diff --git a/.github/workflows/nodejs.yml b/.github/workflows/nodejs.yml new file mode 100644 index 00000000..83e7c45a --- /dev/null +++ b/.github/workflows/nodejs.yml @@ -0,0 +1,114 @@ +name: NodeJS (NAPI) + +on: + push: + branches: + - main + pull_request: + paths: + - nodejs/** + - .github/workflows/nodejs.yml + - docker-compose.yml + +concurrency: + group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }} + cancel-in-progress: true + +env: + # Disable full debug symbol generation to speed up CI build and keep memory down + # "1" means line tables only, which is useful for panic tracebacks. + RUSTFLAGS: "-C debuginfo=1" + RUST_BACKTRACE: "1" + +jobs: + lint: + name: Lint + runs-on: ubuntu-22.04 + defaults: + run: + shell: bash + working-directory: nodejs + steps: + - uses: actions/checkout@v3 + with: + fetch-depth: 0 + lfs: true + - uses: actions/setup-node@v3 + with: + node-version: 20 + cache: 'npm' + cache-dependency-path: nodejs/package-lock.json + - uses: Swatinem/rust-cache@v2 + - name: Install dependencies + run: | + sudo apt update + sudo apt install -y protobuf-compiler libssl-dev + - name: Lint + run: | + cargo fmt --all -- --check + cargo clippy --all --all-features -- -D warnings + npm ci + npm run lint + linux: + name: Linux (NodeJS ${{ matrix.node-version }}) + timeout-minutes: 30 + strategy: + matrix: + node-version: [ "18", "20" ] + runs-on: "ubuntu-22.04" + defaults: + run: + shell: bash + working-directory: nodejs + steps: + - uses: actions/checkout@v3 + with: + fetch-depth: 0 + lfs: true + - uses: actions/setup-node@v3 + with: + node-version: ${{ matrix.node-version }} + cache: 'npm' + cache-dependency-path: node/package-lock.json + - uses: Swatinem/rust-cache@v2 + - name: Install dependencies + run: | + sudo apt update + sudo apt install -y protobuf-compiler libssl-dev + npm install -g @napi-rs/cli + - name: Build + run: | + npm ci + npm run build + - name: Test + run: npm run test + macos: + timeout-minutes: 30 + runs-on: "macos-13" + defaults: + run: + shell: bash + working-directory: nodejs + steps: + - uses: actions/checkout@v3 + with: + fetch-depth: 0 + lfs: true + - uses: actions/setup-node@v3 + with: + node-version: 20 + cache: 'npm' + cache-dependency-path: node/package-lock.json + - uses: Swatinem/rust-cache@v2 + - name: Install dependencies + run: | + brew install protobuf + npm install -g @napi-rs/cli + - name: Build + run: | + npm ci + npm run build + - name: Test + run: | + npm run test + diff --git a/.gitignore b/.gitignore index 1e455390..c065383d 100644 --- a/.gitignore +++ b/.gitignore @@ -29,8 +29,9 @@ python/dist node/dist node/examples/**/package-lock.json node/examples/**/dist +dist ## Rust target -Cargo.lock \ No newline at end of file +Cargo.lock diff --git a/Cargo.toml b/Cargo.toml index 9923268e..91da8a74 100644 --- a/Cargo.toml +++ b/Cargo.toml @@ -1,9 +1,15 @@ [workspace] -members = ["rust/ffi/node", "rust/vectordb"] +members = ["rust/ffi/node", "rust/vectordb", "nodejs"] # Python package needs to be built by maturin. exclude = ["python"] resolver = "2" +[workspace.package] +edition = "2021" +authors = ["Lance Devs "] +license = "Apache-2.0" +repository = "https://github.com/lancedb/lancedb" + [workspace.dependencies] lance = { "version" = "=0.9.7", "features" = ["dynamodb"] } lance-index = { "version" = "=0.9.7" } diff --git a/nodejs/.eslintrc.js b/nodejs/.eslintrc.js new file mode 100644 index 00000000..8b6c3ca4 --- /dev/null +++ b/nodejs/.eslintrc.js @@ -0,0 +1,22 @@ +module.exports = { + env: { + browser: true, + es2021: true, + }, + extends: [ + "eslint:recommended", + "plugin:@typescript-eslint/recommended-type-checked", + "plugin:@typescript-eslint/stylistic-type-checked", + ], + overrides: [], + parserOptions: { + project: "./tsconfig.json", + ecmaVersion: "latest", + sourceType: "module", + }, + rules: { + "@typescript-eslint/method-signature-style": "off", + "@typescript-eslint/no-explicit-any": "off", + }, + ignorePatterns: ["node_modules/", "dist/", "build/"], +}; diff --git a/nodejs/.npmignore b/nodejs/.npmignore new file mode 100644 index 00000000..debcd086 --- /dev/null +++ b/nodejs/.npmignore @@ -0,0 +1,15 @@ +target +Cargo.lock +.cargo +.github +npm +.eslintrc +.prettierignore +rustfmt.toml +yarn.lock +*.node +.yarn +__test__ +renovate.json +.idea +src diff --git a/nodejs/Cargo.toml b/nodejs/Cargo.toml new file mode 100644 index 00000000..4be1b98f --- /dev/null +++ b/nodejs/Cargo.toml @@ -0,0 +1,26 @@ +[package] +name = "vectordb-nodejs" +edition = "2021" +version = "0.0.0" +license.workspace = true +repository.workspace = true + +[lib] +crate-type = ["cdylib"] + +[dependencies] +arrow-ipc.workspace = true +napi = { version = "2.14", default-features = false, features = [ + "napi7", + "async" +] } +napi-derive = "2.14" +vectordb = { path = "../rust/vectordb" } +lance.workspace = true + +[build-dependencies] +napi-build = "2.1" + +[profile.release] +lto = true +strip = "symbols" diff --git a/nodejs/README.md b/nodejs/README.md new file mode 100644 index 00000000..2b13c5c8 --- /dev/null +++ b/nodejs/README.md @@ -0,0 +1,3 @@ +# (New) LanceDB NodeJS SDK + +It will replace the NodeJS SDK when it is ready. diff --git a/nodejs/__test__/arrow.test.ts b/nodejs/__test__/arrow.test.ts new file mode 100644 index 00000000..28b598ee --- /dev/null +++ b/nodejs/__test__/arrow.test.ts @@ -0,0 +1,106 @@ +// Copyright 2024 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 { makeArrowTable, toBuffer } from "../vectordb/arrow"; +import { + Field, + FixedSizeList, + Float16, + Float32, + Int32, + tableFromIPC, + Schema, + Float64, +} from "apache-arrow"; + +test("customized schema", function () { + const schema = new Schema([ + new Field("a", new Int32(), true), + new Field("b", new Float32(), true), + new Field( + "c", + new FixedSizeList(3, new Field("item", new Float16())), + true + ), + ]); + const table = makeArrowTable( + [ + { a: 1, b: 2, c: [1, 2, 3] }, + { a: 4, b: 5, c: [4, 5, 6] }, + { a: 7, b: 8, c: [7, 8, 9] }, + ], + { schema } + ); + + expect(table.schema.toString()).toEqual(schema.toString()); + + const buf = toBuffer(table); + expect(buf.byteLength).toBeGreaterThan(0); + + const actual = tableFromIPC(buf); + expect(actual.numRows).toBe(3); + const actualSchema = actual.schema; + expect(actualSchema.toString()).toStrictEqual(schema.toString()); +}); + +test("default vector column", function () { + const schema = new Schema([ + new Field("a", new Float64(), true), + new Field("b", new Float64(), true), + new Field("vector", new FixedSizeList(3, new Field("item", new Float32()))), + ]); + const table = makeArrowTable([ + { a: 1, b: 2, vector: [1, 2, 3] }, + { a: 4, b: 5, vector: [4, 5, 6] }, + { a: 7, b: 8, vector: [7, 8, 9] }, + ]); + + const buf = toBuffer(table); + expect(buf.byteLength).toBeGreaterThan(0); + + const actual = tableFromIPC(buf); + expect(actual.numRows).toBe(3); + const actualSchema = actual.schema; + expect(actualSchema.toString()).toEqual(actualSchema.toString()); +}); + +test("2 vector columns", function () { + const schema = new Schema([ + new Field("a", new Float64()), + new Field("b", new Float64()), + new Field("vec1", new FixedSizeList(3, new Field("item", new Float16()))), + new Field("vec2", new FixedSizeList(3, new Field("item", new Float16()))), + ]); + const table = makeArrowTable( + [ + { a: 1, b: 2, vec1: [1, 2, 3], vec2: [2, 4, 6] }, + { a: 4, b: 5, vec1: [4, 5, 6], vec2: [8, 10, 12] }, + { a: 7, b: 8, vec1: [7, 8, 9], vec2: [14, 16, 18] }, + ], + { + vectorColumns: { + vec1: { type: new Float16() }, + vec2: { type: new Float16() }, + }, + } + ); + + const buf = toBuffer(table); + expect(buf.byteLength).toBeGreaterThan(0); + + const actual = tableFromIPC(buf); + expect(actual.numRows).toBe(3); + const actualSchema = actual.schema; + expect(actualSchema.toString()).toEqual(schema.toString()); +}); diff --git a/nodejs/__test__/index.test.ts b/nodejs/__test__/index.test.ts new file mode 100644 index 00000000..4a7c8305 --- /dev/null +++ b/nodejs/__test__/index.test.ts @@ -0,0 +1,34 @@ +// Copyright 2024 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 * as os from "os"; +import * as path from "path"; +import * as fs from "fs"; + +import { Schema, Field, Float64 } from "apache-arrow"; +import { connect } from "../dist/index.js"; + +test("open database", async () => { + const tmpDir = fs.mkdtempSync(path.join(os.tmpdir(), "test-open")); + + const db = await connect(tmpDir); + let tableNames = await db.tableNames(); + expect(tableNames).toStrictEqual([]); + + const tbl = await db.createTable("test", [{ id: 1 }, { id: 2 }]); + expect(await db.tableNames()).toStrictEqual(["test"]); + + const schema = tbl.schema; + expect(schema).toEqual(new Schema([new Field("id", new Float64(), true)])); +}); diff --git a/nodejs/build.rs b/nodejs/build.rs new file mode 100644 index 00000000..9fc23678 --- /dev/null +++ b/nodejs/build.rs @@ -0,0 +1,5 @@ +extern crate napi_build; + +fn main() { + napi_build::setup(); +} diff --git a/nodejs/jest.config.js b/nodejs/jest.config.js new file mode 100644 index 00000000..b413e106 --- /dev/null +++ b/nodejs/jest.config.js @@ -0,0 +1,5 @@ +/** @type {import('ts-jest').JestConfigWithTsJest} */ +module.exports = { + preset: 'ts-jest', + testEnvironment: 'node', +}; \ No newline at end of file diff --git a/nodejs/npm/darwin-arm64/README.md b/nodejs/npm/darwin-arm64/README.md new file mode 100644 index 00000000..ead551dc --- /dev/null +++ b/nodejs/npm/darwin-arm64/README.md @@ -0,0 +1,3 @@ +# `vectordb-darwin-arm64` + +This is the **aarch64-apple-darwin** binary for `vectordb` diff --git a/nodejs/npm/darwin-arm64/package.json b/nodejs/npm/darwin-arm64/package.json new file mode 100644 index 00000000..546eacea --- /dev/null +++ b/nodejs/npm/darwin-arm64/package.json @@ -0,0 +1,18 @@ +{ + "name": "vectordb-darwin-arm64", + "version": "0.4.3", + "os": [ + "darwin" + ], + "cpu": [ + "arm64" + ], + "main": "vectordb.darwin-arm64.node", + "files": [ + "vectordb.darwin-arm64.node" + ], + "license": "MIT", + "engines": { + "node": ">= 18" + } +} \ No newline at end of file diff --git a/nodejs/npm/darwin-x64/README.md b/nodejs/npm/darwin-x64/README.md new file mode 100644 index 00000000..3fb8cc8f --- /dev/null +++ b/nodejs/npm/darwin-x64/README.md @@ -0,0 +1,3 @@ +# `vectordb-darwin-x64` + +This is the **x86_64-apple-darwin** binary for `vectordb` diff --git a/nodejs/npm/darwin-x64/package.json b/nodejs/npm/darwin-x64/package.json new file mode 100644 index 00000000..7617bd05 --- /dev/null +++ b/nodejs/npm/darwin-x64/package.json @@ -0,0 +1,18 @@ +{ + "name": "vectordb-darwin-x64", + "version": "0.4.3", + "os": [ + "darwin" + ], + "cpu": [ + "x64" + ], + "main": "vectordb.darwin-x64.node", + "files": [ + "vectordb.darwin-x64.node" + ], + "license": "MIT", + "engines": { + "node": ">= 18" + } +} \ No newline at end of file diff --git a/nodejs/npm/linux-arm64-gnu/README.md b/nodejs/npm/linux-arm64-gnu/README.md new file mode 100644 index 00000000..04c0e44d --- /dev/null +++ b/nodejs/npm/linux-arm64-gnu/README.md @@ -0,0 +1,3 @@ +# `vectordb-linux-arm64-gnu` + +This is the **aarch64-unknown-linux-gnu** binary for `vectordb` diff --git a/nodejs/npm/linux-arm64-gnu/package.json b/nodejs/npm/linux-arm64-gnu/package.json new file mode 100644 index 00000000..0d6f6840 --- /dev/null +++ b/nodejs/npm/linux-arm64-gnu/package.json @@ -0,0 +1,21 @@ +{ + "name": "vectordb-linux-arm64-gnu", + "version": "0.4.3", + "os": [ + "linux" + ], + "cpu": [ + "arm64" + ], + "main": "vectordb.linux-arm64-gnu.node", + "files": [ + "vectordb.linux-arm64-gnu.node" + ], + "license": "MIT", + "engines": { + "node": ">= 10" + }, + "libc": [ + "glibc" + ] +} \ No newline at end of file diff --git a/nodejs/npm/linux-x64-gnu/README.md b/nodejs/npm/linux-x64-gnu/README.md new file mode 100644 index 00000000..63d5f7be --- /dev/null +++ b/nodejs/npm/linux-x64-gnu/README.md @@ -0,0 +1,3 @@ +# `vectordb-linux-x64-gnu` + +This is the **x86_64-unknown-linux-gnu** binary for `vectordb` diff --git a/nodejs/npm/linux-x64-gnu/package.json b/nodejs/npm/linux-x64-gnu/package.json new file mode 100644 index 00000000..0991cde7 --- /dev/null +++ b/nodejs/npm/linux-x64-gnu/package.json @@ -0,0 +1,21 @@ +{ + "name": "vectordb-linux-x64-gnu", + "version": "0.4.3", + "os": [ + "linux" + ], + "cpu": [ + "x64" + ], + "main": "vectordb.linux-x64-gnu.node", + "files": [ + "vectordb.linux-x64-gnu.node" + ], + "license": "MIT", + "engines": { + "node": ">= 10" + }, + "libc": [ + "glibc" + ] +} \ No newline at end of file diff --git a/nodejs/package-lock.json b/nodejs/package-lock.json new file mode 100644 index 00000000..0e21ad87 --- /dev/null +++ b/nodejs/package-lock.json @@ -0,0 +1,6300 @@ +{ + "name": "vectordb", + "version": "0.4.3", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "vectordb", + "version": 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"devDependencies": { + "@napi-rs/cli": "^2.18.0", + "@types/jest": "^29.5.11", + "@typescript-eslint/eslint-plugin": "^6.19.0", + "@typescript-eslint/parser": "^6.19.0", + "eslint": "^8.56.0", + "jest": "^29.7.0", + "ts-jest": "^29.1.2", + "typedoc": "^0.25.7", + "typedoc-plugin-markdown": "^3.17.1", + "typescript": "^5.3.3" + }, + "ava": { + "timeout": "3m" + }, + "engines": { + "node": ">= 18" + }, + "cpu": [ + "x64", + "arm64" + ], + "os": [ + "darwin", + "linux", + "windows" + ], + "scripts": { + "artifacts": "napi artifacts", + "build:native": "napi build --platform --release --js vectordb/native.js --dts vectordb/native.d.ts dist/", + "build:debug": "napi build --platform --dts ../vectordb/native.d.ts --js ../vectordb/native.js dist/", + "build": "npm run build:debug && tsc -b", + "docs": "typedoc --plugin typedoc-plugin-markdown vectordb/index.ts", + "lint": "eslint vectordb --ext .js,.ts", + "prepublishOnly": "napi prepublish -t npm", + "test": "npm run build && jest", + "universal": "napi universal", + "version": "napi version" + }, + "optionalDependencies": { + "vectordb-darwin-arm64": "0.4.3", + "vectordb-darwin-x64": "0.4.3", + "vectordb-linux-arm64-gnu": "0.4.3", + "vectordb-linux-x64-gnu": "0.4.3" + }, + "dependencies": { + "apache-arrow": "^15.0.0" + } +} diff --git a/nodejs/src/connection.rs b/nodejs/src/connection.rs new file mode 100644 index 00000000..7f4a82d9 --- /dev/null +++ b/nodejs/src/connection.rs @@ -0,0 +1,86 @@ +// Copyright 2024 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 napi::bindgen_prelude::*; +use napi_derive::*; + +use crate::table::Table; +use vectordb::connection::{Connection as LanceDBConnection, Database}; +use vectordb::ipc::ipc_file_to_batches; + +#[napi] +pub struct Connection { + conn: Arc, +} + +#[napi] +impl Connection { + /// Create a new Connection instance from the given URI. + #[napi(factory)] + pub async fn new(uri: String) -> napi::Result { + Ok(Self { + conn: Arc::new(Database::connect(&uri).await.map_err(|e| { + napi::Error::from_reason(format!("Failed to connect to database: {}", e)) + })?), + }) + } + + /// List all tables in the dataset. + #[napi] + pub async fn table_names(&self) -> napi::Result> { + self.conn + .table_names() + .await + .map_err(|e| napi::Error::from_reason(format!("{}", e))) + } + + /// Create table from a Apache Arrow IPC (file) buffer. + /// + /// Parameters: + /// - name: The name of the table. + /// - buf: The buffer containing the IPC file. + /// + #[napi] + pub async fn create_table(&self, name: String, buf: Buffer) -> napi::Result { + let batches = ipc_file_to_batches(buf.to_vec()) + .map_err(|e| napi::Error::from_reason(format!("Failed to read IPC file: {}", e)))?; + let tbl = self + .conn + .create_table(&name, Box::new(batches), None) + .await + .map_err(|e| napi::Error::from_reason(format!("{}", e)))?; + Ok(Table::new(tbl)) + } + + #[napi] + pub async fn open_table(&self, name: String) -> napi::Result
{ + let tbl = self + .conn + .open_table(&name) + .await + .map_err(|e| napi::Error::from_reason(format!("{}", e)))?; + Ok(Table::new(tbl)) + } + + /// Drop table with the name. Or raise an error if the table does not exist. + #[napi] + pub async fn drop_table(&self, name: String) -> napi::Result<()> { + self.conn + .drop_table(&name) + .await + .map_err(|e| napi::Error::from_reason(format!("{}", e))) + } +} diff --git a/nodejs/src/lib.rs b/nodejs/src/lib.rs new file mode 100644 index 00000000..af98642c --- /dev/null +++ b/nodejs/src/lib.rs @@ -0,0 +1,46 @@ +// Copyright 2024 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 connection::Connection; +use napi_derive::*; + +mod connection; +mod query; +mod table; + +#[napi(object)] +pub struct ConnectionOptions { + pub uri: String, + pub api_key: Option, + pub host_override: Option, +} + +/// Write mode for writing a table. +#[napi(string_enum)] +pub enum WriteMode { + Create, + Append, + Overwrite, +} + +/// Write options when creating a Table. +#[napi(object)] +pub struct WriteOptions { + pub mode: Option, +} + +#[napi] +pub async fn connect(options: ConnectionOptions) -> napi::Result { + Connection::new(options.uri.clone()).await +} diff --git a/nodejs/src/query.rs b/nodejs/src/query.rs new file mode 100644 index 00000000..d202cdf4 --- /dev/null +++ b/nodejs/src/query.rs @@ -0,0 +1,48 @@ +// Copyright 2024 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 napi::bindgen_prelude::*; +use napi_derive::napi; +use vectordb::query::Query as LanceDBQuery; + +use crate::table::Table; + +#[napi] +pub struct Query { + inner: LanceDBQuery, +} + +#[napi] +impl Query { + pub fn new(table: &Table) -> Self { + Self { + inner: table.table.query(), + } + } + + #[napi] + pub fn vector(&mut self, vector: Float32Array) { + let inn = self.inner.clone().query_vector(&vector); + self.inner = inn; + } + + #[napi] + pub fn to_arrow(&self) -> napi::Result<()> { + // let buf = self.inner.to_arrow().map_err(|e| { + // napi::Error::from_reason(format!