namespace before applying name
cursors and limits; use `list_tables()` for paginated access.
Validation:
- Regression cases reproduce the original root-listing truncation and
cover 130 tables, opaque tokens, short pages, explicit limits,
`start_after`, and zero limits.
- Relevant Rust remote database, connection, and local listing test
groups: 175 passed. Namespace adapter tests: 23 passed, including opaque
tokens, unordered and empty pages, name cursors, limits, zero requests,
and token cycles.
- Rebuilt the Python extension; namespace and local/mocked remote
listing tests using `uv.lock`: 46 passed on Python 3.10 and 46 passed on
Python 3.13.
- REST namespace regressions reproduced the truncation before the fix
and now return all 12 names from a server capped at 10 per response, for
sync/async connections at root and child paths. They also cover
unordered pages, name cursors, explicit limits, and zero requests. The
exact Python 3.10 import error also reproduced before the
optional-signature fix.
- TypeScript connection test file: 38 passed; `pnpm build`, `pnpm lint`,
and `pnpm run docs` passed.
- `cargo check --quiet --features remote --tests --examples` and `cargo
clippy --quiet --features remote --tests --examples` passed.
- Rust formatting, Python Ruff formatting/lint, and diff whitespace
checks passed.
<!-- lance-gatekeeper-fix:v1 agent=43f92f1f05ac9ca74229af590945cb88
generation=1 -->
---------
Co-authored-by: Gatefixer <313497061+lancedb-gatefixer[bot]@users.noreply.github.com>
`execute_query` / `execute_query_async` can now bind values to `$1` /
`$name` placeholders instead of splicing them into the SQL text. The
values travel as Arrow, so a float32 keeps its exact bits and type and a
vector stays a compact `FixedSizeList` (3 KB for 768 dims rather than ~9
KB of decimal literals parsed back as Float64).
```rust
db.execute_query_async("SELECT id FROM docs ORDER BY distance(vector, $vector) LIMIT $k")
.parameters(batch) // one-row RecordBatch
.execute()
.await?;
```
```python
db.execute_query(sql, parameters={"vector": np.float32_vector, "k": 10})
```
- A statement with parameters is sent on one `DoExchange`: the first
message carries the `CommandStatementQuery` descriptor and the parameter
schema, the second the one-row batch, and the result rows stream back on
the same call. Statements without parameters keep `PollFlightInfo` +
`DoGet` unchanged.
- Column `i` binds `$<i+1>`; a column whose name is not a number also
binds `$<name>`. Python accepts a list (positional), a dict (named), or
a one-row `RecordBatch` / `Table`; 1-D numpy / pyarrow arrays become a
`FixedSizeList` of their element type.
- A parameterized query runs on its call: `cancel()`, dropping the
handle before reading, or dropping the reader ends the call and stops
the server-side statement. It is still registered for `describe_query`.
- `Database::execute_query_async` now takes an `ExecuteQueryRequest`
options struct.
Server side: lancedb/sophon#8256.
Remove scaffold that accidentally caused the post-merge Rust
license-header check to fail. Include `docs/web-tests/**` in the PR
workflow paths so future docs test changes run the license checks before
merge.
Validation: `cargo fmt --all`; `git diff --check`;
license-header-checker v1.5.0 using all four workflow commands on a
clean checkout; Cargo metadata confirms all six Rust example targets
remain unchanged.
Move the public website pages into `docs/web` beside the SDK, with
shared navigation and executable example sources in `docs/web-tests`.
The combined website is assembled by
[lancedb/docs#355](https://github.com/lancedb/docs/pull/355), with six
Enterprise replacements from
[lancedb/sophon#7681](https://github.com/lancedb/sophon/pull/7681).
This includes Function guidance, runnable Quickstarts, regenerated
snippets, production contact/demo fixes, the legacy SQL route, and the
LeRobot redirect. LeRobot remains attributed to Geneva; all 34 Geneva
pages remain in the docs repository until Function officially launches.
Materialized-view guidance follows the full rebuild refresh introduced
by #4373: local refresh writes the complete result, has no `full`
argument, supports `source_version`, and no longer requires stable row
IDs. Deployment SQL refresh options and stable-ID setup are qualified by
version/configuration. Function input guidance distinguishes ordinary
stored columns from computed inputs supported by newer deployments.
