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https://github.com/lancedb/lancedb.git
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Compare commits
10 Commits
| Author | SHA1 | Date | |
|---|---|---|---|
| 8d3185dec6 | |||
| bb14667c81 | |||
| 983ad2c011 | |||
| bcff95b109 | |||
| dfbb5f5ade | |||
| 12ee5ca626 | |||
| fcef32bfd3 | |||
| 3863189b16 | |||
| c858e25494 | |||
| cf9a8bf91d |
@@ -0,0 +1,21 @@
|
||||
# Keep Node's Linux x64 addons compatible with pre-Haswell CPUs.
|
||||
# lance-linalg dispatches hot vector kernels to newer SIMD tiers at runtime.
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||||
[env]
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||||
LANCEDB_NODE_ENFORCE_X86_64_V2 = "1"
|
||||
|
||||
[target.x86_64-unknown-linux-gnu]
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rustflags = [
|
||||
"-C",
|
||||
"target-cpu=x86-64-v2",
|
||||
"-C",
|
||||
"target-feature=-avx,-avx2,-fma,-f16c",
|
||||
]
|
||||
|
||||
# Preserve the workspace's dynamic C runtime configuration for musl.
|
||||
[target.x86_64-unknown-linux-musl]
|
||||
rustflags = [
|
||||
"-C",
|
||||
"target-cpu=x86-64-v2",
|
||||
"-C",
|
||||
"target-feature=-crt-static,-avx,-avx2,-fma,-f16c",
|
||||
]
|
||||
@@ -12,6 +12,10 @@ categories.workspace = true
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[lib]
|
||||
crate-type = ["cdylib"]
|
||||
|
||||
[[test]]
|
||||
name = "x86_64_v2_build_flags"
|
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path = "build_support/x86_64_v2.rs"
|
||||
|
||||
[dependencies]
|
||||
async-trait.workspace = true
|
||||
arrow-ipc.workspace = true
|
||||
|
||||
@@ -0,0 +1,50 @@
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||||
// SPDX-License-Identifier: Apache-2.0
|
||||
// SPDX-FileCopyrightText: Copyright The LanceDB Authors
|
||||
|
||||
import * as tmp from "tmp";
|
||||
|
||||
import { connect } from "../lancedb";
|
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import {
|
||||
Field,
|
||||
FixedSizeList,
|
||||
Float32,
|
||||
Int32,
|
||||
Schema,
|
||||
makeArrowTable,
|
||||
} from "../lancedb/arrow";
|
||||
|
||||
test("cosine vector search runs on the pre-Haswell build baseline", async () => {
|
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const tmpDir = tmp.dirSync({ unsafeCleanup: true });
|
||||
|
||||
try {
|
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const db = await connect(tmpDir.name);
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const schema = new Schema([
|
||||
new Field("id", new Int32(), false),
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new Field(
|
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"vector",
|
||||
new FixedSizeList(3, new Field("item", new Float32(), false)),
|
||||
false,
|
||||
),
|
||||
]);
|
||||
const data = makeArrowTable(
|
||||
[
|
||||
{ id: 1, vector: [1, 0, 0] },
|
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{ id: 2, vector: [0, 1, 0] },
|
||||
],
|
||||
{ schema },
|
||||
);
|
||||
const table = await db.createTable("vectors", data);
|
||||
|
||||
const results = await table
|
||||
.vectorSearch([1, 0, 0])
|
||||
.distanceType("cosine")
|
||||
.limit(1)
|
||||
.toArray();
|
||||
|
||||
expect(results).toHaveLength(1);
|
||||
expect(results[0].id).toBe(1);
|
||||
expect(results[0]._distance).toBeCloseTo(0);
|
||||
} finally {
|
||||
tmpDir.removeCallback();
|
||||
}
|
||||
}, 60_000);
|
||||
@@ -3,6 +3,29 @@
|
||||
|
||||
extern crate napi_build;
|
||||
|
||||
use std::env;
|
||||
|
||||
#[path = "build_support/x86_64_v2.rs"]
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mod x86_64_v2;
|
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|
||||
const ENFORCE_BASELINE: &str = "LANCEDB_NODE_ENFORCE_X86_64_V2";
|
||||
|
||||
fn main() {
|
||||
napi_build::setup();
|
||||
println!("cargo:rerun-if-env-changed={ENFORCE_BASELINE}");
|
||||
println!("cargo:rerun-if-env-changed=CARGO_ENCODED_RUSTFLAGS");
|
||||
|
||||
let is_linux_x64 = env::var("CARGO_CFG_TARGET_ARCH").as_deref() == Ok("x86_64")
|
||||
&& env::var("CARGO_CFG_TARGET_OS").as_deref() == Ok("linux");
|
||||
let is_release = env::var("PROFILE").as_deref() == Ok("release");
|
||||
let is_node_build = env::var(ENFORCE_BASELINE).as_deref() == Ok("1");
|
||||
|
||||
if !is_linux_x64 || (!is_release && !is_node_build) {
|
||||
return;
|
||||
