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b/node/.eslintrc.js new file mode 100644 index 00000000..56a0c24d --- /dev/null +++ b/node/.eslintrc.js @@ -0,0 +1,16 @@ +module.exports = { + env: { + browser: true, + es2021: true + }, + extends: 'standard-with-typescript', + overrides: [ + ], + parserOptions: { + project: './tsconfig.json', + ecmaVersion: 'latest', + sourceType: 'module' + }, + rules: { + } +} diff --git a/node/README.md b/node/README.md new file mode 100644 index 00000000..02ff3449 --- /dev/null +++ b/node/README.md @@ -0,0 +1,30 @@ + +A JavaScript / Node.js library for [LanceDB](https://github.com/lancedb/lancedb). + +## Quick Start + +```bash +npm i vectordb +``` + +See the examples folder for usage. + +## Development + +The LanceDB javascript is built with npm: + +```bash +npm run tsc +``` + +Run the tests with + +```bash +npm test +``` + +To run the linter and have it automatically fix all errors + +```bash +npm run lint -- --fix +``` diff --git a/node/examples/simple/index.js b/node/examples/simple/index.js new file mode 100644 index 00000000..8906f993 --- /dev/null +++ b/node/examples/simple/index.js @@ -0,0 +1,21 @@ +// Copyright 2023 Lance Developers. +// +// Licensed under the Apache License, Version 2.0 (the "License"); +// you may not use this file except in compliance with the License. +// You may obtain a copy of the License at +// +// http://www.apache.org/licenses/LICENSE-2.0 +// +// Unless required by applicable law or agreed to in writing, software +// distributed under the License is distributed on an "AS IS" BASIS, +// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +// See the License for the specific language governing permissions and +// limitations under the License. + +'use strict' + +const lancedb = require('@lancedb/vectordb') + +const db = lancedb.connect('../../sample-lancedb') + +console.log(db.tableNames()) diff --git a/node/examples/simple/package-lock.json b/node/examples/simple/package-lock.json new file mode 100644 index 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index 00000000..a97a768a --- /dev/null +++ b/node/examples/simple/package.json @@ -0,0 +1,14 @@ +{ + "name": "vectordb-example", + "version": "1.0.0", + "description": "", + "main": "index.js", + "scripts": { + "test": "echo \"Error: no test specified\" && exit 1" + }, + "author": "", + "license": "Apache-2.0", + "dependencies": { + "vectordb": "^0.0.1" + } +} diff --git a/node/gen_test_data.py b/node/gen_test_data.py new file mode 100644 index 00000000..48564aff --- /dev/null +++ b/node/gen_test_data.py @@ -0,0 +1,8 @@ +import lancedb + +uri = "sample-lancedb" +db = lancedb.connect(uri) +table = db.create_table("my_table", + data=[{"vector": [3.1, 4.1], "item": "foo", "price": 10.0}, + {"vector": [5.9, 26.5], "item": "bar", "price": 20.0}]) + diff --git a/node/package-lock.json b/node/package-lock.json new file mode 100644 index 00000000..0c6767d4 --- /dev/null +++ b/node/package-lock.json @@ -0,0 +1,6870 @@ +{ + "name": "vectordb", + "version": "0.0.1", + "lockfileVersion": 2, + 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+ "data-science", + "machine-learning", + "data-analytics" + ], + "author": "Lance Devs", + "license": "Apache-2.0", + "devDependencies": { + "@types/chai": "^4.3.4", + "@types/mocha": "^10.0.1", + "@types/node": "^18.16.2", + "@typescript-eslint/eslint-plugin": "^5.59.1", + "cargo-cp-artifact": "^0.1", + "chai": "^4.3.7", + "eslint": "^8.39.0", + "eslint-config-standard-with-typescript": "^34.0.1", + "eslint-plugin-import": "^2.27.5", + "eslint-plugin-n": "^15.7.0", + "eslint-plugin-promise": "^6.1.1", + "mocha": "^10.2.0", + "ts-node": "^10.9.1", + "ts-node-dev": "^2.0.0", + "typescript": "*" + }, + "dependencies": { + "@apache-arrow/ts": "^12.0.0", + "apache-arrow": "^12.0.0" + } +} diff --git a/node/sample-lancedb/my_table.lance/_latest.manifest b/node/sample-lancedb/my_table.lance/_latest.manifest new file mode 100644 index 00000000..fdba90fc Binary files /dev/null and b/node/sample-lancedb/my_table.lance/_latest.manifest differ diff --git a/node/sample-lancedb/my_table.lance/_versions/1.manifest b/node/sample-lancedb/my_table.lance/_versions/1.manifest