mirror of
https://github.com/lancedb/lancedb.git
synced 2026-09-04 12:38:38 +00:00
e639b1b650
## Summary
Add SQL execution to remote LanceDB connections. On the standard
synchronous connection, `execute_query` waits for the initial result
stream and returns its Arrow reader. `execute_query_async` is called
without Python `await` and immediately returns a query handle for status
inspection, streaming, or cancellation. Local databases report that SQL
is not supported.
The transport and query lifecycle live in Rust. Python exposes
native-backed synchronous and asynchronous connection methods and query
wrappers; it does not use PyArrow's Flight client.
## User experience
The standard synchronous connection supports both direct reads and
background query execution:
```python
db = lancedb.connect(
"db://analytics",
api_key="ldb_...",
sql_host_override="grpc+tls://sql.example.com:10026",
)
# Direct execution waits only until the initial result stream is available.
# Later batches continue streaming as the query progresses.
reader = db.execute_query(
"SELECT * FROM events",
default_namespace_path=["production"],
)
for batch in reader:
print(batch.num_rows)
# Background execution returns a query handle immediately. Despite the
# `_async` suffix, no Python `await` is needed on a synchronous connection.
query = db.execute_query_async("SELECT * FROM events")
print(query.id)
description = db.describe_query(query.id)
print(description.status)
print(description.progress)
print(description.expires_at)
# Start reading as soon as the service advertises partial results. The reader
# continues polling and yields newly available record batches until the query
# and all result endpoints are complete.
reader = query.reader()
for batch in reader:
print(batch.num_rows)
# Or cancel a different still-running query. Its status becomes "cancelling"
# while the server is still working, then "cancelled" once confirmed.
cancelled_query = db.execute_query_async("SELECT * FROM large_events")
cancelled_query.cancel()
```
The less commonly used asynchronous connection exposes the same
operations as coroutines:
```python
async_db = await lancedb.connect_async(
"db://analytics",
api_key="ldb_...",
sql_host_override="grpc+tls://sql.example.com:10026",
)
query = await async_db.execute_query_async("SELECT * FROM events")
async for batch in await query.reader():
print(batch.num_rows)
```
The UUIDv7 query id is scoped to the connection that submitted it. The
connection retains lightweight shared query state used by
`query.describe()` and `db.describe_query(query.id)`; the id does not
encode SQL or a Flight continuation token and is not a cross-connection
resume token. Abandoned state has bounded retention, and terminal state
remains available briefly.
Unqualified table names use the connected database and the `public`
namespace by default. `default_namespace_path` accepts a list such as
`["production", "events"]`. SQL can still use qualified names to
reference other databases and namespaces available to the deployment.
## Design
- Uses Arrow Flight `PollFlightInfo` for submission and long polling,
`DoGet` for results, and `CancelFlightInfo` for cancellation. Each
`PollInfo.info` is treated as the cumulative set of currently available
endpoints, so advertised tickets are consumed once and batches can be
delivered before execution is complete.
- Serializes result completion and cancellation into one lifecycle. A
server-accepted request reports `cancelling` and wakes blocked
status/result work; a later retry can confirm `cancelled`. Result
retrieval is rejected after cancellation is accepted, while cancellation
after a result was already delivered is a no-op.
- Assigns a time-ordered UUIDv7 connection-scoped query id and retains
only shared evolving lifecycle state, keeping SQL, Flight continuation
tokens, and Arrow result data out of public ids and the registry.
- Leaves admission control to the server while honoring server
expiration and a local fallback retention window for abandoned entries.
- Retains terminal ids for five minutes so they remain available for
connection-level description.
- Keeps one lazily initialized SQL client on each remote database
connection and attaches fresh authentication, routing, namespace, and
request metadata to every operation.
- Applies the configured overall timeout to each execution, description,
reader, and cancellation operation. A result reader carries one absolute
deadline from `reader()` through the end of streaming; connect and read
timeouts continue to bound their individual phases.
- Returns a bounded, backpressured, single-consumer Arrow stream rather
than collecting the full result in memory. Dropping the reader stops
downloading but does not implicitly cancel the server query.
- Preserves typed schemas for empty result sets through the stream
schema.
- Accepts Flight result messages up to 1 GiB so a valid row containing a
large blob, string, or vector is not rejected by tonic's 4 MiB default
receive limit.
- Supports the Python client first while keeping the authoritative
implementation in the Rust core.