}
|
||||
|
||||
let encoded_rustflags = env::var("CARGO_ENCODED_RUSTFLAGS").unwrap_or_default();
|
||||
x86_64_v2::validate_encoded_rustflags(&encoded_rustflags).unwrap_or_else(|error| {
|
||||
panic!("Linux x64 Node addons must use the x86-64-v2 baseline; {error}")
|
||||
});
|
||||
}
|
||||
|
||||
@@ -0,0 +1,430 @@
|
||||
// SPDX-License-Identifier: Apache-2.0
|
||||
// SPDX-FileCopyrightText: Copyright The LanceDB Authors
|
||||
|
||||
use std::collections::{BTreeMap, BTreeSet};
|
||||
|
||||
const SAFE_TARGET_CPUS: [&str; 2] = ["x86-64", "x86-64-v2"];
|
||||
const BASELINE_FEATURES: [&str; 9] = [
|
||||
"cmpxchg16b",
|
||||
"fxsr",
|
||||
"popcnt",
|
||||
"sse",
|
||||
"sse2",
|
||||
"sse3",
|
||||
"sse4.1",
|
||||
"sse4.2",
|
||||
"ssse3",
|
||||
];
|
||||
|
||||
pub(crate) fn validate_encoded_rustflags(encoded: &str) -> Result<(), String> {
|
||||
let mut target_cpu = None;
|
||||
let mut feature_states = BTreeMap::new();
|
||||
let mut required_disables = BTreeSet::new();
|
||||
let mut unsupported_features = BTreeSet::new();
|
||||
|
||||
for option in codegen_options(encoded)? {
|
||||
let Some((name, value)) = option.split_once('=') else {
|
||||
continue;
|
||||
};
|
||||
|
||||
let name = name.replace('_', "-");
|
||||
match name.as_str() {
|
||||
"target-cpu" => target_cpu = Some(value),
|
||||
"target-feature" => {
|
||||
for toggle in value.split(',').filter(|toggle| !toggle.is_empty()) {
|
||||
let (enabled, feature) = match toggle.as_bytes()[0] {
|
||||
b'+' => (true, &toggle[1..]),
|
||||
b'-' => (false, &toggle[1..]),
|
||||
_ => return Err(format!("invalid target feature flag: {toggle}")),
|
||||
};
|
||||
|
||||
feature_states.insert(feature, enabled);
|
||||
if enabled && !BASELINE_FEATURES.contains(&feature) {
|
||||
match feature {
|
||||
// These are inherited from the workspace configuration and
|
||||
// explicitly canceled by the Node configuration. Account for
|
||||
// their implied AVX prerequisite as well as the named feature.
|
||||
"avx" => {
|
||||
required_disables.insert("avx");
|
||||
}
|
||||
"avx2" => {
|
||||
required_disables.extend(["avx", "avx2"]);
|
||||
}
|
||||
"f16c" => {
|
||||
required_disables.extend(["avx", "f16c"]);
|
||||
}
|
||||
"fma" => {
|
||||
required_disables.extend(["avx", "fma"]);
|
||||
}
|
||||
_ => {
|
||||
unsupported_features.insert(feature);
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
// LLVM arguments can independently alter the target feature set and
|
||||
// cannot be proven safe by inspecting rustc's target options.
|
||||
"llvm-args" => return Err("LLVM arguments can override the CPU baseline".to_owned()),
|
||||
_ => {}
|
||||
}
|
||||
}
|
||||
|
||||
if let Some(cpu) = target_cpu.filter(|cpu| !SAFE_TARGET_CPUS.contains(cpu)) {
|
||||
return Err(format!(
|
||||
"effective target CPU is {}, expected x86-64-v2 or lower",
|
||||
cpu
|
||||
));
|
||||
}
|
||||
|
||||
if !unsupported_features.is_empty() {
|
||||
return Err(format!(
|
||||
"features above v2: {}",
|
||||
unsupported_features
|
||||
.into_iter()
|
||||
.collect::<Vec<_>>()
|
||||
.join(", ")
|
||||
));
|
||||
}
|
||||
|
||||
let not_disabled = required_disables
|
||||
.into_iter()
|
||||
.filter(|feature| feature_states.get(feature) != Some(&false))
|
||||
.collect::<Vec<_>>();
|
||||
if !not_disabled.is_empty() {
|
||||
return Err(format!(
|
||||
"inherited features not fully disabled: {}",
|
||||
not_disabled.join(", ")
|
||||
));
|
||||
}
|
||||
|
||||
Ok(())
|
||||
}
|
||||
|
||||
fn codegen_options(encoded: &str) -> Result<Vec<&str>, String> {
|
||||
let arguments = encoded.split('\u{1f}').collect::<Vec<_>>();
|
||||
if arguments.iter().any(|argument| argument.starts_with('@')) {
|
||||
return Err("rustc response-file arguments cannot be validated".to_owned());
|
||||
}
|
||||
|
||||
let mut options = Vec::new();
|
||||
let mut index = 0;
|
||||
|
||||
while index < arguments.len() {
|
||||
let argument = arguments[index];
|
||||
if argument == "--cfg" {
|
||||
index += 1;
|
||||
let cfg = arguments
|
||||
.get(index)
|
||||
.copied()
|
||||
.ok_or_else(|| "missing value after --cfg".to_owned())?;
|
||||
reject_builtin_target_feature_cfg(cfg)?;
|
||||
} else if let Some(cfg) = argument.strip_prefix("--cfg=") {
|
||||
reject_builtin_target_feature_cfg(cfg)?;
|
||||
} else if argument == "-C" || argument == "--codegen" {