new file mode 100644 index 00000000..fdba90fc Binary files /dev/null and b/node/sample-lancedb/my_table.lance/_versions/1.manifest differ diff --git a/node/sample-lancedb/my_table.lance/data/48cbdc96-ad9d-412a-b044-d970aaea674e.lance b/node/sample-lancedb/my_table.lance/data/48cbdc96-ad9d-412a-b044-d970aaea674e.lance new file mode 100644 index 00000000..0ca2337f Binary files /dev/null and b/node/sample-lancedb/my_table.lance/data/48cbdc96-ad9d-412a-b044-d970aaea674e.lance differ diff --git a/node/src/index.ts b/node/src/index.ts new file mode 100644 index 00000000..20eab7a2 --- /dev/null +++ b/node/src/index.ts @@ -0,0 +1,134 @@ +// Copyright 2023 Lance Developers. +// +// Licensed under the Apache License, Version 2.0 (the "License"); +// you may not use this file except in compliance with the License. +// You may obtain a copy of the License at +// +// http://www.apache.org/licenses/LICENSE-2.0 +// +// Unless required by applicable law or agreed to in writing, software +// distributed under the License is distributed on an "AS IS" BASIS, +// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +// See the License for the specific language governing permissions and +// limitations under the License. + +import { tableFromIPC, Vector } from 'apache-arrow' + +// eslint-disable-next-line @typescript-eslint/no-var-requires +const { databaseNew, databaseTableNames, databaseOpenTable, tableSearch } = require('../index.node') + +/** + * Connect to a LanceDB instance at the given URI + * @param uri The uri of the database. + */ +export function connect (uri: string): Connection { + return new Connection(uri) +} + +/** + * A connection to a LanceDB database. + */ +export class Connection { + private readonly _uri: string + private readonly _db: any + + constructor (uri: string) { + this._uri = uri + this._db = databaseNew(uri) + } + + get uri (): string { + return this._uri + } + + /** + * Get the names of all tables in the database. + */ + tableNames (): string[] { + return databaseTableNames.call(this._db) + } + + /** + * Open a table in the database. + * @param name The name of the table. + */ + async openTable (name: string): Promise { + const tbl = await databaseOpenTable.call(this._db, name) + return new Table(tbl, name) + } +} + +/** + * A table in a LanceDB database. + */ +export class Table { + private readonly _tbl: any + private readonly _name: string + + constructor (tbl: any, name: string) { + this._tbl = tbl + this._name = name + } + + get name (): string { + return this._name + } + + /** + * Create a search query to find the nearest neighbors of the given query vector. + * @param queryVector The query vector. + */ + search(queryVector: number[]): Query { + return new Query(this._tbl, queryVector) + } +} + +/** + * A builder for nearest neighbor queries for LanceDB. + */ +export class Query { + private readonly _tbl: any + private readonly _query_vector: number[] + private readonly _limit: number + private readonly _refine_factor?: number + private readonly _nprobes: number + private readonly _columns?: string[] + private readonly _where?: string + private readonly _metric = 'L2' + + constructor (tbl: any, queryVector: number[]) { + this._tbl = tbl + this._query_vector = queryVector + this._limit = 10 + this._nprobes = 20 + this._refine_factor = undefined + this._columns = undefined + this._where = undefined + } + + /** + * Execute the query and return the results as an Array of Objects + */ + async execute (): Promise { + const buffer = await tableSearch.call(this._tbl, this._query_vector, this._limit) + const data = tableFromIPC(buffer) + return data.toArray().map((entry: Record) => { + const newObject: Record = {} + Object.keys(entry).forEach((key: string) => { + if (entry[key] instanceof Vector) { + newObject[key] = (entry[key] as Vector).toArray() + } else { + newObject[key] = entry[key] + } + }) + return newObject + }) + } + + /** + * Execute the query and return the results as an Array of the generic type provided + */ + async execute_cast(): Promise { + return await this.execute() as T[] + } +} diff --git a/node/src/test/test.ts b/node/src/test/test.ts new file mode 100644 