mirror of
https://github.com/lancedb/lancedb.git
synced 2026-09-04 04:28:44 +00:00
Merge origin/main into gatekeeper/fix-2820-1
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+4
-5
@@ -26,7 +26,9 @@ lance-namespace-impls.workspace = true
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lance-io.workspace = true
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env_logger.workspace = true
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log.workspace = true
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pyo3 = { version = "0.28", features = ["extension-module", "abi3-py310", "chrono"] }
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# Maturin enables extension-module mode for Python builds. Keeping it out of
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# Cargo features lets Rust unit tests link against libpython.
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pyo3 = { version = "0.28", features = ["abi3-py310", "chrono"] }
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chrono.workspace = true
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pyo3-async-runtimes = { version = "0.28", features = [
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"attributes",
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@@ -41,10 +43,7 @@ tokio.workspace = true
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libc = "0.2"
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[build-dependencies]
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pyo3-build-config = { version = "0.28", features = [
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"extension-module",
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"abi3-py310",
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] }
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pyo3-build-config = { version = "0.28", features = ["abi3-py310"] }
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[features]
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default = ["remote", "lancedb/aws", "lancedb/gcs", "lancedb/azure", "lancedb/dynamodb", "lancedb/oss", "lancedb/huggingface", "lancedb/cos", "lancedb/goosefs", "lancedb/metrics-otel"]
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@@ -38,6 +38,25 @@ Stable releases are created about every 2 weeks. For the latest features and bug
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pip install --pre --extra-index-url https://pypi.fury.io/lancedb/ lancedb
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```
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### Threading in CPU-limited containers
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LanceDB uses separate pools for compute work and storage I/O. On a container with
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two visible CPUs, current releases intentionally use one compute worker by default;
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no manual configuration is needed. If every query logs an I/O core reservation
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warning on a two-CPU container, upgrade from LanceDB 0.21.1 or earlier.
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The two commonly tuned environment variables control different resources:
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- `LANCE_CPU_THREADS` overrides the number of compute workers. One worker is the
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appropriate setting for a two-CPU container when an explicit override is needed.
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- `LANCE_IO_THREADS` controls concurrent storage operations, not reserved CPU
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cores. Its default can be greater than the number of CPUs because I/O workers
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spend much of their time waiting for storage.
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Keep the defaults unless measurements show that the workload benefits from an
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override. See the [Lance threading model](https://lance.org/guide/performance/#threading-model)
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for the current defaults and tuning guidance.
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## Usage
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### Basic Example
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@@ -103,7 +103,7 @@ python-source = "python"
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module-name = "lancedb._lancedb"
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[build-system]
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requires = ["maturin>=1.4"]
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requires = ["maturin>=1.9.4"]
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build-backend = "maturin"
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[tool.ruff.lint]
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@@ -163,6 +163,15 @@ class FTS:
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The number of documents per compressed posting block. Supported values
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are 128 and 256. A value of 256 uses the experimental FTS V3 format
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and may introduce breaking changes.
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memory_limit : int, optional
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The total memory limit in MiB for the local FTS build stage. The limit
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is divided evenly among indexing workers. This build-only setting is
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not persisted with the index and does not apply to remote tables.
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num_workers : int, optional
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The number of workers for a local FTS build. By default Lance uses
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roughly half of the available CPU cores. The effective value is
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limited by the available compute capacity. This build-only setting is
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not persisted with the index and does not apply to remote tables.
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Notes
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-----
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@@ -185,6 +194,8 @@ class FTS:
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prefix_only: bool = False
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block_size: int = 128
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custom_stop_words: Optional[List[str]] = None
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memory_limit: Optional[int] = None
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num_workers: Optional[int] = None
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@dataclass
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@@ -245,6 +245,14 @@ def test_create_inverted_index_rejects_invalid_block_size(table):
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table.create_index("text", config=FTS(block_size=129))
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def test_create_inverted_index_respects_build_memory_limit(table):
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with pytest.raises(ValueError, match="exceeds worker memory limit"):
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table.create_index(
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"text",
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config=FTS(memory_limit=0, num_workers=1),
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)
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def test_custom_stop_words_list(table):
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table.create_index(
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"text",
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+57
-1
@@ -42,7 +42,7 @@ pub fn extract_index_params(source: &Option<Bound<'_, PyAny>>) -> PyResult<Lance
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"Fm" => Ok(LanceDbIndex::Fm(FmIndexBuilder::default())),
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"FTS" => {
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let params = source.extract::<FtsParams>()?;
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let inner_opts = FtsIndexBuilder::default()
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let mut inner_opts = FtsIndexBuilder::default()
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.base_tokenizer(params.base_tokenizer)
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.language(¶ms.language)
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.map_err(|_| {
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@@ -61,6 +61,12 @@ pub fn extract_index_params(source: &Option<Bound<'_, PyAny>>) -> PyResult<Lance
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.ngram_max_length(params.ngram_max_length)
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.ngram_prefix_only(params.prefix_only)
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.custom_stop_words(params.custom_stop_words);
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if let Some(memory_limit) = params.memory_limit {
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inner_opts = inner_opts.memory_limit_mb(memory_limit);
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}
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if let Some(num_workers) = params.num_workers {
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inner_opts = inner_opts.num_workers(num_workers);
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}
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let inner_opts = inner_opts
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.block_size(params.block_size)
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.map_err(|err| PyValueError::new_err(err.to_string()))?;
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@@ -213,6 +219,8 @@ struct FtsParams {
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ngram_max_length: u32,
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prefix_only: bool,
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block_size: usize,
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memory_limit: Option<u64>,
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num_workers: Option<usize>,
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}
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#[derive(FromPyObject)]
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@@ -444,3 +452,51 @@ impl IndexConfig {
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}
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}
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}
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#[cfg(test)]
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mod tests {
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use super::*;
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use pyo3::types::{PyDict, PyDictMethods};
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use serde_json::json;
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#[test]
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fn fts_build_controls_are_forwarded() {
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Python::initialize();
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Python::attach(|py| {
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let locals = PyDict::new(py);
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py.run(
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c"class FTS:
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with_position = True
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base_tokenizer = 'simple'
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language = 'English'
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max_token_length = None
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lower_case = True
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stem = False
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remove_stop_words = False
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custom_stop_words = None
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ascii_folding = False
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ngram_min_length = 3
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ngram_max_length = 3
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prefix_only = False
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block_size = 128
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memory_limit = 2048
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num_workers = 7
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config = FTS()",
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None,
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Some(&locals),
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)
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.unwrap();
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let config = locals.get_item("config").unwrap().unwrap();
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let index = extract_index_params(&Some(config)).unwrap();
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let LanceDbIndex::FTS(params) = index else {
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panic!("expected FTS index parameters");
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};
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let training_json = params.to_training_json().unwrap();
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assert_eq!(training_json.get("memory_limit"), Some(&json!(2048)));
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assert_eq!(training_json.get("num_workers"), Some(&json!(7)));
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});
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}
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}
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