**Validation:** independently accepted local checks include 95 Python
tests (real Enterprise excluded), eight TypeScript tests, Rust
Quickstart, snippet parity, typos, deterministic assembly, Mint
validation and links/anchors/redirects. The combined baseline retains
all 181 production routes and 17 legacy redirects. Examples ran locally
against source-built Python SDK 0.40.0b13; existing GitHub workflows do
not run `docs/web-tests`. New main at `069b2f7d` is 0.41.0b0 and adds
computed Function inputs; that SDK was not exercised by the accepted
tests. Latest prose corrections receive focused site validation.
**Merge/rollout:** merge this and #7681 before #355's combined CI, which
reads producer `main`. This is migration infrastructure: section
overlays, source-owned skills and automatic versioned paired releases
remain follow-ups. The current manual publisher is transitional. Hosted
validation, a supported SDK/Enterprise release pair and a real
Enterprise walkthrough remain pending.
Production Mintlify watches `lancedb/docs:deploy-freeze`, directory
`docs`; preserve that source through review. The separate SDK GitHub
Pages reference workflow rebuilds on main merges.
**Updated-head CI (9a50f8db):**
[Typos](https://github.com/lancedb/lancedb/actions/runs/37654185443/job/112904990558),
[PR
title](https://github.com/lancedb/lancedb/actions/runs/37654179507/job/112904974595)
and
[Aikido](https://app.aikido.dev/featurebranch/scan/215386145?groupId=74229)
pass. Critical findings in the example lockfiles were patched: all Sharp
copies use 0.35.5, protobufjs 7.6.6, tar 7.5.22, quinn-proto 0.11.19,
zerovec 0.11.8 and zerovec-derive 0.11.6. The SDK's product dependencies
are unchanged. The revised lockfiles pass eight TypeScript examples,
HuggingFace decode/resize/crop/rescale/normalize plus AVIF roundtrip,
and Rust Quickstart. Aikido passing does not mean every advisory is
cleared; npm still reports 29 high and five moderate advisories in the
example dependency graph. No scanner bypass or suppression was added.
The Function prose correction passes combined/standalone Mint,
deterministic assembly, routes and assets. The revised 325-file site
checksum is
`175bec06864abb400dd292e667ba93448c0479b8359fd7bf6146afabf9040647`. This
PR remains open for independent review; further merges are on hold.
---------
Co-authored-by: Brendan Clement <brendan.clement@lancedb.com>
add to table stats the number of rows that has
been marked for deletion, but not yet deleted.
note that when a table fragment is removed due to
deletion of all of its rows, these rows are not counted. since the main
use of this feature is to determine when table compaction is needed, the
fact that these rows are not reported should not impact that decision
(deleted table fragments don't need compaction).
Fixes: https://github.com/lancedb/lancedb/issues/3761
Co-authored-by: Claude Opus 5.0 <noreply@anthropic.com>
`maintained_indexes` on a MemWAL table has three values: a named list,
`[]` for none, and `null` for every index the table has, including ones
created later. This PR makes every client read all three back as they
were set.
- **Rust remote client** (also used by the Python and Node SDKs) reads
`null` as `None`.
- **Java client** reads `null` as `null`, not as an empty list.
- **Docs** for the setter, the field and the getter describe the three
values the same way in Rust, Python, Node and Java. The generated JS
docs are regenerated to match.
## Testing
- `rust/lancedb`: 73 LSM tests pass, including one case per value. With
the decoder typed as a list, the `null` case fails.
- Java: two cases for `null` and `[]` on the read path, run by the Java
CI job.
- `cargo fmt`, `cargo clippy -D warnings` and `ruff format` are clean.
Simplify experimental materialized views to one output-only storage
layout and one full-rebuild refresh implementation.
## Current layout
Local materialized views currently maintain incremental-refresh state
alongside the materialized values:
- an internal `__source_row_id` column for source provenance;
- `mv.definition` plus `mv.incarnation`;
- source version/timestamp, view version, and last-refresh watermarks;
- optional `mv.staging` state for table-function sources; and
- stable-row-ID requirements on the source table.
Refresh classifies source changes, appends or evicts rows when possible,
and falls back to a rebuild for unsupported deltas. Remote
create/refresh also use separate REST mutation paths.
## New layout
An MV is an ordinary Lance backing table containing only:
- the defining query's output columns;
- its current data fragments; and
- `mv.definition`, encoded as a versioned SQL envelope such as
`{"kind":"query","format":1,"query":"SELECT ..."}`.
There is no provenance column, incarnation, source/view watermark,
staging metadata, or stable-row-ID requirement. Local refresh may still
pin a source version for reproducibility, but it always recomputes the
complete result.