|
||||
index += 1;
|
||||
let option = arguments
|
||||
.get(index)
|
||||
.copied()
|
||||
.ok_or_else(|| format!("missing value after {argument}"))?;
|
||||
options.push(option.trim_start_matches('='));
|
||||
} else if let Some(option) = argument.strip_prefix("-C") {
|
||||
if !option.is_empty() {
|
||||
options.push(option.trim_start_matches('='));
|
||||
}
|
||||
} else if let Some(option) = argument.strip_prefix("--codegen=") {
|
||||
options.push(option);
|
||||
}
|
||||
index += 1;
|
||||
}
|
||||
|
||||
Ok(options)
|
||||
}
|
||||
|
||||
fn reject_builtin_target_feature_cfg(cfg: &str) -> Result<(), String> {
|
||||
let key = cfg.split_once('=').map_or(cfg, |(key, _)| key);
|
||||
if key.contains("/*") || key.contains("//") {
|
||||
return Err("comment-bearing cfgs cannot be validated".to_owned());
|
||||
}
|
||||
if !key.is_ascii() {
|
||||
return Err("non-ASCII cfg keys cannot be validated".to_owned());
|
||||
}
|
||||
|
||||
let name = key.trim();
|
||||
let name = name.strip_prefix("r#").unwrap_or(name);
|
||||
if name == "target_feature" {
|
||||
return Err("built-in target_feature cfgs can override runtime CPU detection".to_owned());
|
||||
}
|
||||
Ok(())
|
||||
}
|
||||
|
||||
#[cfg(test)]
|
||||
mod tests {
|
||||
use super::*;
|
||||
|
||||
fn encoded(arguments: &[&str]) -> String {
|
||||
arguments.join("\u{1f}")
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn accepts_merged_workspace_and_node_flags() {
|
||||
let flags = encoded(&[
|
||||
"-C",
|
||||
"target-cpu=haswell",
|
||||
"-C",
|
||||
"target-feature=+avx2,+fma,+f16c",
|
||||
"-C",
|
||||
"target-cpu=x86-64-v2",
|
||||
"-C",
|
||||
"target-feature=-avx,-avx2,-fma,-f16c",
|
||||
]);
|
||||
|
||||
assert_eq!(validate_encoded_rustflags(&flags), Ok(()));
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn accepts_non_merging_v2_boundary() {
|
||||
let flags = encoded(&["-Ctarget-cpu=x86-64-v2"]);
|
||||
|
||||
assert_eq!(validate_encoded_rustflags(&flags), Ok(()));
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn accepts_default_cpu_with_non_codegen_flags() {
|
||||
let flags = encoded(&["-D", "warnings"]);
|
||||
|
||||
assert_eq!(validate_encoded_rustflags(&flags), Ok(()));
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn accepts_unrelated_custom_cfg() {
|
||||
let flags = encoded(&["--cfg=tokio_unstable"]);
|
||||
|
||||
assert_eq!(validate_encoded_rustflags(&flags), Ok(()));
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn accepts_comment_like_syntax_in_cfg_value() {
|
||||
let flags = encoded(&[r#"--cfg=endpoint="https://example.com/*""#]);
|
||||
|
||||
assert_eq!(validate_encoded_rustflags(&flags), Ok(()));
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn accepts_explicit_x86_64_v1_cpu() {
|
||||
let flags = encoded(&["-Ctarget-cpu=x86-64"]);
|
||||
|
||||
assert_eq!(validate_encoded_rustflags(&flags), Ok(()));
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn accepts_musl_dynamic_crt_configuration() {
|
||||
let flags = encoded(&[
|
||||
"-C",
|
||||
"target-cpu=haswell",
|
||||
"-C",
|
||||
"target-feature=-crt-static,+avx2,+fma,+f16c",
|
||||
"-C",
|
||||
"target-cpu=x86-64-v2",
|
||||
"-C",
|
||||
"target-feature=-crt-static,-avx,-avx2,-fma,-f16c",
|
||||
]);
|
||||
|
||||
assert_eq!(validate_encoded_rustflags(&flags), Ok(()));
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn rejects_feature_omitted_from_target_cfg() {
|
||||
let flags = encoded(&["-Ctarget-cpu=x86-64-v2", "-Ctarget-feature=+apxf"]);
|
||||
|
||||
assert_eq!(
|
||||
validate_encoded_rustflags(&flags),
|
||||
Err("features above v2: apxf".to_owned())
|
||||
);
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn rejects_underscore_spelling_above_baseline_feature() {
|
||||
let flags = encoded(&["-Ctarget_cpu=x86-64-v2", "-Ctarget_feature=+apxf"]);
|
||||
|
||||
assert_eq!(
|
||||
validate_encoded_rustflags(&flags),
|
||||
Err("features above v2: apxf".to_owned())
|
||||
);
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn rejects_unexpected_above_baseline_feature() {
|
||||
let flags = encoded(&[
|
||||
"--codegen=target-cpu=x86-64-v2",
|
||||
"--codegen",
|
||||
"target-feature=+bmi2",
|
||||
]);
|
||||
|
||||
assert_eq!(
|
||||
validate_encoded_rustflags(&flags),
|
||||
Err("features above v2: bmi2".to_owned())
|
||||
);
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn rejects_cpu_above_v2() {