index 00000000..452d4ccb --- /dev/null +++ b/node/src/test/test.ts @@ -0,0 +1,71 @@ +// Copyright 2023 Lance Developers. +// +// Licensed under the Apache License, Version 2.0 (the "License"); +// you may not use this file except in compliance with the License. +// You may obtain a copy of the License at +// +// http://www.apache.org/licenses/LICENSE-2.0 +// +// Unless required by applicable law or agreed to in writing, software +// distributed under the License is distributed on an "AS IS" BASIS, +// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +// See the License for the specific language governing permissions and +// limitations under the License. + +import { describe } from 'mocha' +import { assert } from 'chai' + +import * as lancedb from '../index' + +describe('LanceDB client', function () { + describe('open a connection to lancedb', function () { + const con = lancedb.connect('.../../sample-lancedb') + + it('should have a valid url', function () { + assert.equal(con.uri, '.../../sample-lancedb') + }) + + it('should return the existing table names', function () { + assert.deepEqual(con.tableNames(), ['my_table']) + }) + + describe('open a table from a connection', function () { + const tablePromise = con.openTable('my_table') + + it('should have a valid name', async function () { + const table = await tablePromise + assert.equal(table.name, 'my_table') + }) + + class MyResult { + vector: Float32Array = new Float32Array(0) + price: number = 0 + item: string = '' + } + + it('execute a query', async function () { + const table = await tablePromise + const builder = table.search([0.1, 0.3]) + const results = await builder.execute() as MyResult[] + + assert.equal(results.length, 2) + assert.equal(results[0].item, 'foo') + assert.equal(results[0].price, 10) + assert.approximately(results[0].vector[0], 3.1, 0.1) + assert.approximately(results[0].vector[1], 4.1, 0.1) + }) + + it('execute a query and type cast the result', async function () { + const table = await tablePromise + + const builder = table.search([0.1, 0.3]) + const results = await builder.execute_cast() + assert.equal(results.length, 2) + assert.equal(results[0].item, 'foo') + assert.equal(results[0].price, 10) + assert.approximately(results[0].vector[0], 3.1, 0.1) + assert.approximately(results[0].vector[1], 4.1, 0.1) + }) + }) + }) +}) diff --git a/node/tsconfig.json b/node/tsconfig.json new file mode 100644 index 00000000..a3fe259b --- /dev/null +++ b/node/tsconfig.json @@ -0,0 +1,10 @@ +{ + "include": ["src/**/*.ts"], + "compilerOptions": { + "target": "es2016", + "module": "commonjs", + "declaration": true, + "outDir": "./dist", + "strict": true + } +} diff --git a/rust/ffi/node/Cargo.toml b/rust/ffi/node/Cargo.toml new file mode 100644 index 00000000..cef23ae2 --- /dev/null +++ b/rust/ffi/node/Cargo.toml @@ -0,0 +1,19 @@ +[package] +name = "vectordb-node" +version = "0.1.0" +description = "Serverless, low-latency vector database for AI applications" +license = "Apache-2.0" +edition = "2018" +exclude = ["index.node"] + +[lib] +crate-type = ["cdylib"] + +[dependencies] +arrow-array = "37.0" +arrow-ipc = "37.0" +once_cell = "1" +futures = "0.3" +vectordb = { path = "../../vectordb" } +tokio = { version = "1.23", features = ["rt-multi-thread"] } +neon = {version = "0.10.1", default-features = false, features = ["channel-api", "napi-6", "promise-api", "task-api"] } diff --git a/rust/ffi/node/README.md b/rust/ffi/node/README.md new file mode 100644 index 00000000..6cccc952 --- /dev/null +++ b/rust/ffi/node/README.md @@ -0,0 +1,3 @@ +The LanceDB node bridge (vectordb-node) allows javascript applications to access LanceDB datasets. + +It is build using [Neon](https://neon-bindings.com). See the node project for an example of how it is used / tests diff --git a/rust/ffi/node/src/convert.rs b/rust/ffi/node/src/convert.rs new file mode 100644 index 00000000..1f9ef4bd --- /dev/null +++ b/rust/ffi/node/src/convert.rs @@ -0,0 +1,36 @@ +// Copyright 2023 Lance Developers. +// +// Licensed under the Apache License, Version 2.0 (the "License"); +// you may not use this file except in compliance with the License. +// You may obtain a copy of the