Full refresh streams the new result into uncommitted fragments and then
publishes a single transaction that removes every old fragment and
installs the new set. A shared conflict token prevents concurrent
replacements from both committing. This fragment-replacement primitive
is also used by Sophon's SQL worker.
## New remote create workflow
```text
Connection::create_materialized_view(...)
-> builder renders the defining SELECT
-> remote Database receives a CreateMaterializedViewRequest
-> submit CREATE MATERIALIZED VIEW ... AS ... through Flight SQL
-> retain the SQL Query handle while the Job is running
-> consume the durable SQL-job result
-> open the created table and read mv.definition
-> return MaterializedView
```
Remote refresh similarly submits `REFRESH MATERIALIZED VIEW` through
Flight SQL. Cancelling either wrapper forwards cancellation to the
retained SQL query before aborting the local task, so the server
operation is not silently left running.
## API changes
- remove incremental/no-op modes and the `full` switch;
- remove distributed grouped/partitioned refresh APIs and native
vector-source MV APIs;
- keep full-refresh results across Rust, Python, and TypeScript;
- preserve list/describe/drop as object-management operations while
routing create/refresh mutations through SQL.
The storage contract is experimental and has no compatibility shim;
views using the removed layout must be recreated.
CatalogConnection.list_databases should return an iterator so that users
don't have to manually re-implement pagination. For those who do want
more control over pagination, add num_page_results and page_token to the
Iterator object, and also allow the iterator object to be created at a
specific page token.
Add Reverie banner to the top of README until event ends.
Additionally, I also removed the "LanceDB Cloud" skinny banner since
we're not promoting that right? Should we modify the larger LanceDB
modify to not mention "Try LanceDB Cloud"?
Closes#4270.
## Summary
Blob v2 columns now accept more of the containers TypeScript code
commonly has, both as the column value and inside `{ data }` / `{ uri
}`:
| Input | Handling |
|---|---|
| `ArrayBuffer` | `new Uint8Array(value)`, no copy |
| `URL` | stored as `value.href` |
| `Blob` / `File` | `await value.arrayBuffer()` in the async write
paths: `createTable`, `add`, `mergeInsert` |
`makeArrowTable` is synchronous, so it can't read a `Blob`. Given one,
it throws an error that names the field and row and points to the async
APIs or `new Uint8Array(await value.arrayBuffer())`. It does not write a
null blob.
### Types
`BlobInput` is now the accepted input type. It is widened to the types
above and exported from the package entry point with `BlobData` and
`BlobUri`, so callers can annotate rows and `tsc` catches bad inputs.
The struct forms are a union that requires exactly one of `data` /
`uri`. The old normalized `{ data, uri }` shape is renamed to
`BlobValue` (internal).
### Implementation
- `blob.ts`: `normalizeBlobInput` (sync: `ArrayBuffer`/`URL`),
`resolveBlobInput` (async: `Blob`/`File`). `coerceBlobValue` normalizes
first.
- `arrow.ts`: `mapBlobInputs` walks only the blob positions in the
schema, including blobs nested in structs and lists. It copies records
and arrays only where a value changed, so caller data is never mutated.
`resolveBlobInputs` runs before `makeArrowTable` in `convertToTable`
(used by `add` / `mergeInsert`) and in `createTable`. Each distinct
`Blob` is read once.
- `makeArrowTable` now coerces every blob value to the full `{ data, uri
}` struct **before** schema inference. This also fixes two bugs that
existed before this change:
- Rows mixing plain bytes with `{ data }` failed inference.
- A `{ uri }`-only struct produced a blob struct missing its `data`
child.
Blob validation errors now include the field path and row.
- Also fixed along the way:
- `add` / `mergeInsert` on a table with an embedding function rejected
most blob values, because `ensureNestedFieldsExist` filled blob columns
in like ordinary structs. It now skips them.
- With a schema, a struct field that is `null` in one row and a record
in a later row failed inference. Primitives and arrays given for a
struct field are now rejected instead of being written as an all-null
struct.
- Blob structs with keys other than `data` / `uri` are rejected, which
catches typos. Class instances with `data` / `uri` are handled like
plain objects.
## Testing
- Unit tests in `__test__/blob.test.ts`: coercion of the new types,
rejection and error messages for `Blob` in the sync path, nested lists
and structs, `resolveBlobInputs` (only blob columns touched, caller data
untouched, shared `Blob` read once).