|
||||
let flags = encoded(&["-Ctarget-cpu=haswell"]);
|
||||
|
||||
assert_eq!(
|
||||
validate_encoded_rustflags(&flags),
|
||||
Err("effective target CPU is haswell, expected x86-64-v2 or lower".to_owned())
|
||||
);
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn rejects_incompletely_disabled_feature_implications() {
|
||||
let flags = encoded(&["-Ctarget-cpu=x86-64-v2", "-Ctarget-feature=+avx2,-avx2"]);
|
||||
|
||||
assert_eq!(
|
||||
validate_encoded_rustflags(&flags),
|
||||
Err("inherited features not fully disabled: avx".to_owned())
|
||||
);
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn rejects_llvm_feature_overrides() {
|
||||
let flags = encoded(&["-Ctarget-cpu=x86-64-v2", "-Cllvm-args=-mattr=+apxf"]);
|
||||
|
||||
assert_eq!(
|
||||
validate_encoded_rustflags(&flags),
|
||||
Err("LLVM arguments can override the CPU baseline".to_owned())
|
||||
);
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn rejects_underscore_spelling_llvm_feature_overrides() {
|
||||
let flags = encoded(&["-Ctarget_cpu=x86-64-v2", "-Cllvm_args=-mattr=+apxf"]);
|
||||
|
||||
assert_eq!(
|
||||
validate_encoded_rustflags(&flags),
|
||||
Err("LLVM arguments can override the CPU baseline".to_owned())
|
||||
);
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn rejects_response_file_arguments() {
|
||||
let flags = encoded(&["-Ctarget-cpu=x86-64-v2", "@flags.rsp"]);
|
||||
|
||||
assert_eq!(
|
||||
validate_encoded_rustflags(&flags),
|
||||
Err("rustc response-file arguments cannot be validated".to_owned())
|
||||
);
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn rejects_split_builtin_target_feature_cfg() {
|
||||
let flags = encoded(&[
|
||||
"-Ctarget-cpu=x86-64-v2",
|
||||
"--cfg",
|
||||
r#"target_feature="avx2""#,
|
||||
"-Aexplicit_builtin_cfgs_in_flags",
|
||||
]);
|
||||
|
||||
assert_eq!(
|
||||
validate_encoded_rustflags(&flags),
|
||||
Err("built-in target_feature cfgs can override runtime CPU detection".to_owned())
|
||||
);
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn rejects_equals_builtin_target_feature_cfg() {
|
||||
let flags = encoded(&[
|
||||
"-Ctarget-cpu=x86-64-v2",
|
||||
r#"--cfg=target_feature="avx2""#,
|
||||
"-Aexplicit_builtin_cfgs_in_flags",
|
||||
]);
|
||||
|
||||
assert_eq!(
|
||||
validate_encoded_rustflags(&flags),
|
||||
Err("built-in target_feature cfgs can override runtime CPU detection".to_owned())
|
||||
);
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn rejects_raw_identifier_builtin_target_feature_cfg() {
|
||||
let flags = encoded(&[
|
||||
"-Ctarget-cpu=x86-64-v2",
|
||||
r#"--cfg=r#target_feature="avx2""#,
|
||||
"-Aexplicit_builtin_cfgs_in_flags",
|
||||
]);
|
||||
|
||||
assert_eq!(
|
||||
validate_encoded_rustflags(&flags),
|
||||
Err("built-in target_feature cfgs can override runtime CPU detection".to_owned())
|
||||
);
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn rejects_block_comment_after_cfg_name() {
|
||||
let flags = encoded(&[
|
||||
"--cfg",
|
||||
r#"target_feature/*gate*/="avx2""#,
|
||||
"-Aexplicit_builtin_cfgs_in_flags",
|
||||
]);
|
||||
|
||||
assert_eq!(
|
||||
validate_encoded_rustflags(&flags),
|
||||
Err("comment-bearing cfgs cannot be validated".to_owned())
|
||||
);
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn rejects_block_comment_before_cfg_name() {
|
||||
let flags = encoded(&[
|
||||
r#"--cfg=/*gate*/target_feature="avx2""#,
|
||||
"-Aexplicit_builtin_cfgs_in_flags",
|
||||
]);
|
||||
|
||||
assert_eq!(
|
||||
validate_encoded_rustflags(&flags),
|
||||
Err("comment-bearing cfgs cannot be validated".to_owned())
|
||||
);
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn rejects_line_comment_cfg_trivia() {
|
||||
let flags = encoded(&[
|
||||
"--cfg",
|
||||
"target_feature// gate\n=\"avx2\"",
|
||||
"-Aexplicit_builtin_cfgs_in_flags",
|
||||
]);
|
||||
|
||||
assert_eq!(
|
||||
validate_encoded_rustflags(&flags),
|
||||
Err("comment-bearing cfgs cannot be validated".to_owned())
|
||||
);
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn rejects_leading_bom_in_cfg_key() {
|
||||
let flags = encoded(&[
|
||||
"--cfg",
|
||||
"\u{feff}target_feature=\"avx2\"",
|
||||
"-Aexplicit_builtin_cfgs_in_flags",
|
||||
]);
|
||||
|
||||
assert_eq!(
|
||||
validate_encoded_rustflags(&flags),
|
||||