License at +// +// http://www.apache.org/licenses/LICENSE-2.0 +// +// Unless required by applicable law or agreed to in writing, software +// distributed under the License is distributed on an "AS IS" BASIS, +// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +// See the License for the specific language governing permissions and +// limitations under the License. + +use neon::prelude::*; + +pub(crate) fn vec_str_to_array<'a, C: Context<'a>>( + vec: &Vec, + cx: &mut C, +) -> JsResult<'a, JsArray> { + let a = JsArray::new(cx, vec.len() as u32); + for (i, s) in vec.iter().enumerate() { + let v = cx.string(s); + a.set(cx, i as u32, v)?; + } + Ok(a) +} + +pub(crate) fn js_array_to_vec(array: &JsArray, cx: &mut FunctionContext) -> Vec { + let mut query_vec: Vec = Vec::new(); + for i in 0..array.len(cx) { + let entry: Handle = array.get(cx, i).unwrap(); + query_vec.push(entry.value(cx) as f32); + } + query_vec +} diff --git a/rust/ffi/node/src/lib.rs b/rust/ffi/node/src/lib.rs new file mode 100644 index 00000000..1c2a8103 --- /dev/null +++ b/rust/ffi/node/src/lib.rs @@ -0,0 +1,145 @@ +// Copyright 2023 Lance Developers. +// +// Licensed under the Apache License, Version 2.0 (the "License"); +// you may not use this file except in compliance with the License. +// You may obtain a copy of the License at +// +// http://www.apache.org/licenses/LICENSE-2.0 +// +// Unless required by applicable law or agreed to in writing, software +// distributed under the License is distributed on an "AS IS" BASIS, +// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +// See the License for the specific language governing permissions and +// limitations under the License. + +mod convert; + +use std::ops::Deref; +use std::sync::Arc; + +use arrow_array::Float32Array; +use arrow_ipc::writer::FileWriter; +use futures::TryStreamExt; +use neon::prelude::*; +use once_cell::sync::OnceCell; +use tokio::runtime::Runtime; + +use vectordb::database::Database; +use vectordb::table::Table; + +struct JsDatabase { + database: Arc, +} + +struct JsTable { + table: Arc
, +} + +impl Finalize for JsDatabase {} + +impl Finalize for JsTable {} + +fn runtime<'a, C: Context<'a>>(cx: &mut C) -> NeonResult<&'static Runtime> { + static RUNTIME: OnceCell = OnceCell::new(); + + RUNTIME.get_or_try_init(|| Runtime::new().or_else(|err| cx.throw_error(err.to_string()))) +} + +fn database_new(mut cx: FunctionContext) -> JsResult> { + let path = cx.argument::(0)?.value(&mut cx); + let db = JsDatabase { + database: Arc::new(Database::connect(path).or_else(|err| cx.throw_error(err.to_string()))?), + }; + Ok(cx.boxed(db)) +} + +fn database_table_names(mut cx: FunctionContext) -> JsResult { + let db = cx + .this() + .downcast_or_throw::, _>(&mut cx)?; + let tables = db + .database + .table_names() + .or_else(|err| cx.throw_error(err.to_string()))?; + convert::vec_str_to_array(&tables, &mut cx) +} + +fn database_open_table(mut cx: FunctionContext) -> JsResult { + let db = cx + .this() + .downcast_or_throw::, _>(&mut cx)?; + let table_name = cx.argument::(0)?.value(&mut cx); + + let rt = runtime(&mut cx)?; + let channel = cx.channel(); + let database = db.database.clone(); + + let (deferred, promise) = cx.promise(); + rt.spawn(async move { + let table_rst = database.open_table(table_name).await; + + deferred.settle_with(&channel, move |mut cx| { + let table = Arc::new(table_rst.or_else(|err| cx.throw_error(err.to_string()))?); + Ok(cx.boxed(JsTable { table })) + }); + }); + Ok(promise) +} + +fn table_search(mut cx: FunctionContext) -> JsResult { + let js_table = cx.this().downcast_or_throw::, _>(&mut cx)?; + let query_vector = cx.argument::(0)?; //. .as_value(&mut cx); + let limit = cx.argument::(1)?.value(&mut cx); + + let rt = runtime(&mut cx)?; + let channel = cx.channel(); + + let (deferred, promise) = cx.promise(); + let table = js_table.table.clone(); + let query = convert::js_array_to_vec(query_vector.deref(), &mut cx); + + rt.spawn(async move { + let builder = table + .search(Float32Array::from(query)) + .limit(limit as usize); + let results = builder + .execute() + .await + .unwrap() // FIXME unwrap + .try_collect::>() + .await; + + deferred.settle_with(&channel, move |mut cx| { + let results = results.or_else(|err| cx.throw_error(err.to_string()))?; + let vector: Vec = Vec::new(); + + if results.is_empty() { + return cx.buffer(0); + } + + let schema = results.get(0).unwrap().schema(); + let mut fr = FileWriter::try_new(vector, schema.deref()) + .or_else(|err| cx.throw_error(err.to_string()))?; + + for batch in results.iter() { + fr.write(batch) + .or_else(|err| cx.throw_error(err.to_string()))?; + } + fr.finish().or_else(|err| cx.throw_error(err.to_string()))?; + let buf = fr + .into_inner() + .or_else(|err| cx.throw_error(err.to_string()))?; + Ok(JsBuffer::external(&mut cx, buf)) + }); + }); + Ok(promise) +} + +#[neon::main] +fn main(mut cx: ModuleContext) -> NeonResult<()> { + cx.export_function("databaseNew", database_new)?; + cx.export_function("databaseTableNames", database_table_names)?; + cx.export_function("databaseOpenTable", database_open_table)?; + cx.export_function("tableSearch", table_search)?; + Ok(()) +} diff --git a/rust/src/lib.rs b/rust/src/lib.rs deleted file mode 100644 index 7d12d9af..00000000 --- a/rust/src/lib.rs +++ /dev/null @@ -1,14 +0,0 @@ -pub fn add(left: usize, right: usize) -> usize { - left + right -} - -#[cfg(test)] -mod tests { - use super::*; - - #[test] - fn it_works() { - let result = add(2, 2); - assert_eq!(result, 4); - } -} diff --git a/rust/Cargo.toml b/rust/vectordb/Cargo.toml similarity index 70% rename from rust/Cargo.toml rename to rust/vectordb/Cargo.toml index 87f8d0d6..80b07983 100644 --- a/rust/Cargo.toml +++ b/rust/vectordb/Cargo.toml @@ -9,4 +9,10 @@ repository = "https://github.com/lancedb/lancedb" # See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html [dependencies] +arrow-array = "37.0" +arrow-schema = "37.0" lance = "0.4.3" +tokio = { version = "1.23", features = ["rt-multi-thread"] } + +[dev-dependencies] +tempfile = "3.5.0" diff --git a/rust/vectordb/src/database.rs b/rust/vectordb/src/database.rs new file mode 100644 index 00000000..854e10c6 --- /dev/null +++ b/rust/vectordb/src/database.rs @@ -0,0 +1,118 @@ +// Copyright 2023 Lance Developers. +// +// Licensed under the Apache License, Version 2.0 (the "License"); +// you may not use this file except in compliance with the License. +// You may obtain a copy of the License at +// +// http://www.apache.org/licenses/LICENSE-2.0 +// +// Unless required by applicable law or agreed to in writing, software +// distributed under the License is distributed on an "AS IS" BASIS, +// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +// See the License for the specific language governing permissions and +// limitations under the License. + +use std::fs::create_dir_all; +use std::path::{Path, PathBuf}; +use std::sync::Arc; + +use crate::error::Result; +use crate::table::Table; + +pub struct Database { + pub(crate) path: Arc, +} + +const LANCE_EXTENSION: &str = "lance"; + +/// A connection to LanceDB +impl Database { + /// Connects to LanceDB + /// + /// # Arguments + /// + /// * `path` - URI where the database is located, can be a local file or a supported remote cloud storage + /// + /// # Returns + /// + /// * A [Database] object. + pub fn connect>(path: P) -> Result { + if !path.as_ref().try_exists()? { + create_dir_all(&path)?; + } + Ok(Database { + path: Arc::new(path.as_ref().to_path_buf()), + }) + } + + /// Get the names of all tables in the database. + /// + /// # Returns + /// + /// * A [Vec] with all table names. + pub fn table_names(&self) -> Result> { + let f = self + .path + .read_dir()? + .flatten() + .map(|dir_entry| dir_entry.path()) + .filter(|path| { + let is_lance = path + .extension() + .map(|e| e.to_str().map(|e| e == LANCE_EXTENSION)) + .flatten(); + is_lance.unwrap_or(false) + }) + .map(|p| { + p.file_stem() + .map(|s| s.to_str().map(|s| String::from(s))) + .flatten() + }) + .flatten() + .collect(); + Ok(f) + } + + /// Open a table in the database. + /// + /// # Arguments + /// * `name` - The name of the table. + /// + /// # Returns + /// + /// * A [Table] object. + pub async fn open_table(&self, name: String) -> Result
