mirror of
https://github.com/lancedb/lancedb.git
synced 2026-08-18 20:18:37 +00:00
feat(nodejs): materialized view bindings
Exposes materialized views to TypeScript: createMaterializedView,
openMaterializedView and listMaterializedViews on Connection, and a
MaterializedView handle carrying the parsed definition and
refresh({full, sourceVersion}), which returns the typed refresh result.
select accepts column names, [alias, expression] pairs, or a record of the
same; the definition reads back off the stored schema, so a reopened handle
needs no side channel. Remote connections surface the core's not-supported
error up front.
The napi crate needed the same recursion-limit raise as the core crate: the
refresh future's type graph overflows the default trait-recursion depth.
This commit is contained in:
@@ -487,4 +487,52 @@ describe("embedding functions", () => {
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expect(stringSchema3).toEqual(stringExpectedSchema);
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},
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);
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test("parses one function writing several vector columns", async () => {
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class MockEmbeddingFunction extends EmbeddingFunction<string> {
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ndims() {
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return 3;
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}
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embeddingDataType(): Float {
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return new Float32();
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}
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async computeQueryEmbeddings(_data: string) {
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return [1, 2, 3];
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}
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async computeSourceEmbeddings(data: string[]) {
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return Array.from({ length: data.length }).fill([
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1, 2, 3,
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]) as number[][];
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}
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}
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const registry = getRegistry();
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registry.register("multi_output_mock")(MockEmbeddingFunction);
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// A materialized view can project one source vector column under two
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// names, so a table's configuration names the same function twice.
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const parsed = await registry.parseFunctions(
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new Map([
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[
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"embedding_functions",
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JSON.stringify([
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{
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name: "multi_output_mock",
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sourceColumn: "text",
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vectorColumn: "vector_a",
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model: {},
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},
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{
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name: "multi_output_mock",
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sourceColumn: "text",
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vectorColumn: "vector_b",
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model: {},
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},
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]),
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],
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]),
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);
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expect(
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[...parsed.values()].map(({ vectorColumn }) => vectorColumn).sort(),
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).toEqual(["vector_a", "vector_b"]);
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});
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});
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@@ -0,0 +1,123 @@
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// SPDX-License-Identifier: Apache-2.0
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// SPDX-FileCopyrightText: Copyright The LanceDB Authors
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import * as tmp from "tmp";
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import { Connection, connect } from "../lancedb";
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describe("materialized views", () => {
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let tmpDir: tmp.DirResult;
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let db: Connection;
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beforeEach(async () => {
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tmpDir = tmp.dirSync({ unsafeCleanup: true });
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db = await connect(tmpDir.name);
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await db.createTable(
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"people",
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[
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{ name: "ada", age: 36 },
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{ name: "kid", age: 7 },
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{ name: "grace", age: 85 },
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],
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{ storageOptions: { newTableEnableStableRowIds: "true" } },
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);
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});
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afterEach(() => tmpDir.removeCallback());
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it("creates, refreshes and queries a view", async () => {
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const view = await db.createMaterializedView("adults", "people", {
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select: ["name", ["shout", "upper(name)"]],
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where: "age >= 18",
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});
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expect(view.name).toBe("adults");
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expect(await view.table().countRows()).toBe(0);
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const result = await view.refresh();
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expect(result.mode).toBe("rebuild");
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expect(Number(result.rowsWritten)).toBe(2);
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const rows = await view.table().query().toArray();
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expect(rows.map((r) => r.shout).sort()).toEqual(["ADA", "GRACE"]);
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});
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it("round-trips the definition", async () => {
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await db.createMaterializedView("adults", "people", {
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where: "age >= 18",
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});
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const view = await db.openMaterializedView("adults");
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const definition = await view.definition();
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expect(definition.sourceTable).toBe("people");
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expect(definition.filter).toBe("age >= 18");
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expect(definition.projections).toEqual([
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["name", "`name`"],
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["age", "`age`"],
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]);
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expect(definition.inputs).toEqual(["age", "name"]);
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});
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it("refreshes incrementally after an append", async () => {
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const view = await db.createMaterializedView("copy", "people");
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await view.refresh();
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const people = await db.openTable("people");