Err("non-ASCII cfg keys cannot be validated".to_owned())
|
||||
);
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn rejects_non_ascii_pattern_whitespace_in_cfg_key() {
|
||||
for whitespace in ['\u{200e}', '\u{200f}'] {
|
||||
let cfg = format!("{whitespace}target_feature=\"avx2\"");
|
||||
let flags = encoded(&["--cfg", &cfg, "-Aexplicit_builtin_cfgs_in_flags"]);
|
||||
|
||||
assert_eq!(
|
||||
validate_encoded_rustflags(&flags),
|
||||
Err("non-ASCII cfg keys cannot be validated".to_owned())
|
||||
);
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,37 @@
|
||||
// SPDX-License-Identifier: Apache-2.0
|
||||
// SPDX-FileCopyrightText: Copyright The LanceDB Authors
|
||||
|
||||
const assert = require("node:assert/strict");
|
||||
const fs = require("node:fs");
|
||||
const os = require("node:os");
|
||||
const path = require("node:path");
|
||||
|
||||
const { connect } = require("../dist");
|
||||
|
||||
async function main() {
|
||||
const tmpDir = fs.mkdtempSync(path.join(os.tmpdir(), "lancedb-cpu-"));
|
||||
|
||||
try {
|
||||
const db = await connect(tmpDir);
|
||||
const table = await db.createTable("vectors", [
|
||||
{ id: 1, vector: [1, 0, 0] },
|
||||
{ id: 2, vector: [0, 1, 0] },
|
||||
]);
|
||||
const results = await table
|
||||
.vectorSearch([1, 0, 0])
|
||||
.distanceType("cosine")
|
||||
.limit(1)
|
||||
.toArray();
|
||||
|
||||
assert.equal(results.length, 1);
|
||||
assert.equal(results[0].id, 1);
|
||||
assert.ok(Math.abs(results[0]._distance) < 1e-6);
|
||||
} finally {
|
||||
fs.rmSync(tmpDir, { force: true, recursive: true });
|
||||
}
|
||||
}
|
||||
|
||||
main().catch((error) => {
|
||||
console.error(error);
|
||||
process.exitCode = 1;
|
||||
});
|
||||
@@ -88,6 +88,7 @@
|
||||
"lint-fix": "biome check --write . && biome format --write .",
|
||||
"prepublishOnly": "napi prepublish -t npm",
|
||||
"test": "jest --verbose",
|
||||
"test:pre-haswell": "node ci/pre_haswell_smoke.js",
|
||||
"integration": "S3_TEST=1 pnpm test",
|
||||
"universal": "napi universalize",
|
||||
"version": "napi version"
|
||||
|
||||
@@ -269,7 +269,6 @@ class Table:
|
||||
mode: Literal["append", "overwrite"],
|
||||
progress: Optional[Any] = None,
|
||||
write_parallelism: Optional[int] = None,
|
||||
on_nan_vectors: Optional[Literal["error", "keep"]] = None,
|
||||
) -> AddResult: ...
|
||||
async def update(
|
||||
self, updates: Dict[str, str], where: Optional[str]
|
||||
|
||||
@@ -333,9 +333,7 @@ class DBConnection(EnforceOverrides):
|
||||
schema that's specified.
|
||||
on_bad_vectors: str, default "error"
|
||||
What to do if any of the vectors are not the same size or contains NaNs.
|
||||
One of "error", "drop", "fill", "null", or "keep". With "keep",
|
||||
vectors containing NaNs are preserved, but vectors with the wrong
|
||||
dimension still raise an error.
|
||||
One of "error", "drop", "fill".
|
||||
fill_value: float
|
||||
The value to use when filling vectors. Only used if on_bad_vectors="fill".
|
||||
storage_options: dict, optional
|
||||
@@ -1597,9 +1595,7 @@ class AsyncConnection(object):
|
||||
schema that's specified.
|
||||
on_bad_vectors: str, default "error"
|
||||
What to do if any of the vectors are not the same size or contains NaNs.
|
||||
One of "error", "drop", "fill", "null", or "keep". With "keep",
|
||||
vectors containing NaNs are preserved, but vectors with the wrong
|
||||
dimension still raise an error.
|
||||
One of "error", "drop", "fill".
|
||||
fill_value: float
|
||||
The value to use when filling vectors. Only used if on_bad_vectors="fill".
|
||||
storage_options: dict, optional
|
||||
|
||||
@@ -175,9 +175,7 @@ class LanceMergeInsertBuilder(object):
|
||||
can be anything you use for [`add`][lancedb.table.Table.add]
|
||||
on_bad_vectors: str, default "error"
|
||||
What to do if any of the vectors are not the same size or contains NaNs.
|
||||
One of "error", "drop", "fill", "null", or "keep". With "keep",
|
||||
vectors containing NaNs are preserved, but vectors with the wrong
|
||||
dimension still raise an error.
|
||||
One of "error", "drop", "fill".
|
||||
fill_value: float, default 0.
|
||||
The value to use when filling vectors. Only used if on_bad_vectors="fill".
|
||||
timeout: Optional[timedelta], default None
|
||||
|
||||
@@ -543,9 +543,7 @@ class RemoteDBConnection(DBConnection):
|
||||
to "exist_ok".