{ + Table::new(self.path.clone(), name).await + } +} + +#[cfg(test)] +mod tests { + use std::fs::create_dir_all; + use tempfile::tempdir; + + use crate::database::Database; + + #[tokio::test] + async fn test_connect() { + let tmp_dir = tempdir().unwrap(); + let path_buf = tmp_dir.into_path(); + let db = Database::connect(&path_buf); + + assert_eq!(db.unwrap().path.as_path(), path_buf.as_path()) + } + + #[tokio::test] + async fn test_table_names() { + let tmp_dir = tempdir().unwrap(); + create_dir_all(tmp_dir.path().join("table1.lance")).unwrap(); + create_dir_all(tmp_dir.path().join("table2.lance")).unwrap(); + create_dir_all(tmp_dir.path().join("invalidlance")).unwrap(); + + let db = Database::connect(&tmp_dir.into_path()).unwrap(); + let tables = db.table_names().unwrap(); + assert_eq!(tables.len(), 2); + assert!(tables.contains(&String::from("table1"))); + assert!(tables.contains(&String::from("table2"))); + } +} diff --git a/rust/vectordb/src/error.rs b/rust/vectordb/src/error.rs new file mode 100644 index 00000000..a3480b5d --- /dev/null +++ b/rust/vectordb/src/error.rs @@ -0,0 +1,43 @@ +// Copyright 2023 Lance Developers. +// +// Licensed under the Apache License, Version 2.0 (the "License"); +// you may not use this file except in compliance with the License. +// You may obtain a copy of the License at +// +// http://www.apache.org/licenses/LICENSE-2.0 +// +// Unless required by applicable law or agreed to in writing, software +// distributed under the License is distributed on an "AS IS" BASIS, +// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +// See the License for the specific language governing permissions and +// limitations under the License. + +#[derive(Debug)] +pub enum Error { + IO(String), + Lance(String), +} + +impl std::fmt::Display for Error { + fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result { + let (catalog, message) = match self { + Self::IO(s) => ("I/O", s.as_str()), + Self::Lance(s) => ("Lance", s.as_str()), + }; + write!(f, "LanceDBError({catalog}): {message}") + } +} + +pub type Result = std::result::Result; + +impl From for Error { + fn from(e: std::io::Error) -> Self { + Self::IO(e.to_string()) + } +} + +impl From for Error { + fn from(e: lance::Error) -> Self { + Self::Lance(e.to_string()) + } +} diff --git a/rust/vectordb/src/lib.rs b/rust/vectordb/src/lib.rs new file mode 100644 index 00000000..e25abbb0 --- /dev/null +++ b/rust/vectordb/src/lib.rs @@ -0,0 +1,18 @@ +// Copyright 2023 Lance Developers. +// +// Licensed under the Apache License, Version 2.0 (the "License"); +// you may not use this file except in compliance with the License. +// You may obtain a copy of the License at +// +// http://www.apache.org/licenses/LICENSE-2.0 +// +// Unless required by applicable law or agreed to in writing, software +// distributed under the License is distributed on an "AS IS" BASIS, +// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +// See the License for the specific language governing permissions and +// limitations under the License. + +pub mod database; +pub mod error; +pub mod query; +pub mod table; diff --git a/rust/vectordb/src/query.rs b/rust/vectordb/src/query.rs new file mode 100644 index 00000000..655fe03b --- /dev/null +++ b/rust/vectordb/src/query.rs @@ -0,0 +1,210 @@ +// Copyright 2023 Lance Developers. +// +// Licensed under the Apache License, Version 2.0 (the "License"); +// you may not use this file except in compliance with the License. +// You may obtain a copy of the License at +// +// http://www.apache.org/licenses/LICENSE-2.0 +// +// Unless required by applicable law or agreed to in writing, software +// distributed under the License is distributed on an "AS IS" BASIS, +// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +// See the License for the specific language governing permissions and +// limitations under the License. + +use std::sync::Arc; + +use arrow_array::Float32Array; +use lance::dataset::scanner::{DatasetRecordBatchStream, Scanner}; +use lance::dataset::Dataset; +use lance::index::vector::MetricType; + +use crate::error::Result; + +/// A builder for nearest neighbor queries for LanceDB. +pub struct Query { + pub dataset: Arc, + pub query_vector: Float32Array, + pub limit: usize, + pub nprobes: usize, + pub