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await people.add([{ name: "alan", age: 41 }]);
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const result = await view.refresh();
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expect(result.mode).toBe("incremental");
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expect(Number(result.rowsWritten)).toBe(1);
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expect(await view.table().countRows()).toBe(4);
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expect((await view.refresh()).mode).toBe("no_op");
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});
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it("lists views and rejects non-views", async () => {
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await db.createMaterializedView("adults", "people", {
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where: "age >= 18",
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});
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expect(await db.listMaterializedViews()).toEqual(["adults"]);
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await expect(db.openMaterializedView("people")).rejects.toThrow(
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"not a materialized view",
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);
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});
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it("rejects an invalid expression at create time", async () => {
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await expect(
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db.createMaterializedView("bad", "people", {
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select: [["x", "missing + 1"]],
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}),
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).rejects.toThrow("missing");
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});
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it("rejects invalid numeric options before creating anything", async () => {
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for (const limit of [-5, 1.5, Infinity, NaN]) {
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await expect(
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db.createMaterializedView("bad", "people", { limit }),
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).rejects.toThrow("non-negative integer");
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}
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expect(await db.listMaterializedViews()).toEqual([]);
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const view = await db.createMaterializedView("copy", "people");
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for (const sourceVersion of [-1, 1.5, Infinity, NaN]) {
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await expect(view.refresh({ sourceVersion })).rejects.toThrow(
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"non-negative integer",
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);
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}
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});
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it("quotes bare select names", async () => {
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await db.createTable("odd_names", [{ "order item": "widget" }], {
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storageOptions: { newTableEnableStableRowIds: "true" },
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});
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const view = await db.createMaterializedView("quoted", "odd_names", {
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select: ["order item"],
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});
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const result = await view.refresh();
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expect(Number(result.rowsWritten)).toBe(1);
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});
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it("requires stable row ids on the source", async () => {
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await db.createTable("plain", [{ x: 1 }]);
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await expect(db.createMaterializedView("v", "plain")).rejects.toThrow(
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"stable row ids",
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);
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});
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});
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@@ -75,6 +75,25 @@ async function withMockDatabase(
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}
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describe("remote connection", () => {
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it("refuses materialized views before issuing any request", async () => {
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const paths: string[] = [];
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await withMockDatabase(
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(req, res) => {
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paths.push(req.url ?? "");
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res.writeHead(404).end();
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},
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async (db) => {
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await expect(db.openMaterializedView("secret_table")).rejects.toThrow(
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/only on local databases/,
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);
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await expect(db.listMaterializedViews()).rejects.toThrow(
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/only on local databases/,
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);
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expect(paths).toEqual([]);
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},
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);
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});
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it("should accept partial connection options", async () => {
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await connect("db://test", {
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apiKey: "fake",
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@@ -16,6 +16,12 @@ import {
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makeEmptyTable,
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} from "./arrow";
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import { EmbeddingFunctionConfig, getRegistry } from "./embedding/registry";
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import {
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MaterializedView,
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MaterializedViewSelect,
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normalizeSelect,
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validateNonNegativeInteger,
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} from "./materialized_view";
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import { Connection as LanceDbConnection } from "./native";
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import type {
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CreateNamespaceResponse,
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@@ -247,6 +253,41 @@ export abstract class Connection {
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* @param {string[]} namespacePath - The namespace path of the table (defaults to root namespace)
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* @param {Partial<OpenTableOptions>} options - Additional options
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*/
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/**
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* Define a materialized view named `name` over the table `source`.
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*
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* The view is created empty, with the query recorded in its schema
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* metadata; `view.refresh()` computes the rows. The view is a normal
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* table: it can be queried, indexed and searched, and it appears in
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* `tableNames`. The source table must have stable row ids (create it with
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* the `newTableEnableStableRowIds` storage option); they keep the view's
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* provenance valid across source compactions and cannot be enabled after
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* a table exists. Local databases only.