- Table tests in `__test__/table.test.ts`:
- `createTable`, `add`, and `mergeInsert` round-trip `ArrayBuffer` /
`Blob` / `File` bytes through `fetchBlobs`.
- `URL` and `{ uri: URL }` are added to the external-blob round-trip
test from #4317 (`allowExternalBlobOutsideBases`).
- Full `jest` suite passes locally after the rebase (938 passed). `pnpm
lint` is clean and `pnpm run docs` has been regenerated.
Streaming inputs (`ReadableStream`, Node `Readable`, async iterables)
remain out of scope, as the issue says.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
https://claude.ai/code/session_012U4KdHofT5edv3LcXHXbLv
---------
Co-authored-by: Claude <noreply@anthropic.com>
`nprobes(0)` bypassed the validation used by the minimum and maximum
probe setters, allowing zero into query requests and producing
inconsistent local and remote results. Sync Python could additionally
interpret the zero maximum as an unbounded search.
Reject zero in the Rust vector-query builder and propagate its input
error through the Python vector/hybrid and Node bindings. Validate
nonpositive counts in the sync Python vector and hybrid builders so
every SDK and backend reports `nprobes must be greater than 0` before
execution. Update the Rust examples and document the positive-count
requirement.
Regression tests cover local and remote vector/hybrid builders,
rejection before remote query requests, promised TypeScript query
vectors, and positive counts replacing both probe bounds.
Validation:
- Rust probe regression tests: 2 passed.
- Focused Python query, remote, hybrid, and serialization tests: 22
passed. The four sync regression cases fail with the original setters.
- Focused TypeScript indexed local and mocked remote tests: 2 passed.
- Workspace `cargo check --features remote --tests --examples` and
Clippy passed.
- Rust formatting, Python formatting/lint, and TypeScript
build/lint/docs passed. Repository-wide `ruff check .` reports 29
existing errors in unchanged CI scripts; `ruff check python` passes.
Fixes#4388
BREAKING CHANGE: Rust `VectorQuery::nprobes` now returns `Result<Self>`
instead of `Self`; callers must handle the result, as with the existing
minimum/maximum probe setters.
<!-- lance-gatekeeper-fix:v1 agent=e92fda5a212c7f9e80fa55e7b4e4634d
generation=1 -->
Co-authored-by: Gatefixer <313497061+lancedb-gatefixer[bot]@users.noreply.github.com>
Empty local TypeScript queries returned a zero-row Arrow table with no
columns because `toArrow()` built the table solely from record batches.
Local streams can yield no batches, while remote streams often supply an
empty batch carrying the schema.
Expose the executed stream's schema through the native iterator and
decode it into an empty Arrow table when no batches arrive. This
preserves projected and search columns, types, nullability, and metadata
without executing another query. Document the empty-result behavior.
Validation:
- Eleven regression cases failed with the original `toArrow()`
implementation; all twelve now pass, including remote schema-only and
empty-batch responses.
- All 1,075 tests in the query, remote, Arrow, and table suites pass.
- Native build, TypeScript compilation, Rust formatting and Clippy (`-D
warnings`), TypeScript lint/formatting, and documentation generation
pass.
Fixes#4386
<!-- lance-gatekeeper-fix:v1 agent=7d589da1f7db5c7383f9600490e111a9
generation=1 -->
Co-authored-by: Gatefixer <313497061+lancedb-gatefixer[bot]@users.noreply.github.com>
Thanks @vincentkoc for starting this! I was just looking into this
myself. I started with your PR and added:
- make arrow 21 the default
- widen the peer range to <22 so if they release 21.3 that'll be
included
- have to do skipLibCheck in tsconfig.json, because of flatbuffers 25
which needs TypeScript 5.7
- fix override in Symbol.hasInstance
- support new types in Arrow 20-21 (LargeList, Utf8View, BinaryView,
IntervalMonthDayNano)
- arrow-compat job in nodejs.yml that runs tests with arrow 19 and 20
(adds 2 sec)
- put the list of arrow types in one place
- update NODEJS_THIRD_PARTY_LICENSES.md
- regenerated typescript docs (sorry about reorderings, one time cost)
- reformat arrow.test.ts (sorry, almost all whitespace, thanks to biome.
git diff -w shows 110 lines edited)
- fixed Sliced Utf8View / BinaryView serialization error, by just
converting them to Utf8 and Binary (as our rust code would anyway)
---------
Co-authored-by: Vincent Koc <vincentkoc@ieee.org>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>