("Failed to convert query to arrow: {}", e)) + // })?; + // Ok(buf) + todo!() + } +} diff --git a/nodejs/src/table.rs b/nodejs/src/table.rs new file mode 100644 index 00000000..a7bc2b4c --- /dev/null +++ b/nodejs/src/table.rs @@ -0,0 +1,81 @@ +// Copyright 2024 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 crate::query::Query; +use arrow_ipc::writer::FileWriter; +use napi::bindgen_prelude::*; +use napi_derive::napi; +use vectordb::{ipc::ipc_file_to_batches, table::Table as LanceDBTable}; + +#[napi] +pub struct Table { + pub(crate) table: LanceDBTable, +} + +#[napi] +impl Table { + pub(crate) fn new(table: LanceDBTable) -> Self { + Self { table } + } + + /// Return Schema as empty Arrow IPC file. + #[napi] + pub fn schema(&self) -> napi::Result { + let mut writer = FileWriter::try_new(vec![], &self.table.schema()) + .map_err(|e| napi::Error::from_reason(format!("Failed to create IPC file: {}", e)))?; + writer + .finish() + .map_err(|e| napi::Error::from_reason(format!("Failed to finish IPC file: {}", e)))?; + Ok(Buffer::from(writer.into_inner().map_err(|e| { + napi::Error::from_reason(format!("Failed to get IPC file: {}", e)) + })?)) + } + + #[napi] + pub async unsafe fn add(&mut self, buf: Buffer) -> napi::Result<()> { + let batches = ipc_file_to_batches(buf.to_vec()) + .map_err(|e| napi::Error::from_reason(format!("Failed to read IPC file: {}", e)))?; + self.table.add(batches, None).await.map_err(|e| { + napi::Error::from_reason(format!( + "Failed to add batches to table {}: {}", + self.table, e + )) + }) + } + + #[napi] + pub async fn count_rows(&self) -> napi::Result { + self.table.count_rows().await.map_err(|e| { + napi::Error::from_reason(format!( + "Failed to count rows in table {}: {}", + self.table, e + )) + }) + } + + #[napi] + pub async unsafe fn delete(&mut self, predicate: String) -> napi::Result<()> { + self.table.delete(&predicate).await.map_err(|e| { + napi::Error::from_reason(format!( + "Failed to delete rows in table {}: predicate={}", + self.table, e + )) + }) + } + + #[napi] + pub fn query(&self) -> Query { + Query::new(self) + } +} diff --git a/nodejs/tsconfig.json b/nodejs/tsconfig.json new file mode 100644 index 00000000..08943b38 --- /dev/null +++ b/nodejs/tsconfig.json @@ -0,0 +1,31 @@ +{ + "include": [ + "vectordb/*.ts", + "vectordb/**/*.ts", + "vectordb/*.js", + ], + "compilerOptions": { + "target": "es2022", + "module": "commonjs", + "declaration": true, + "outDir": "./dist", + "strict": true, + "allowJs": true, + "resolveJsonModule": true, + }, + "exclude": [ + "./dist/*", + ], + "typedocOptions": { + "entryPoints": [ + "vectordb/index.ts" + ], + "out": "../docs/src/javascript/", + "visibilityFilters": { + "protected": false, + "private": false, + "inherited": true, + "external": false, + } + } +} \ No newline at end of file diff --git a/nodejs/vectordb/arrow.ts b/nodejs/vectordb/arrow.ts new file mode 100644 index 00000000..8d890c9a --- /dev/null +++ b/nodejs/vectordb/arrow.ts @@ -0,0 +1,183 @@ +// Copyright 2024 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 { + Field, + FixedSizeList, + Float, + Float32, + Schema, + Table as ArrowTable, + Table, + Vector, + vectorFromArray, + tableToIPC, +} from "apache-arrow"; + +/** Data type accepted by NodeJS SDK */ +export type Data = Record[] | ArrowTable; + +export class VectorColumnOptions { + /** Vector column type. */ + type: Float = new Float32(); + + constructor(values?: Partial) { + Object.assign(this, values); + } +} + +/** Options to control the makeArrowTable call. */ +export class MakeArrowTableOptions { + /** Provided schema. */ + schema?: Schema; + + /** Vector columns */ + vectorColumns: Record = { + vector: new VectorColumnOptions(), + }; + + constructor(values?: Partial) { + Object.assign(this, values); + } +} + +/** + * An enhanced version of the {@link makeTable} function from Apache Arrow + * that supports nested fields and embeddings columns. + * + * Note that it currently does not support nulls. + * + * @param data input data + * @param options options to control the makeArrowTable call. + * + * @example + * + * ```ts + * + * import { fromTableToBuffer, makeArrowTable } from "../arrow"; + * import { Field, FixedSizeList, Float16, Float32, Int32, Schema } from "apache-arrow"; + * + * const schema = new Schema([ + * new Field("a", new Int32()), + * new Field("b", new Float32()), + * new Field("c", new FixedSizeList(3, new Field("item", new Float16()))), + * ]); + * const table = makeArrowTable([ + * { a: 1, b: 2, c: [1, 2, 3] }, + * { a: 4, b: 5, c: [4, 5, 6] }, + * { a: 7, b: 8, c: [7, 8, 9] }, + * ], { schema }); + * ``` + * + * It guesses the vector columns if the schema is not provided. For example, + * by default it assumes that the column named `vector` is a vector column. + * + * ```ts + * + * const schema = new Schema([ + new Field("a", new Float64()), + new Field("b", new Float64()), + new