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*/
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abstract createMaterializedView(
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name: string,
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source: string,
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options?: {
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select?: MaterializedViewSelect;
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where?: string;
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limit?: number;
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},
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): Promise<MaterializedView>;
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/**
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* Open the materialized view named `name`.
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*
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* Rejects a table that exists but is not a materialized view.
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*/
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abstract openMaterializedView(name: string): Promise<MaterializedView>;
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/**
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* The names of the materialized views in this database.
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*
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* Found by reading every table's schema, so this costs an open per table.
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*/
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abstract listMaterializedViews(): Promise<string[]>;
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abstract openTable(
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name: string,
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namespacePath?: string[],
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@@ -531,6 +572,35 @@ export class LocalConnection extends Connection {
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);
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}
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async createMaterializedView(
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name: string,
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source: string,
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options?: {
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select?: MaterializedViewSelect;
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where?: string;
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limit?: number;
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},
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): Promise<MaterializedView> {
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validateNonNegativeInteger(options?.limit, "limit");
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const innerTable = await this.inner.createMaterializedView(
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name,
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source,
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normalizeSelect(options?.select),
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options?.where,
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options?.limit,
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);
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return new MaterializedView(new LocalTable(innerTable));
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}
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async openMaterializedView(name: string): Promise<MaterializedView> {
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const innerTable = await this.inner.openMaterializedView(name);
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return new MaterializedView(new LocalTable(innerTable));
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}
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async listMaterializedViews(): Promise<string[]> {
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return await this.inner.listMaterializedViews();
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}
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async openTable(
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name: string,
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namespacePath?: string[],
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@@ -126,8 +126,10 @@ export class EmbeddingFunctionRegistry {
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throw new Error(`Function "${f.name}" not found in registry`);
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}
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const func = await this.get(f.name)!.create(f.model);
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// Keyed by the column written, not the function: one function can
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// write several, and keying by name would drop all but the last.
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return [
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f.name,
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f.vectorColumn ?? f.name,
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{
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sourceColumn: f.sourceColumn,
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vectorColumn: f.vectorColumn,
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@@ -21,6 +21,11 @@ import type { BaseTokenizer } from "./indices";
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import type { FtsToken } from "./table";
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// Re-export native header provider for use with connectWithHeaderProvider
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export {
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MaterializedView,
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MaterializedViewDefinition,
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MaterializedViewSelect,
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} from "./materialized_view";
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export { JsHeaderProvider as NativeJsHeaderProvider } from "./native.js";
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// OpenTelemetry metrics bridge. Only the high-level entry point is public; the
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@@ -51,6 +56,7 @@ export {
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AddResult,
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AddColumnsResult,
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RefreshColumnResult,
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RefreshMaterializedViewResult,
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AlterColumnsResult,
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UpdateFieldMetadataResult,
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DeleteResult,
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@@ -0,0 +1,152 @@
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// SPDX-License-Identifier: Apache-2.0
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// SPDX-FileCopyrightText: Copyright The LanceDB Authors
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import { RefreshMaterializedViewResult } from "./native";
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import { Table } from "./table";
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/** Schema metadata key holding a materialized view's definition. */
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export const DEFINITION_META_KEY = "mv.definition";
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/** The query that defines a materialized view. */
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export interface MaterializedViewDefinition {
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/** Name of the source table, in the same database as the view. */
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sourceTable: string;
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/** `[output column, SQL expression]` pairs, in view schema order. */
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projections: [string, string][];
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/** SQL predicate selecting the source rows the view holds. */
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filter?: string;
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/** Cap on the number of rows the view holds. */
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limit?: number;
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/** Source columns the projections and filter read. */
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inputs: string[];
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}
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/**
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* The view's columns: column names, `[alias, SQL expression]` pairs, or a
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* record of the same. A bare name projects itself.