|
||||
on_bad_vectors: str, default "error"
|
||||
What to do if any of the vectors are not the same size or contains NaNs.
|
||||
One of "error", "drop", "fill", "null", or "keep". With "keep",
|
||||
vectors containing NaNs are preserved, but vectors with the wrong
|
||||
dimension still raise an error.
|
||||
One of "error", "drop", "fill".
|
||||
fill_value: float
|
||||
The value to use when filling vectors. Only used if on_bad_vectors="fill".
|
||||
|
||||
|
||||
@@ -629,9 +629,7 @@ class RemoteTable(Table):
|
||||
"append" and "overwrite".
|
||||
on_bad_vectors: str, default "error"
|
||||
What to do if any of the vectors are not the same size or contains NaNs.
|
||||
One of "error", "drop", "fill", "null", or "keep". With "keep",
|
||||
vectors containing NaNs are preserved, but vectors with the wrong
|
||||
dimension still raise an error.
|
||||
One of "error", "drop", "fill".
|
||||
fill_value: float, default 0.
|
||||
The value to use when filling vectors. Only used if on_bad_vectors="fill".
|
||||
progress: bool, callable, or tqdm-like, optional
|
||||
|
||||
@@ -350,10 +350,8 @@ def _sanitize_data(
|
||||
in the input table before casting.
|
||||
metadata : Optional[dict], default None
|
||||
The embedding metadata to add to the schema.
|
||||
on_bad_vectors : Literal["error", "drop", "fill", "null", "keep"], default "error"
|
||||
on_bad_vectors : Literal["error", "drop", "fill", "null"], default "error"
|
||||
What to do if any of the vectors are not the same size or contains NaNs.
|
||||
With "keep", vectors containing NaNs are preserved, but vectors with the
|
||||
wrong dimension still raise an error.
|
||||
fill_value : float, default 0.0
|
||||
The value to use when filling vectors. Only used if on_bad_vectors="fill".
|
||||
All entries in the vector will be set to this value.
|
||||
@@ -1249,9 +1247,7 @@ class Table(ABC):
|
||||
"append" and "overwrite".
|
||||
on_bad_vectors: str, default "error"
|
||||
What to do if any of the vectors are not the same size or contains NaNs.
|
||||
One of "error", "drop", "fill", "null", or "keep". With "keep",
|
||||
vectors containing NaNs are preserved but are not indexed for vector
|
||||
search; vectors with the wrong dimension still raise an error.
|
||||
One of "error", "drop", "fill".
|
||||
fill_value: float, default 0.
|
||||
The value to use when filling vectors. Only used if on_bad_vectors="fill".
|
||||
progress: bool, callable, or tqdm-like, optional
|
||||
@@ -3273,9 +3269,7 @@ class LanceTable(Table):
|
||||
"append" and "overwrite".
|
||||
on_bad_vectors: str, default "error"
|
||||
What to do if any of the vectors are not the same size or contains NaNs.
|
||||
One of "error", "drop", "fill", "null", or "keep". With "keep",
|
||||
vectors containing NaNs are preserved, but vectors with the wrong
|
||||
dimension still raise an error.
|
||||
One of "error", "drop", "fill", "null".
|
||||
fill_value: float, default 0.
|
||||
The value to use when filling vectors. Only used if on_bad_vectors="fill".
|
||||
progress: bool, callable, or tqdm-like, optional
|
||||
@@ -3588,9 +3582,7 @@ class LanceTable(Table):
|
||||
data but will validate against any schema that's specified.
|
||||
on_bad_vectors: str, default "error"
|
||||
What to do if any of the vectors are not the same size or contains NaNs.
|
||||
One of "error", "drop", "fill", "null", or "keep". With "keep",
|
||||
vectors containing NaNs are preserved, but vectors with the wrong
|
||||
dimension still raise an error.
|
||||
One of "error", "drop", "fill", "null".
|
||||
fill_value: float, default 0.
|
||||
The value to use when filling vectors. Only used if on_bad_vectors="fill".
|
||||
embedding_functions: list of EmbeddingFunctionModel, default None
|
||||
@@ -4026,7 +4018,7 @@ class LanceTable(Table):
|
||||
|
||||
def _handle_bad_vectors(
|
||||
reader: pa.RecordBatchReader,
|
||||
on_bad_vectors: OnBadVectorsType = "error",
|
||||
on_bad_vectors: Literal["error", "drop", "fill", "null"] = "error",
|
||||
fill_value: float = 0.0,
|
||||
target_schema: Optional[pa.Schema] = None,
|
||||
metadata: Optional[dict] = None,
|
||||
@@ -4200,9 +4192,7 @@ def _handle_bad_vector_column(
|
||||
The name of the vector column.
|
||||
on_bad_vectors: str, default "error"
|
||||
What to do if any of the vectors are not the same size or contains NaNs.
|
||||
One of "error", "drop", "fill", "null", or "keep". With "keep",
|
||||
vectors containing NaNs are preserved, but vectors with the wrong dimension
|
||||
still raise an error.
|
||||
One of "error", "drop", "fill", "null".
|
||||
fill_value: float, default 0.0
|
||||
The value to use when filling vectors. Only used if on_bad_vectors="fill".