refine_factor: Option, + pub metric_type: MetricType, + pub use_index: bool, +} + +impl Query { + /// Creates a new Query object + /// + /// # Arguments + /// + /// * `dataset` - The table / dataset the query will be run against. + /// * `vector` The vector used for this query. + /// + /// # Returns + /// + /// * A [Query] object. + pub(crate) fn new(dataset: Arc, vector: Float32Array) -> Self { + Query { + dataset, + query_vector: vector, + limit: 10, + nprobes: 20, + refine_factor: None, + metric_type: MetricType::L2, + use_index: false, + } + } + + /// Execute the queries and return its results. + /// + /// # Returns + /// + /// * A [DatasetRecordBatchStream] with the query's results. + pub async fn execute(&self) -> Result { + let mut scanner: Scanner = self.dataset.scan(); + + scanner.nearest( + crate::table::VECTOR_COLUMN_NAME, + &self.query_vector, + self.limit, + )?; + scanner.nprobs(self.nprobes); + scanner.distance_metric(self.metric_type); + scanner.use_index(self.use_index); + self.refine_factor.map(|rf| scanner.refine(rf)); + Ok(scanner.try_into_stream().await?) + } + + /// Set the maximum number of results to return. + /// + /// # Arguments + /// + /// * `limit` - The maximum number of results to return. + pub fn limit(mut self, limit: usize) -> Query { + self.limit = limit; + self + } + + /// Set the vector used for this query. + /// + /// # Arguments + /// + /// * `vector` - The vector that will be used for search. + pub fn query_vector(mut self, query_vector: Float32Array) -> Query { + self.query_vector = query_vector; + self + } + + /// Set the number of probes to use. + /// + /// # Arguments + /// + /// * `nprobes` - The number of probes to use. + pub fn nprobes(mut self, nprobes: usize) -> Query { + self.nprobes = nprobes; + self + } + + /// Set the refine factor to use. + /// + /// # Arguments + /// + /// * `refine_factor` - The refine factor to use. + pub fn refine_factor(mut self, refine_factor: Option) -> Query { + self.refine_factor = refine_factor; + self + } + + /// Set the distance metric to use. + /// + /// # Arguments + /// + /// * `metric_type` - The distance metric to use. By default [MetricType::L2] is used. + pub fn metric_type(mut self, metric_type: MetricType) -> Query { + self.metric_type = metric_type; + self + } + + /// Whether to use an ANN index if available + /// + /// # Arguments + /// + /// * `use_index` - Sets Whether to use an ANN index if available + pub fn use_index(mut self, use_index: bool) -> Query { + self.use_index = use_index; + self + } +} + +#[cfg(test)] +mod tests { + use std::sync::Arc; + + use arrow_array::{Float32Array, RecordBatch, RecordBatchReader}; + use arrow_schema::{DataType, Field as ArrowField, Schema as ArrowSchema}; + use lance::arrow::RecordBatchBuffer; + use lance::dataset::Dataset; + use lance::index::vector::MetricType; + + use crate::query::Query; + + #[tokio::test] + async fn test_setters_getters() { + let mut batches: Box = Box::new(make_test_batches()); + let ds = Dataset::write(&mut batches, ":memory:", None) + .await + .unwrap(); + + let vector = Float32Array::from_iter_values([0.1, 0.2]); + let query = Query::new(Arc::new(ds), vector.clone()); + assert_eq!(query.query_vector, vector); + + let new_vector = Float32Array::from_iter_values([9.8, 8.7]); + + let query = query + .query_vector(new_vector.clone()) + .limit(100) + .nprobes(1000) + .use_index(true) + .metric_type(MetricType::Cosine) + .refine_factor(Some(999)); + + assert_eq!(query.query_vector, new_vector); + assert_eq!(query.limit, 100); + assert_eq!(query.nprobes, 1000); + assert_eq!(query.use_index, true); + assert_eq!(query.metric_type, MetricType::Cosine); + assert_eq!(query.refine_factor, Some(999)); + } + + #[tokio::test] + async fn test_execute() { + let mut batches: Box = Box::new(make_test_batches()); + let ds = Dataset::write(&mut batches, ":memory:", None) + .await + .unwrap(); + + let vector = Float32Array::from_iter_values([0.1; 128]); + let query = Query::new(Arc::new(ds), vector.clone()); + let result = query.execute().await; + assert_eq!