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*/
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export type MaterializedViewSelect =
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| (string | [string, string])[]
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| Record<string, string>;
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/**
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* @internal Reject a numeric option N-API would otherwise silently coerce:
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* `Infinity` reaches Rust as 0, `1.5` as 1.
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*/
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export function validateNonNegativeInteger(
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value: number | undefined,
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name: string,
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): void {
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if (value !== undefined && !(Number.isSafeInteger(value) && value >= 0)) {
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throw new Error(`${name} must be a non-negative integer`);
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}
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}
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/** @internal Quote a column name as a Lance SQL identifier (backticks). */
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function quoteIdentifier(name: string): string {
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return "`" + name.replace(/`/g, "``") + "`";
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}
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/**
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* @internal Normalize a select argument into `[alias, expression]` pairs.
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* A bare name projects itself and is quoted, so any valid column name works;
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* pair and record entries are kept verbatim because their right side is an
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* expression.
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*/
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export function normalizeSelect(
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select?: MaterializedViewSelect,
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): [string, string][] | undefined {
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if (select === undefined) {
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return undefined;
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}
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if (Array.isArray(select)) {
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return select.map((item) =>
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typeof item === "string" ? [item, quoteIdentifier(item)] : item,
|
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);
|
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}
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return Object.entries(select);
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}
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|
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/** @internal Parse a definition off a table's stored schema metadata. */
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export function definitionFromMetadata(
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metadata: Map<string, string>,
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name: string,
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): MaterializedViewDefinition {
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const raw = metadata.get(DEFINITION_META_KEY);
|
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if (raw === undefined) {
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throw new Error(`Table '${name}' is not a materialized view`);
|
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}
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// biome-ignore lint/suspicious/noExplicitAny: raw JSON
|
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const value: any = JSON.parse(raw);
|
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if (value.kind !== "select") {
|
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throw new Error(
|
||||
`materialized view '${name}' is defined by '${value.kind}', which this ` +
|
||||
"version of lancedb cannot refresh",
|
||||
);
|
||||
}
|
||||
return {
|
||||
sourceTable: value.source_table,
|
||||
// biome-ignore lint/suspicious/noExplicitAny: raw JSON
|
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projections: (value.projections ?? []).map((p: any) => [
|
||||
p.output,
|
||||
p.expression,
|
||||
]),
|
||||
filter: value.filter ?? undefined,
|
||||
limit: value.limit ?? undefined,
|
||||
inputs: value.inputs ?? [],
|
||||
};
|
||||
}
|
||||
|
||||
/**
|
||||
* A handle on a materialized view: its table plus its definition.
|
||||
*
|
||||
* Obtained from {@link Connection#createMaterializedView} or
|
||||
* {@link Connection#openMaterializedView}. The view is a normal table --
|
||||
* queries, indexes and search all apply through {@link MaterializedView#table}
|
||||
* -- whose contents are maintained by {@link MaterializedView#refresh}.
|
||||
*/
|
||||
export class MaterializedView {
|
||||
private readonly inner: Table;
|
||||
|
||||
constructor(table: Table) {
|
||||
this.inner = table;
|
||||
}
|
||||
|
||||
get name(): string {
|
||||
return this.inner.name;
|
||||
}
|
||||
|
||||
/** The view, as the table it is. */
|
||||
table(): Table {
|
||||
return this.inner;
|
||||
}
|
||||
|
||||
/** The query that defines the view, read from its stored schema. */
|
||||
async definition(): Promise<MaterializedViewDefinition> {
|
||||
const schema = await this.inner.schema();
|
||||
return definitionFromMetadata(schema.metadata, this.name);
|
||||
}
|
||||
|
||||
/**
|
||||
* Recompute the view from its source.
|
||||
*
|
||||
* The refresh is incremental when the source's changes can be reconciled
|
||||
* into the view -- rows added, changed or removed since the last one --
|
||||
* and otherwise rebuilds. `full` forces a rebuild; `sourceVersion`
|
||||
* refreshes to that source version instead of the latest.
|
||||
*
|
||||
* Concurrent refreshes of one view do not duplicate its rows. Two that
|
||||
* plan the same source rows conflict on commit, and the loser throws
|
||||
* rather than writing them a second time.