|
||||
"""
|
||||
@@ -4267,8 +4257,7 @@ def _handle_bad_vector_column(
|
||||
f"Vector column '{vector_column_name}' has NaNs. "
|
||||
"Set on_bad_vectors='drop' to remove them, "
|
||||
"set on_bad_vectors='fill' and fill_value=<value> to replace them, "
|
||||
"set on_bad_vectors='null' to replace them with null, "
|
||||
"or set on_bad_vectors='keep' to preserve them."
|
||||
"or set on_bad_vectors='null' to replace them with null."
|
||||
)
|
||||
elif on_bad_vectors == "null":
|
||||
vec_arr = pc.if_else(
|
||||
@@ -4285,16 +4274,6 @@ def _handle_bad_vector_column(
|
||||
"`fill_value` must not be None if `on_bad_vectors` is 'fill'"
|
||||
)
|
||||
vec_arr = _fill_bad_vector_values(vec_arr, dim, fill_value)
|
||||
elif on_bad_vectors == "keep":
|
||||
if pc.any(has_wrong_dim).as_py():
|
||||
raise ValueError(
|
||||
f"Vector column '{vector_column_name}' has variable length "
|
||||
"vectors. on_bad_vectors='keep' only preserves vectors "
|
||||
"containing NaNs. Set on_bad_vectors='drop' to remove "
|
||||
"wrong-size vectors, set on_bad_vectors='fill' and "
|
||||
"fill_value=<value> to replace them, or set "
|
||||
"on_bad_vectors='null' to replace them with null."
|
||||
)
|
||||
else:
|
||||
raise ValueError(f"Invalid value for on_bad_vectors: {on_bad_vectors}")
|
||||
|
||||
@@ -5139,9 +5118,7 @@ class AsyncTable:
|
||||
"append" and "overwrite".
|
||||
on_bad_vectors: str, default "error"
|
||||
What to do if any of the vectors are not the same size or contains NaNs.
|
||||
One of "error", "drop", "fill", "null", or "keep". With "keep",
|
||||
vectors containing NaNs are preserved but are not indexed for vector
|
||||
search; vectors with the wrong dimension still raise an error.
|
||||
One of "error", "drop", "fill", "null".
|
||||
fill_value: float, default 0.
|
||||
The value to use when filling vectors. Only used if on_bad_vectors="fill".
|
||||
progress: callable or tqdm-like, optional
|
||||
@@ -5189,7 +5166,6 @@ class AsyncTable:
|
||||
mode or "append",
|
||||
progress=progress,
|
||||
write_parallelism=write_parallelism,
|
||||
on_nan_vectors="keep" if on_bad_vectors == "keep" else None,
|
||||
)
|
||||
except RuntimeError as e:
|
||||
if "Cast error" in str(e):
|
||||
|
||||
@@ -24,7 +24,7 @@ DistanceType = Literal["l2", "cosine", "dot"]
|
||||
DistanceTypeWithHamming = Literal["l2", "cosine", "dot", "hamming"]
|
||||
|
||||
# Vector handling literals
|
||||
OnBadVectorsType = Literal["error", "drop", "fill", "null", "keep"]
|
||||
OnBadVectorsType = Literal["error", "drop", "fill", "null"]
|
||||
|
||||
# Mode literals
|
||||
AddMode = Literal["append", "overwrite"]
|
||||
|
||||
@@ -1767,40 +1767,6 @@ def test_add_with_nans(mem_db: DBConnection):
|
||||
assert np.allclose(filled_vectors[22.0], np.array([5.0, 0.0]))
|
||||
|
||||
|
||||
def test_add_with_non_finite_values_keep(mem_db: DBConnection):
|
||||
schema = pa.schema([pa.field("data", pa.list_(pa.float32(), 4))])
|
||||
table = mem_db.create_table("test", schema=schema)
|
||||
batch = pa.table(
|
||||
{
|
||||
"data": pa.array(
|
||||
[[np.nan, np.inf, -np.inf, -0.0]],
|
||||
type=schema.field("data").type,
|
||||
)
|
||||
},
|
||||
schema=schema,
|
||||
)
|
||||
|
||||
with pytest.raises(ValueError, match="NaN"):
|
||||
table.add(batch)
|
||||
|
||||
table.add(batch, on_bad_vectors="keep")
|
||||
|
||||
values = table.to_arrow()["data"][0].as_py()
|
||||
assert np.isnan(values[0])
|
||||
assert np.isposinf(values[1])
|
||||
assert np.isneginf(values[2])
|
||||
assert values[3] == 0.0
|
||||
assert np.signbit(values[3])
|
||||
|
||||
|
||||
def test_add_keep_rejects_wrong_dimension(mem_db: DBConnection):
|
||||
schema = pa.schema([pa.field("vector", pa.list_(pa.float32(), 2))])
|
||||
table = mem_db.create_table("test", schema=schema)
|
||||
|
||||
with pytest.raises((ValueError, RuntimeError), match="variable length"):
|
||||
table.add([{"vector": [1.0]}], on_bad_vectors="keep")
|
||||
|
||||
|
||||
def test_add_with_empty_fixed_size_list_drops_bad_rows(mem_db: DBConnection):
|
||||
class Schema(LanceModel):
|
||||
text: str
|
||||
|
||||
@@ -2,7 +2,6 @@
|
||||
# SPDX-FileCopyrightText: Copyright The LanceDB Authors
|
||||
|
||||
|
||||
import math
|
||||
import os
|
||||
import pathlib
|
||||
from typing import Optional
|
||||
@@ -365,7 +364,7 @@ def test_fill_bad_vector_values_arrow_types(vector_type, vectors, expected):
|
||||
assert actual.to_pylist() == expected
|
||||
|
||||
|
||||
@pytest.mark.parametrize("on_bad_vectors", ["error", "drop", "fill", "null", "keep"])
|
||||
@pytest.mark.parametrize("on_bad_vectors", ["error", "drop", "fill", "null"])
|
||||
def test_handle_bad_vectors_nan(on_bad_vectors):
|
||||
vector = pa.array([[1.0, float("nan")], [3.0, 4.0]])
|
||||
data = pa.table({"vector": vector})
|
||||
@@ -380,9 +379,8 @@ def test_handle_bad_vectors_nan(on_bad_vectors):
|
||||
assert output == (
|
||||
"ValueError: Vector column 'vector' has NaNs. Set "
|
||||
"on_bad_vectors='drop' to remove them, set on_bad_vectors='fill' "
|
||||
"and fill_value=<value> to replace them, set on_bad_vectors='null' "
|
||||
"to replace them with null, or set on_bad_vectors='keep' to preserve "
|
||||
"them."