92 lines
4.2 KiB
TOML
92 lines
4.2 KiB
TOML
[workspace]
|
|
members = ["rust/lancedb", "nodejs", "python"]
|
|
resolver = "2"
|
|
|
|
[workspace.package]
|
|
edition = "2024"
|
|
authors = ["LanceDB Devs <dev@lancedb.com>"]
|
|
license = "Apache-2.0"
|
|
repository = "https://github.com/lancedb/lancedb"
|
|
description = "Serverless, low-latency vector database for AI applications"
|
|
keywords = ["lancedb", "lance", "database", "vector", "search"]
|
|
categories = ["database-implementations"]
|
|
rust-version = "1.91.0"
|
|
|
|
[workspace.dependencies]
|
|
lance = { "version" = "=12.0.0-beta.11", default-features = false, "tag" = "v12.0.0-beta.11", "git" = "https://github.com/lance-format/lance.git" }
|
|
lance-core = { "version" = "=12.0.0-beta.11", "tag" = "v12.0.0-beta.11", "git" = "https://github.com/lance-format/lance.git" }
|
|
lance-datagen = { "version" = "=12.0.0-beta.11", "tag" = "v12.0.0-beta.11", "git" = "https://github.com/lance-format/lance.git" }
|
|
lance-file = { "version" = "=12.0.0-beta.11", "tag" = "v12.0.0-beta.11", "git" = "https://github.com/lance-format/lance.git" }
|
|
lance-io = { "version" = "=12.0.0-beta.11", default-features = false, "tag" = "v12.0.0-beta.11", "git" = "https://github.com/lance-format/lance.git" }
|
|
lance-index = { "version" = "=12.0.0-beta.11", "tag" = "v12.0.0-beta.11", "git" = "https://github.com/lance-format/lance.git" }
|
|
lance-linalg = { "version" = "=12.0.0-beta.11", "tag" = "v12.0.0-beta.11", "git" = "https://github.com/lance-format/lance.git" }
|
|
lance-namespace = { "version" = "=12.0.0-beta.11", "tag" = "v12.0.0-beta.11", "git" = "https://github.com/lance-format/lance.git" }
|
|
lance-namespace-impls = { "version" = "=12.0.0-beta.11", default-features = false, "tag" = "v12.0.0-beta.11", "git" = "https://github.com/lance-format/lance.git" }
|
|
lance-table = { "version" = "=12.0.0-beta.11", "tag" = "v12.0.0-beta.11", "git" = "https://github.com/lance-format/lance.git" }
|
|
lance-testing = { "version" = "=12.0.0-beta.11", "tag" = "v12.0.0-beta.11", "git" = "https://github.com/lance-format/lance.git" }
|
|
lance-datafusion = { "version" = "=12.0.0-beta.11", "tag" = "v12.0.0-beta.11", "git" = "https://github.com/lance-format/lance.git" }
|
|
lance-encoding = { "version" = "=12.0.0-beta.11", "tag" = "v12.0.0-beta.11", "git" = "https://github.com/lance-format/lance.git" }
|
|
lance-arrow = { "version" = "=12.0.0-beta.11", "tag" = "v12.0.0-beta.11", "git" = "https://github.com/lance-format/lance.git" }
|
|
lancedb = { path = "rust/lancedb", default-features = false }
|
|
ahash = "0.8"
|
|
# Note that this one does not include pyarrow
|
|
arrow = { version = "58.0.0", optional = false }
|
|
arrow-array = "58.0.0"
|
|
arrow-buffer = "58.0.0"
|
|
arrow-data = "58.0.0"
|
|
arrow-ipc = "58.0.0"
|
|
arrow-ord = "58.0.0"
|
|
arrow-schema = "58.0.0"
|
|
arrow-select = "58.0.0"
|
|
arrow-cast = "58.0.0"
|
|
arrow-flight = { version = "58.0.0", features = ["flight-sql-experimental"] }
|
|
async-trait = "0"
|
|
bytes = "1"
|
|
datafusion = { version = "54.0.0", default-features = false }
|
|
datafusion-catalog = "54.0.0"
|
|
datafusion-common = { version = "54.0.0", default-features = false }
|
|
datafusion-execution = "54.0.0"
|
|
datafusion-expr = "54.0.0"
|
|
datafusion-functions = "54.0.0"
|
|
datafusion-physical-plan = "54.0.0"
|
|
datafusion-physical-expr = "54.0.0"
|
|
datafusion-sql = "54.0.0"
|
|
env_logger = "0.11"
|
|
half = { "version" = "2.7.1", default-features = false, features = [
|
|
"num-traits",
|
|
] }
|
|
futures = "0.3"
|
|
log = "0.4"
|
|
metrics = "0.24"
|
|
metrics-util = "0.19"
|
|
moka = { version = "0.12", features = ["future"] }
|
|
object_store = "0.13.2"
|
|
pin-project = "1.0.7"
|
|
rand = "0.9"
|
|
snafu = "0.8"
|
|
url = "2"
|
|
num-traits = "0.2"
|
|
regex = "1.10"
|
|
semver = "1.0.25"
|
|
serde = "1"
|
|
serde_json = "1"
|
|
tempfile = "3.5.0"
|
|
tokio = { version = "1.23", features = ["rt-multi-thread", "sync"] }
|
|
tonic = { version = "0.14", features = ["tls-native-roots", "tls-ring"] }
|
|
uuid = { version = "1.7.0", features = ["v4", "v7"] }
|
|
chrono = { version = "0.4", default-features = false, features = ["clock"] }
|
|
|
|
[profile.ci]
|
|
debug = "line-tables-only"
|
|
inherits = "dev"
|
|
incremental = false
|
|
|
|
# This rule applies to every package except workspace members (dependencies
|
|
# such as `arrow` and `tokio`). It disables debug info and related features on
|
|
# dependencies so their binaries stay smaller, improving cache reuse.
|
|
[profile.ci.package."*"]
|
|
debug = false
|
|
debug-assertions = false
|
|
strip = "debuginfo"
|
|
incremental = false
|