|
||||
*/
|
||||
async refresh(options?: {
|
||||
full?: boolean;
|
||||
sourceVersion?: number;
|
||||
}): Promise<RefreshMaterializedViewResult> {
|
||||
validateNonNegativeInteger(options?.sourceVersion, "sourceVersion");
|
||||
return await this.inner.refreshMaterializedView(
|
||||
options?.full,
|
||||
options?.sourceVersion,
|
||||
);
|
||||
}
|
||||
}
|
||||
@@ -34,6 +34,7 @@ import {
|
||||
Branches as NativeBranches,
|
||||
OptimizeStats,
|
||||
RefreshColumnResult,
|
||||
RefreshMaterializedViewResult,
|
||||
TableStatistics,
|
||||
Tags,
|
||||
UpdateFieldMetadataResult,
|
||||
@@ -595,6 +596,18 @@ export abstract class Table {
|
||||
*/
|
||||
abstract refreshColumnAsync(column: string): Promise<Job>;
|
||||
|
||||
/**
|
||||
* Recompute this table's contents from its materialized-view definition.
|
||||
*
|
||||
* Plumbing for {@link MaterializedView.refresh}, which is the way to call
|
||||
* it: rejects tables that carry no view definition. Local tables only.
|
||||
* @ignore
|
||||
*/
|
||||
abstract refreshMaterializedView(
|
||||
full?: boolean,
|
||||
sourceVersion?: number,
|
||||
): Promise<RefreshMaterializedViewResult>;
|
||||
|
||||
/**
|
||||
* Alter the name or nullability of columns.
|
||||
* @param {ColumnAlteration[]} columnAlterations One or more alterations to
|
||||
@@ -1204,6 +1217,13 @@ export class LocalTable extends Table {
|
||||
return await this.inner.refreshColumnAsync(column);
|
||||
}
|
||||
|
||||
async refreshMaterializedView(
|
||||
full?: boolean,
|
||||
sourceVersion?: number,
|
||||
): Promise<RefreshMaterializedViewResult> {
|
||||
return await this.inner.refreshMaterializedView(full, sourceVersion);
|
||||
}
|
||||
|
||||
async alterColumns(
|
||||
columnAlterations: ColumnAlteration[],
|
||||
): Promise<AlterColumnsResult> {
|
||||
|
||||
@@ -266,6 +266,58 @@ impl Connection {
|
||||
Ok(Table::new(tbl))
|
||||
}
|
||||
|
||||
#[napi(catch_unwind)]
|
||||
pub async fn create_materialized_view(
|
||||
&self,
|
||||
name: String,
|
||||
source: String,
|
||||
projections: Option<Vec<Vec<String>>>,
|
||||
filter: Option<String>,
|
||||
limit: Option<i64>,
|
||||
) -> napi::Result<Table> {
|
||||
let mut builder = self.get_inner()?.create_materialized_view(name, source);
|
||||
if let Some(projections) = projections {
|
||||
let mut pairs = Vec::with_capacity(projections.len());
|
||||
for pair in projections {
|
||||
let [output, expression]: [String; 2] = pair.try_into().map_err(|_| {
|
||||
napi::Error::from_reason("each projection must be an [output, expression] pair")
|
||||
})?;
|
||||
pairs.push((output, expression));
|
||||
}
|
||||
builder = builder.select(pairs);
|
||||
}
|
||||
if let Some(filter) = filter {
|
||||
builder = builder.only_if(filter);
|
||||
}
|
||||
if let Some(limit) = limit {
|
||||
let limit = u64::try_from(limit)
|
||||
.map_err(|_| napi::Error::from_reason("limit must be a non-negative integer"))?;
|
||||
builder = builder.limit(limit);
|
||||
}
|
||||
let view = builder.execute().await.default_error()?;
|
||||
Ok(Table::new(view.table().clone()))
|
||||
}
|
||||
|
||||
#[napi(catch_unwind)]
|
||||
pub async fn open_materialized_view(&self, name: String) -> napi::Result<Table> {
|
||||
let view = self
|
||||
.get_inner()?