Field( + "vector", + new FixedSizeList(3, new Field("item", new Float32())) + ), + ]); + const table = makeArrowTable([ + { a: 1, b: 2, vector: [1, 2, 3] }, + { a: 4, b: 5, vector: [4, 5, 6] }, + { a: 7, b: 8, vector: [7, 8, 9] }, + ]); + assert.deepEqual(table.schema, schema); + * ``` + * + * You can specify the vector column types and names using the options as well + * + * ```typescript + * + * const schema = new Schema([ + new Field('a', new Float64()), + new Field('b', new Float64()), + new Field('vec1', new FixedSizeList(3, new Field('item', new Float16()))), + new Field('vec2', new FixedSizeList(3, new Field('item', new Float16()))) + ]); + * const table = makeArrowTable([ + { a: 1, b: 2, vec1: [1, 2, 3], vec2: [2, 4, 6] }, + { a: 4, b: 5, vec1: [4, 5, 6], vec2: [8, 10, 12] }, + { a: 7, b: 8, vec1: [7, 8, 9], vec2: [14, 16, 18] } + ], { + vectorColumns: { + vec1: { type: new Float16() }, + vec2: { type: new Float16() } + } + } + * assert.deepEqual(table.schema, schema) + * ``` + */ +export function makeArrowTable( + data: Record[], + options?: Partial +): Table { + if (data.length === 0) { + throw new Error("At least one record needs to be provided"); + } + const opt = new MakeArrowTableOptions(options ?? {}); + const columns: Record = {}; + // TODO: sample dataset to find missing columns + const columnNames = Object.keys(data[0]); + for (const colName of columnNames) { + // eslint-disable-next-line @typescript-eslint/no-unsafe-return + const values = data.map((datum) => datum[colName]); + let vector: Vector; + + if (opt.schema !== undefined) { + // Explicit schema is provided, highest priority + vector = vectorFromArray( + values, + opt.schema?.fields.filter((f) => f.name === colName)[0]?.type + ); + } else { + const vectorColumnOptions = opt.vectorColumns[colName]; + if (vectorColumnOptions !== undefined) { + const fslType = new FixedSizeList( + (values[0] as any[]).length, + new Field("item", vectorColumnOptions.type, false) + ); + vector = vectorFromArray(values, fslType); + } else { + // Normal case + vector = vectorFromArray(values); + } + } + columns[colName] = vector; + } + + return new Table(columns); +} + +/** + * Convert an Arrow Table to a Buffer. + * + * @param data Arrow Table + * @param schema Arrow Schema, optional + * @returns Buffer node + */ +export function toBuffer(data: Data, schema?: Schema): Buffer { + let tbl: Table; + if (data instanceof Table) { + tbl = data; + } else { + tbl = makeArrowTable(data, { schema }); + } + return Buffer.from(tableToIPC(tbl, "file")); +} diff --git a/nodejs/vectordb/connection.ts b/nodejs/vectordb/connection.ts new file mode 100644 index 00000000..723d8c85 --- /dev/null +++ b/nodejs/vectordb/connection.ts @@ -0,0 +1,70 @@ +// Copyright 2024 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 { toBuffer } from "./arrow"; +import { Connection as _NativeConnection } from "./native"; +import { Table } from "./table"; +import { Table as ArrowTable } from "apache-arrow"; + +/** + * A LanceDB Connection that allows you to open tables and create new ones. + * + * Connection could be local against filesystem or remote against a server. + */ +export class Connection { + readonly inner: _NativeConnection; + + constructor(inner: _NativeConnection) { + this.inner = inner; + } + + /** List all the table names in this database. */ + async tableNames(): Promise { + return this.inner.tableNames(); + } + + /** + * Open a table in the database. + * + * @param name The name of the table. + * @param embeddings An embedding function to use on this table + */ + async openTable(name: string): Promise
{ + const innerTable = await this.inner.openTable(name); + return new Table(innerTable); + } + + /** + * Creates a new Table and initialize it with new data. + * + * @param {string} name - The name of the table. + * @param data - Non-empty Array of Records to be inserted into the table + */ + async createTable( + name: string, + data: Record[] | ArrowTable + ): Promise
{ + const buf = toBuffer(data); + const innerTable = await this.inner.createTable(name, buf); + return new Table(innerTable); + } + + /** + * Drop an existing table. + * @param name The name of the table to drop. + */ + async dropTable(name: string): Promise { + return this.inner.dropTable(name); + } +} diff --git a/nodejs/vectordb/index.ts b/nodejs/vectordb/index.ts new file mode 100644 index 00000000..97496d0a --- /dev/null +++ b/nodejs/vectordb/index.ts @@ -0,0 +1,58 @@ +// Copyright 2024 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 { Connection } from "./connection"; +import { Connection as NativeConnection, ConnectionOptions } from "./native.js"; + +export { ConnectionOptions, WriteOptions, Query } from "./native.js"; +export { Connection } from "./connection"; +export { Table } from "./table"; +export { Data } from "./arrow"; + +/** + * Connect to a LanceDB instance at the given URI. + * + * Accpeted formats: + * + * - `/path/to/database` - local database + * - `s3://bucket/path/to/database` or `gs://bucket/path/to/database` - database on cloud storage + * - `db://host:port` - remote database (LanceDB cloud) + * + * @param uri The uri of the database. If the database uri starts with `db://` then it connects to a remote database. + * + * @see {@link ConnectionOptions} for more details on the URI format. + */ +export async function connect(uri: string): Promise; +export async function connect( + opts: Partial +): Promise; +export async function connect( + args: string | Partial +): Promise { + let opts: ConnectionOptions; + if (typeof args === "string") { + opts = { uri: args }; + } else { + opts = Object.assign( + { + uri: "", + apiKey: "", + hostOverride: "", + }, + args + ); + } + const nativeConn = await NativeConnection.new(opts.uri); + return new Connection(nativeConn); +} diff --git a/nodejs/vectordb/native.d.ts b/nodejs/vectordb/native.d.ts new file mode 100644 index 00000000..c748b595 --- /dev/null +++ b/nodejs/vectordb/native.d.ts @@ -0,0 +1,50 @@ +/* eslint-disable */ + +/* auto-generated by NAPI-RS */ + +export interface ConnectionOptions { + uri: string + apiKey?: string + hostOverride?: string +} +/** Write mode for writing a table. */ +export const enum WriteMode { + Create = 'Create', + Append = 'Append', + Overwrite = 'Overwrite' +} +/** Write options when creating a Table. */ +export interface WriteOptions { + mode?: WriteMode +} +export function connect(options: ConnectionOptions): Promise +export class Connection { + /** Create a new Connection instance from the given URI. */ + static new(uri: string): Promise + /** List all tables in the dataset. */ + tableNames(): Promise> + /** + * Create table from a Apache Arrow IPC (file) buffer. + * + * Parameters: + * - name: The name of the table. + * - buf: The buffer containing the IPC file. + * + */ + createTable(name: string, buf: Buffer): Promise
+ openTable(name: string): Promise
+ /** Drop table with the name. Or raise an error if the table does not exist. */ + dropTable(name: string): Promise +} +export class Query { + vector(vector: Float32Array): void + toArrow(): void +} +export class Table { + /** Return Schema as empty Arrow IPC file. */ + schema(): Buffer + add(buf: Buffer): Promise + countRows(): Promise + delete(predicate: string): Promise + query(): Query +} diff --git a/nodejs/vectordb/native.js b/nodejs/vectordb/native.js new file mode 100644 index 00000000..41a0d070 --- /dev/null +++ b/nodejs/vectordb/native.js @@ -0,0 +1,303 @@ +/* eslint-disable */ +/* prettier-ignore */ + +/* auto-generated by NAPI-RS */ + +const { existsSync, readFileSync } = require('fs') +const { join } = require('path') + +const { platform, arch } = process + +let nativeBinding = null +let localFileExisted = false +let loadError = null + +function isMusl() { + // For Node 10 + if (!process.report || typeof process.report.getReport !== 'function') { + try { + const lddPath = require('child_process').execSync('which ldd').toString().trim() + return readFileSync(lddPath, 'utf8').includes('musl') + } catch (e) { + return true + } + } else { + const { glibcVersionRuntime } = process.report.getReport().header + return !glibcVersionRuntime + } +} + +switch (platform) { + case 'android': + switch (arch) { + case 'arm64': + localFileExisted = existsSync(join(__dirname, 'vectordb-nodejs.android-arm64.node')) + try { + if (localFileExisted) { + nativeBinding = require('./vectordb-nodejs.android-arm64.node') + } else { + nativeBinding = require('vectordb-android-arm64') + } + } catch (e) { + loadError = e + } + break + case 'arm': + localFileExisted = existsSync(join(__dirname, 'vectordb-nodejs.android-arm-eabi.node')) + try { + if (localFileExisted) { + nativeBinding = require('./vectordb-nodejs.android-arm-eabi.node') + } else { + nativeBinding = require('vectordb-android-arm-eabi') + } + } catch (e) { + loadError = e + } + break + default: + throw new Error(`Unsupported architecture on Android ${arch}`) + } + break + case 'win32': + switch (arch) { + case 'x64': + localFileExisted = existsSync( + join(__dirname, 'vectordb-nodejs.win32-x64-msvc.node') + ) + try { + if (localFileExisted) { + nativeBinding = require('./vectordb-nodejs.win32-x64-msvc.node') + } else { + nativeBinding = require('vectordb-win32-x64-msvc') + } + } catch (e) { + loadError = e + } + break + case 'ia32': + localFileExisted = existsSync( + join(__dirname, 'vectordb-nodejs.win32-ia32-msvc.node') + ) + try { + if (localFileExisted) { + nativeBinding = require('./vectordb-nodejs.win32-ia32-msvc.node') + } else { + nativeBinding = require('vectordb-win32-ia32-msvc') + } + } catch (e) { + loadError = e + } + break + case 'arm64': + localFileExisted = existsSync( + join(__dirname, 'vectordb-nodejs.win32-arm64-msvc.node') + ) + try { + if (localFileExisted) { + nativeBinding = require('./vectordb-nodejs.win32-arm64-msvc.node') + } else { + nativeBinding = require('vectordb-win32-arm64-msvc') + } + } catch (e) { + loadError = e + } + break + default: + throw new Error(`Unsupported architecture on Windows: ${arch}`) + } + break + case 'darwin': + localFileExisted = existsSync(join(__dirname, 'vectordb-nodejs.darwin-universal.node')) + try { + if (localFileExisted) { + nativeBinding = require('./vectordb-nodejs.darwin-universal.node') + } else { + nativeBinding = require('vectordb-darwin-universal') + } + break + } catch {} + switch (arch) { + case 'x64': + localFileExisted = existsSync(join(__dirname, 'vectordb-nodejs.darwin-x64.node')) + try { + if (localFileExisted) { + nativeBinding = require('./vectordb-nodejs.darwin-x64.node') + } else { + nativeBinding = require('vectordb-darwin-x64') + } + } catch (e) { + loadError = e + } + break + case 'arm64': + localFileExisted = existsSync( + join(__dirname, 'vectordb-nodejs.darwin-arm64.node') + ) + try { + if (localFileExisted) { + nativeBinding = require('./vectordb-nodejs.darwin-arm64.node') + } else { + nativeBinding = require('vectordb-darwin-arm64') + } + } catch (e) { + loadError = e + } + break + default: + throw new Error(`Unsupported architecture on macOS: ${arch}`) + } + break + case 'freebsd': + if (arch !