|
||||
"and fill_value=<value> to replace them, or set on_bad_vectors='null' "
|
||||
"to replace them with null."
|
||||
)
|
||||
return
|
||||
else:
|
||||
@@ -398,26 +396,10 @@ def test_handle_bad_vectors_nan(on_bad_vectors):
|
||||
expected = pa.array([[1.0, 42.0], [3.0, 4.0]])
|
||||
elif on_bad_vectors == "null":
|
||||
expected = pa.array([None, [3.0, 4.0]])
|
||||
elif on_bad_vectors == "keep":
|
||||
actual = output["vector"].to_pylist()
|
||||
assert actual[0][0] == 1.0
|
||||
assert math.isnan(actual[0][1])
|
||||
assert actual[1] == [3.0, 4.0]
|
||||
return
|
||||
|
||||
assert output["vector"].combine_chunks() == expected
|
||||
|
||||
|
||||
def test_handle_bad_vectors_keep_rejects_wrong_dimension():
|
||||
data = pa.table({"vector": [[1.0, 2.0], [3.0]]})
|
||||
|
||||
with pytest.raises(ValueError, match="only preserves vectors containing NaNs"):
|
||||
_handle_bad_vectors(
|
||||
data.to_reader(),
|
||||
on_bad_vectors="keep",
|
||||
).read_all()
|
||||
|
||||
|
||||
def test_handle_bad_vectors_noop():
|
||||
# ChunkedArray should be preserved as-is
|
||||
vector = pa.chunked_array(
|
||||
|
||||
+2
-16
@@ -21,8 +21,7 @@ use lancedb::blob::{BlobFile, BlobRangeRequest};
|
||||
use lancedb::index::scalar::FtsIndexBuilder;
|
||||
use lancedb::table::{
|
||||
AddDataMode, ColumnAlteration, Duration, FieldMetadataUpdate, FtsToken as LanceDbFtsToken,
|
||||
NaNVectorBehavior, NewColumnTransform, OptimizeAction, OptimizeOptions, Ref,
|
||||
Table as LanceDbTable,
|
||||
NewColumnTransform, OptimizeAction, OptimizeOptions, Ref, Table as LanceDbTable,
|
||||
};
|
||||
use lancedb::tokenize as lancedb_tokenize;
|
||||
use pyo3::{
|
||||
@@ -643,14 +642,13 @@ impl Table {
|
||||
})
|
||||
}
|
||||
|
||||
#[pyo3(signature = (data, mode, progress=None, write_parallelism=None, on_nan_vectors=None))]
|
||||
#[pyo3(signature = (data, mode, progress=None, write_parallelism=None))]
|
||||
pub fn add<'a>(
|
||||
self_: PyRef<'a, Self>,
|
||||
data: PyScannable,
|
||||
mode: String,
|
||||
progress: Option<Py<PyAny>>,
|
||||
write_parallelism: Option<usize>,
|
||||
on_nan_vectors: Option<String>,
|
||||
) -> PyResult<Bound<'a, PyAny>> {
|
||||
let mut op = self_.inner_ref()?.add(data);
|
||||
if mode == "append" {
|
||||
@@ -660,18 +658,6 @@ impl Table {
|
||||
} else {
|
||||
return Err(PyValueError::new_err(format!("Invalid mode: {}", mode)));
|
||||
}
|
||||
match on_nan_vectors.as_deref() {
|
||||
None | Some("error") => {}
|
||||
Some("keep") => {
|
||||
op = op.on_nan_vectors(NaNVectorBehavior::Keep);
|
||||
}
|
||||
Some(other) => {
|
||||
return Err(PyValueError::new_err(format!(
|
||||
"Invalid on_nan_vectors: {}",
|
||||
other
|
||||
)));
|
||||
}
|
||||
}
|
||||
if let Some(write_parallelism) = write_parallelism {
|
||||
op = op.write_parallelism(write_parallelism);
|
||||
}
|
||||
|
||||
Reference in New Issue
Block a user