|
||||
.open_materialized_view(&name)
|
||||
.await
|
||||
.default_error()?;
|
||||
Ok(Table::new(view.table().clone()))
|
||||
}
|
||||
|
||||
#[napi(catch_unwind)]
|
||||
pub async fn list_materialized_views(&self) -> napi::Result<Vec<String>> {
|
||||
let views = self
|
||||
.get_inner()?
|
||||
.list_materialized_views()
|
||||
.await
|
||||
.default_error()?;
|
||||
Ok(views.into_iter().map(|v| v.name).collect())
|
||||
}
|
||||
|
||||
#[napi(catch_unwind)]
|
||||
pub async fn open_table(
|
||||
&self,
|
||||
|
||||
@@ -1,6 +1,10 @@
|
||||
// SPDX-License-Identifier: Apache-2.0
|
||||
// SPDX-FileCopyrightText: Copyright The LanceDB Authors
|
||||
|
||||
// The materialized-view refresh future deepens the type graph past the
|
||||
// default trait-recursion depth; same raise as the core crate applies.
|
||||
#![recursion_limit = "256"]
|
||||
|
||||
use std::collections::HashMap;
|
||||
|
||||
use env_logger::Env;
|
||||
|
||||
@@ -381,6 +381,26 @@ impl Table {
|
||||
Ok(crate::job::Job::new(job))
|
||||
}
|
||||
|
||||
#[napi(catch_unwind)]
|
||||
pub async fn refresh_materialized_view(
|
||||
&self,
|
||||
full: Option<bool>,
|
||||
source_version: Option<i64>,
|
||||
) -> napi::Result<RefreshMaterializedViewResult> {
|
||||
let view = lancedb::MaterializedView::from_table(self.inner_ref()?.clone())
|
||||
.await
|
||||
.default_error()?;
|
||||
let mut builder = view.refresh().full(full.unwrap_or(false));
|
||||
if let Some(version) = source_version {
|
||||
let version = u64::try_from(version).map_err(|_| {
|
||||
napi::Error::from_reason("sourceVersion must be a non-negative integer")
|
||||
})?;
|
||||
builder = builder.source_version(version);
|
||||
}
|
||||
let result = builder.execute().await.default_error()?;
|
||||
Ok(result.into())
|
||||
}
|
||||
|
||||
#[napi(catch_unwind)]
|
||||
pub async fn add_columns_with_schema(
|
||||
&self,
|
||||
@@ -1236,6 +1256,31 @@ pub struct RefreshColumnResult {
|
||||
pub version: i64,
|
||||
}
|
||||
|
||||
#[napi(object)]
|
||||
pub struct RefreshMaterializedViewResult {
|
||||
/// How the view was brought up to date: "rebuild", "incremental" or "no_op".
|
||||
pub mode: String,
|
||||
pub rows_written: i64,
|
||||
pub source_version: i64,
|
||||
pub version: i64,
|
||||
}
|
||||
|
||||
impl From<lancedb::RefreshMaterializedViewResult> for RefreshMaterializedViewResult {
|
||||
fn from(value: lancedb::RefreshMaterializedViewResult) -> Self {
|
||||
let mode = match value.mode {
|
||||
lancedb::RefreshMode::Rebuild => "rebuild",
|
||||
lancedb::RefreshMode::Incremental => "incremental",
|
||||
lancedb::RefreshMode::NoOp => "no_op",
|
||||
};
|
||||
Self {
|
||||
mode: mode.to_string(),
|
||||
rows_written: value.rows_written as i64,
|
||||
source_version: value.source_version as i64,
|
||||
version: value.version as i64,
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
impl From<lancedb::table::RefreshColumnResult> for RefreshColumnResult {
|
||||
fn from(value: lancedb::table::RefreshColumnResult) -> Self {
|
||||
Self {
|
||||
|
||||
Reference in New Issue
Block a user