== 'x64') { + throw new Error(`Unsupported architecture on FreeBSD: ${arch}`) + } + localFileExisted = existsSync(join(__dirname, 'vectordb-nodejs.freebsd-x64.node')) + try { + if (localFileExisted) { + nativeBinding = require('./vectordb-nodejs.freebsd-x64.node') + } else { + nativeBinding = require('vectordb-freebsd-x64') + } + } catch (e) { + loadError = e + } + break + case 'linux': + switch (arch) { + case 'x64': + if (isMusl()) { + localFileExisted = existsSync( + join(__dirname, 'vectordb-nodejs.linux-x64-musl.node') + ) + try { + if (localFileExisted) { + nativeBinding = require('./vectordb-nodejs.linux-x64-musl.node') + } else { + nativeBinding = require('vectordb-linux-x64-musl') + } + } catch (e) { + loadError = e + } + } else { + localFileExisted = existsSync( + join(__dirname, 'vectordb-nodejs.linux-x64-gnu.node') + ) + try { + if (localFileExisted) { + nativeBinding = require('./vectordb-nodejs.linux-x64-gnu.node') + } else { + nativeBinding = require('vectordb-linux-x64-gnu') + } + } catch (e) { + loadError = e + } + } + break + case 'arm64': + if (isMusl()) { + localFileExisted = existsSync( + join(__dirname, 'vectordb-nodejs.linux-arm64-musl.node') + ) + try { + if (localFileExisted) { + nativeBinding = require('./vectordb-nodejs.linux-arm64-musl.node') + } else { + nativeBinding = require('vectordb-linux-arm64-musl') + } + } catch (e) { + loadError = e + } + } else { + localFileExisted = existsSync( + join(__dirname, 'vectordb-nodejs.linux-arm64-gnu.node') + ) + try { + if (localFileExisted) { + nativeBinding = require('./vectordb-nodejs.linux-arm64-gnu.node') + } else { + nativeBinding = require('vectordb-linux-arm64-gnu') + } + } catch (e) { + loadError = e + } + } + break + case 'arm': + localFileExisted = existsSync( + join(__dirname, 'vectordb-nodejs.linux-arm-gnueabihf.node') + ) + try { + if (localFileExisted) { + nativeBinding = require('./vectordb-nodejs.linux-arm-gnueabihf.node') + } else { + nativeBinding = require('vectordb-linux-arm-gnueabihf') + } + } catch (e) { + loadError = e + } + break + case 'riscv64': + if (isMusl()) { + localFileExisted = existsSync( + join(__dirname, 'vectordb-nodejs.linux-riscv64-musl.node') + ) + try { + if (localFileExisted) { + nativeBinding = require('./vectordb-nodejs.linux-riscv64-musl.node') + } else { + nativeBinding = require('vectordb-linux-riscv64-musl') + } + } catch (e) { + loadError = e + } + } else { + localFileExisted = existsSync( + join(__dirname, 'vectordb-nodejs.linux-riscv64-gnu.node') + ) + try { + if (localFileExisted) { + nativeBinding = require('./vectordb-nodejs.linux-riscv64-gnu.node') + } else { + nativeBinding = require('vectordb-linux-riscv64-gnu') + } + } catch (e) { + loadError = e + } + } + break + case 's390x': + localFileExisted = existsSync( + join(__dirname, 'vectordb-nodejs.linux-s390x-gnu.node') + ) + try { + if (localFileExisted) { + nativeBinding = require('./vectordb-nodejs.linux-s390x-gnu.node') + } else { + nativeBinding = require('vectordb-linux-s390x-gnu') + } + } catch (e) { + loadError = e + } + break + default: + throw new Error(`Unsupported architecture on Linux: ${arch}`) + } + break + default: + throw new Error(`Unsupported OS: ${platform}, architecture: ${arch}`) +} + +if (!nativeBinding) { + if (loadError) { + throw loadError + } + throw new Error(`Failed to load native binding`) +} + +const { Connection, Query, Table, WriteMode, connect } = nativeBinding + +module.exports.Connection = Connection +module.exports.Query = Query +module.exports.Table = Table +module.exports.WriteMode = WriteMode +module.exports.connect = connect diff --git a/nodejs/vectordb/query.ts b/nodejs/vectordb/query.ts new file mode 100644 index 00000000..18e2e298 --- /dev/null +++ b/nodejs/vectordb/query.ts @@ -0,0 +1,93 @@ +// Copyright 2024 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 { RecordBatch } from "apache-arrow"; +import { Table } from "./table"; + +// TODO: re-eanble eslint once we have a real implementation +/* eslint-disable */ +class RecordBatchIterator implements AsyncIterator { + next( + ...args: [] | [undefined] + ): Promise, any>> { + throw new Error("Method not implemented."); + } + return?(value?: any): Promise, any>> { + throw new Error("Method not implemented."); + } + throw?(e?: any): Promise, any>> { + throw new Error("Method not implemented."); + } +} +/* eslint-enable */ + +/** Query executor */ +export class Query implements AsyncIterable { + private readonly tbl: Table; + private _filter?: string; + private _limit?: number; + + // Vector search + private _vector?: Float32Array; + private _nprobes?: number; + private _refine_factor?: number = 1; + + constructor(tbl: Table) { + this.tbl = tbl; + } + + /** Set the filter predicate, only returns the results that satisfy the filter. + * + */ + filter(predicate: string): Query { + this._filter = predicate; + return this; + } + + /** + * Set the limit of rows to return. + */ + limit(limit: number): Query { + this._limit = limit; + return this; + } + + /** + * Set the query vector. + */ + vector(vector: number[]): Query { + this._vector = Float32Array.from(vector); + return this; + } + + /** + * Set the number of probes to use for the query. + */ + nprobes(nprobes: number): Query { + this._nprobes = nprobes; + return this; + } + + /** + * Set the refine factor for the query. + */ + refine_factor(refine_factor: number): Query { + this._refine_factor = refine_factor; + return this; + } + + [Symbol.asyncIterator](): AsyncIterator, any, undefined> { + throw new RecordBatchIterator(); + } +} diff --git a/nodejs/vectordb/table.ts b/nodejs/vectordb/table.ts new file mode 100644 index 00000000..6d5518e9 --- /dev/null +++ b/nodejs/vectordb/table.ts @@ -0,0 +1,68 @@ +// Copyright 2024 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 { Schema, tableFromIPC } from "apache-arrow"; +import { Table as _NativeTable } from "./native"; +import { toBuffer, Data } from "./arrow"; +import { Query } from "./query"; + +/** + * A LanceDB Table is the collection of Records. + * + * Each Record has one or more vector fields. + */ +export class Table { + private readonly inner: _NativeTable; + + /** Construct a Table. Internal use only. */ + constructor(inner: _NativeTable) { + this.inner = inner; + } + + /** Get the schema of the table. */ + get schema(): Schema { + const schemaBuf = this.inner.schema(); + const tbl = tableFromIPC(schemaBuf); + return tbl.schema; + } + + /** + * Insert records into this Table. + * + * @param {Data} data Records to be inserted into the Table + * @return The number of rows added to the table + */ + async add(data: Data): Promise { + const buffer = toBuffer(data); + await this.inner.add(buffer); + } + + /** Count the total number of rows in the dataset. */ + async countRows(): Promise { + return await this.inner.countRows(); + } + + /** Delete the rows that satisfy the predicate. */ + async delete(predicate: string): Promise { + await this.inner.delete(predicate); + } + + search(vector?: number[]): Query { + const q = new Query(this); + if (vector !== undefined) { + q.vector(vector); + } + return q; + } +} diff --git a/rust/vectordb/Cargo.toml b/rust/vectordb/Cargo.toml index 70e7c868..4725294f 100644 --- a/rust/vectordb/Cargo.toml +++ b/rust/vectordb/Cargo.toml @@ -16,6 +16,7 @@ arrow-data = { workspace = true } arrow-schema = { workspace = true } arrow-ord = { workspace = true } arrow-cast = { workspace = true } +arrow-ipc.workspace = true chrono = { workspace = true } object_store = { workspace = true } snafu = { workspace = true } @@ -37,4 +38,4 @@ serde_json = { version = "1" } [dev-dependencies] tempfile = "3.5.0" rand = { version = "0.8.3", features = ["small_rng"] } -walkdir = "2" \ No newline at end of file +walkdir = "2" diff --git a/rust/vectordb/src/ipc.rs b/rust/vectordb/src/ipc.rs new file mode 100644 index 00000000..6caeb41a --- /dev/null +++ b/rust/vectordb/src/ipc.rs @@ -0,0 +1,79 @@ +// Copyright 2024 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. + +//! IPC support + +use std::io::Cursor; + +use arrow_array::RecordBatchReader; +use arrow_ipc::reader::FileReader; + +use crate::Result; + +/// Convert a Arrow IPC file to a batch reader +pub fn ipc_file_to_batches(buf: Vec) -> Result { + let buf_reader = Cursor::new(buf); + let reader = FileReader::try_new(buf_reader, None)?; + Ok(reader) +} + +#[cfg(test)] +mod tests { + + use super::*; + use arrow_array::{Float32Array, Int64Array, RecordBatch}; + use arrow_ipc::writer::FileWriter; + use arrow_schema::{DataType, Field, Schema}; + use std::sync::Arc; + + fn create_record_batch() -> Result { + let schema = Schema::new(vec![ + Field::new("a", DataType::Int64, false), + Field::new("b", DataType::Float32, false), + ]); + + let a = Int64Array::from(vec![1, 2, 3, 4, 5]); + let b = Float32Array::from(vec![1.1, 2.2, 3.3, 4.4, 5.5]); + + let batch = RecordBatch::try_new(Arc::new(schema), vec![Arc::new(a), Arc::new(b)])?; + + Ok(batch) + } + + #[test] + fn test_ipc_file_to_batches() -> Result<()> { + let batch = create_record_batch()?; + + let mut writer = FileWriter::try_new(vec![], &batch.schema())?; + writer.write(&batch)?; + writer.finish()?; + + let buf = writer.into_inner().unwrap(); + let mut reader = ipc_file_to_batches(buf).unwrap(); + let read_batch = reader.next().unwrap()?; + + assert_eq!(batch.num_columns(), read_batch.num_columns()); + assert_eq!(batch.num_rows(), read_batch.num_rows()); + + for i in 0..batch.num_columns() { + let batch_column = batch.column(i); + let read_batch_column = read_batch.column(i); + + assert_eq!(batch_column.data_type(), read_batch_column.data_type()); + assert_eq!(batch_column.len(), read_batch_column.len()); + } + + Ok(()) + } +} diff --git a/rust/vectordb/src/lib.rs b/rust/vectordb/src/lib.rs index 7125db22..ac753597 100644 --- a/rust/vectordb/src/lib.rs +++ b/rust/vectordb/src/lib.rs @@ -136,11 +136,13 @@ pub mod data; pub mod error; pub mod index; pub mod io; +pub mod ipc; pub mod query; pub mod table; pub mod utils; pub use connection::Connection; +pub use error::{Error, Result}; pub use table::Table; pub use lance::dataset::WriteMode; diff --git a/rust/vectordb/src/query.rs b/rust/vectordb/src/query.rs index 652b53dc..c6ec42e9 100644 --- a/rust/vectordb/src/query.rs +++ b/rust/vectordb/src/query.rs @@ -22,6 +22,7 @@ use lance_linalg::distance::MetricType; use crate::error::Result; /// A builder for nearest neighbor queries for LanceDB. +#[derive(Clone)] pub struct Query { pub dataset: Arc, pub query_vector: Option, @@ -114,8 +115,8 @@ impl Query { /// # Arguments /// /// * `vector` - The vector that will be used for search. - pub fn query_vector(mut self, query_vector: Float32Array) -> Query { - self.query_vector = Some(query_vector); + pub fn query_vector(mut self, vector: &[f32]) -> Query { + self.query_vector = Some(Float32Array::from(vector.to_vec())); self } @@ -211,7 +212,7 @@ mod tests { let new_vector = Float32Array::from_iter_values([9.8, 8.7]); let query = query - .query_vector(new_vector.clone()) + .query_vector(&[9.8, 8.7]) .limit(100) .nprobes(1000) .use_index(true) diff --git a/rust/vectordb/src/table.rs b/rust/vectordb/src/table.rs index 2952bc0e..ee3f32ae 100644 --- a/rust/vectordb/src/table.rs +++ b/rust/vectordb/src/table.rs @@ -204,7 +204,7 @@ impl Table { /// # Returns /// /// * A [Table] object. - pub async fn create( + pub(crate) async fn create( uri: &str, name: &str, batches: impl RecordBatchReader + Send + 'static, @@ -310,6 +310,10 @@ impl Table { Ok(()) } + pub fn query(&self) -> Query { + Query::new(self.dataset.clone(), None) + } + /// Creates a new Query object that can be executed. /// /// # Arguments