(result.is_ok(), true); + } + + fn make_test_batches() -> RecordBatchBuffer { + let dim: usize = 128; + let schema = Arc::new(ArrowSchema::new(vec![ + ArrowField::new("key", DataType::Int32, false), + ArrowField::new( + "vector", + DataType::FixedSizeList( + Arc::new(ArrowField::new("item", DataType::Float32, true)), + dim as i32, + ), + true, + ), + ArrowField::new("uri", DataType::Utf8, true), + ])); + + RecordBatchBuffer::new(vec![RecordBatch::new_empty(schema.clone())]) + } +} diff --git a/rust/vectordb/src/table.rs b/rust/vectordb/src/table.rs new file mode 100644 index 00000000..f8fd4ae0 --- /dev/null +++ b/rust/vectordb/src/table.rs @@ -0,0 +1,144 @@ +// Copyright 2023 Lance Developers. +// +// Licensed under the Apache License, Version 2.0 (the "License"); +// you may not use this file except in compliance with the License. +// You may obtain a copy of the License at +// +// http://www.apache.org/licenses/LICENSE-2.0 +// +// Unless required by applicable law or agreed to in writing, software +// distributed under the License is distributed on an "AS IS" BASIS, +// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +// See the License for the specific language governing permissions and +// limitations under the License. + +use std::path::PathBuf; +use std::sync::Arc; + +use arrow_array::Float32Array; +use lance::dataset::Dataset; + +use crate::error::{Error, Result}; +use crate::query::Query; + +pub const VECTOR_COLUMN_NAME: &str = "vector"; + +pub const LANCE_FILE_EXTENSION: &str = "lance"; + +/// A table in a LanceDB database. +pub struct Table { + name: String, + dataset: Arc, +} + +impl Table { + /// Creates a new Table object + /// + /// # Arguments + /// + /// * `base_path` - The base path where the table is located + /// * `name` The Table name + /// + /// # Returns + /// + /// * A [Table] object. + pub async fn new(base_path: Arc, name: String) -> Result { + let ds_path = base_path.join(format!("{}.{}", name, LANCE_FILE_EXTENSION)); + let ds_uri = ds_path + .to_str() + .ok_or(Error::IO(format!("Unable to find table {}", name)))?; + let dataset = Dataset::open(ds_uri).await?; + let table = Table { + name, + dataset: Arc::new(dataset), + }; + Ok(table) + } + + /// Creates a new Query object that can be executed. + /// + /// # Arguments + /// + /// * `vector` The vector used for this query. + /// + /// # Returns + /// + /// * A [Query] object. + pub fn search(&self, query_vector: Float32Array) -> Query { + Query::new(self.dataset.clone(), query_vector) + } +} + +#[cfg(test)] +mod tests { + use arrow_array::{Float32Array, Int32Array, RecordBatch, RecordBatchReader}; + use arrow_schema::{DataType, Field, Schema}; + use lance::arrow::RecordBatchBuffer; + use lance::dataset::Dataset; + use std::sync::Arc; + use tempfile::tempdir; + + use crate::table::Table; + + #[tokio::test] + async fn test_new_table_not_exists() { + let tmp_dir = tempdir().unwrap(); + let path_buf = tmp_dir.into_path(); + + let table = Table::new(Arc::new(path_buf), "test".to_string()).await; + assert!(table.is_err()); + } + + #[tokio::test] + async fn test_new() { + let tmp_dir = tempdir().unwrap(); + let path_buf = tmp_dir.into_path(); + + let mut batches: Box = Box::new(make_test_batches()); + Dataset::write( + &mut batches, + path_buf.join("test.lance").to_str().unwrap(), + None, + ) + .await + .unwrap(); + + let table = Table::new(Arc::new(path_buf), "test".to_string()) + .await + .unwrap(); + + assert_eq!(table.name, "test") + } + + #[tokio::test] + async fn test_search() { + let tmp_dir = tempdir().unwrap(); + let path_buf = tmp_dir.into_path(); + + let mut batches: Box = Box::new(make_test_batches()); + Dataset::write( + &mut batches, + path_buf.join("test.lance").to_str().unwrap(), + None, + ) + .await + .unwrap(); + + let table = Table::new(Arc::new(path_buf), "test".to_string()) + .await + .unwrap(); + + let vector = Float32Array::from_iter_values([0.1, 0.2]); + let query = table.search(vector.clone()); + assert_eq!(vector, query.query_vector); + } + + fn make_test_batches() -> RecordBatchBuffer { + let schema = Arc::new(Schema::new(vec![Field::new("i", DataType::Int32, false)])); + RecordBatchBuffer::new(vec![RecordBatch::try_new( + schema.clone(), + vec![Arc::new(Int32Array::from_iter_values(0..20))], + ) + .unwrap()]) + } +}