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https://github.com/lancedb/lancedb.git
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feat: define a materialized view by its query, with Functions in FROM position (#4190)
A view definition was a structured record under a `kind` tag, one kind per query shape, and a Function returning `list<struct>` was about to add a third. That names shapes instead of describing a relation. A materialized view is now a relation defined by a query, stored as one canonical SQL string under a format number: ```sql SELECT columns FROM [ns.]table [, function(args) AS alias | , UNNEST(column) AS alias] [WHERE predicate] [LIMIT n] ``` Any other clause is refused at parse time. Older readers report the view as unrefreshable, the pre-format layouts still read, and a legacy view is rewritten on its next refresh that commits, rebuilt only where its raw text meant something else under lance's parser. A Function in FROM position yields one row per element it returns, as a table function does in any dialect. The server stages its list output in a hidden table and records that binding beside the query, which stays as the user wrote it; refresh scans the staging and unnests the column, the same operator as UNNEST over a list column the table already holds. Row ids repeat per element, so eviction and incremental append are unchanged. A local database refuses a Function in FROM position, since it has no executor.
This commit is contained in:
@@ -28,6 +28,39 @@ describe("materialized views", () => {
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});
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afterEach(() => tmpDir.removeCallback());
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it("reads stored queries and legacy layouts", () => {
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const read = (stored: string) =>
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definitionFromMetadata(new Map([[DEFINITION_META_KEY, stored]]), "v");
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const query =
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"SELECT id, c.chunk FROM ns.docs, UNNEST(chunks) AS c WHERE id > 1";
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expect(read(`{"format":1,"query":${JSON.stringify(query)}}`).query).toBe(
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query,
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);
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// The structured layout written before the format number reads as the
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// query it described, under either of its kind tags.
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expect(
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read(
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'{"kind":"namespaced_select","source_table":"people","source_namespace":["ns"],' +
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'"projections":[{"output":"name","expression":"`name`"},' +
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'{"output":"Shout","expression":"upper(name)"}],"filter":"age >= 18","limit":42}',
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).query,
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).toBe(
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"SELECT `name`, upper(name) AS `Shout` FROM ns.people WHERE age >= 18 LIMIT 42",
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);
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expect(read('{"kind":"select","source_table":"people"}').query).toBe(
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"SELECT * FROM people",
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);
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// A newer writer's layout is reported, never guessed at.
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for (const newer of [
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`{"format":2,"query":${JSON.stringify(query)}}`,
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'{"kind":"select_v3","source_table":"people"}',
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]) {
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expect(() => read(newer)).toThrow(/cannot refresh/);
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}
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});
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it("rejects a stored limit a number cannot carry", () => {
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const big = new Map([
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[
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@@ -38,36 +71,6 @@ describe("materialized views", () => {
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expect(() => definitionFromMetadata(big, "v")).toThrow(
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/too large to represent exactly/,
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);
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const safe = new Map([
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[
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DEFINITION_META_KEY,
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'{"kind":"select","source_table":"people","limit":42}',
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],
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]);
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expect(definitionFromMetadata(safe, "v").limit).toBe(42);
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});
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it("reads the namespaced select kind and refuses unknown kinds", () => {
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// "namespaced_select" is the namespaced form of "select": same shape, a
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// separate kind so readers that predate it refuse instead of resolving
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// the source at the root.
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const namespaced = new Map([
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[
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DEFINITION_META_KEY,
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'{"kind":"namespaced_select","source_table":"people","source_namespace":["ns"]}',
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],
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]);
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const definition = definitionFromMetadata(namespaced, "v");
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expect(definition.sourceTable).toBe("people");
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expect(definition.sourceNamespace).toEqual(["ns"]);
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const unknown = new Map([
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[DEFINITION_META_KEY, '{"kind":"select_v3","source_table":"people"}'],
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]);
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expect(() => definitionFromMetadata(unknown, "v")).toThrow(
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/cannot refresh/,
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);
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});
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it("creates, refreshes and queries a view", async () => {
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@@ -88,13 +91,9 @@ describe("materialized views", () => {
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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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expect(definition.query).toBe(
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"SELECT name, age FROM people WHERE age >= 18",
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);
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});
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it("refreshes incrementally after an append", async () => {
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@@ -7,20 +7,18 @@ 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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/** The stored layout this version reads: `{"format": 1, "query": "<SQL>"}`. */
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export const DEFINITION_FORMAT = 1;
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/**
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* The query that defines a materialized view, as stored:
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* `SELECT columns FROM [ns.]table [, function(args) AS alias | , UNNEST(column) AS alias]
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* [WHERE predicate] [LIMIT n]`. A Function in `FROM` position yields one row
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* per element it returns.
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*/
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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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/** Namespace holding the source table; empty is the root namespace. */
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sourceNamespace: string[];
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/** The defining query, in the canonical spelling the server stores. */
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query: string;
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}
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/**
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@@ -88,15 +86,21 @@ export function definitionFromJson(
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): MaterializedViewDefinition {
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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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// "namespaced_select" keeps older readers from resolving the source at root.
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if (
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value.kind !== undefined &&
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value.kind !== "select" &&
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value.kind !== "namespaced_select"
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) {
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if (value.format !== undefined) {
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// A newer writer's layout is reported, never guessed at.
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if (!Number.isInteger(value.format) || value.format > DEFINITION_FORMAT) {
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throw new Error(
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`materialized view '${name}' is stored in format ${value.format}, ` +
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"which this version of lancedb cannot refresh",
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);
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}
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return { query: value.query };
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}
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// The structured layout written before the format number.
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if (value.kind !== "select" && value.kind !== "namespaced_select") {
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throw new Error(
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`materialized view '${name}' is defined by '${value.kind}', which this ` +
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"version of lancedb cannot refresh",
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`materialized view '${name}' is stored in format kind '${value.kind}', ` +
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"which this version of lancedb cannot refresh",
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);
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}
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const limit = value.limit ?? undefined;
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@@ -108,18 +112,41 @@ export function definitionFromJson(
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`materialized view '${name}' has a stored limit too large to represent exactly`,
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);
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}
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return {
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sourceTable: value.source_table,
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// biome-ignore lint/suspicious/noExplicitAny: raw JSON
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projections: (value.projections ?? []).map((p: any) => [
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p.output,
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p.expression,
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]),
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filter: value.filter ?? undefined,
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limit,
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inputs: value.inputs ?? [],
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sourceNamespace: value.source_namespace ?? [],
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};
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return { query: legacyQuery(value, limit) };
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}
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function legacyIdent(name: string): string {
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return /^[a-z_][a-z0-9_]*$/.test(name)
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? name
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: `\`${name.replace(/`/g, "``")}\``;
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}
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/** Render the pre-format structured layout as the query it described. */
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// biome-ignore lint/suspicious/noExplicitAny: raw JSON
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function legacyQuery(value: any, limit: number | undefined): string {
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// biome-ignore lint/suspicious/noExplicitAny: raw JSON
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const projections: any[] = value.projections ?? [];
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const columns =
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projections.length === 0
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? "*"
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: projections
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.map((p) =>
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p.expression === p.output || p.expression === `\`${p.output}\``
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? p.expression
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: `${p.expression} AS ${legacyIdent(p.output)}`,
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)
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.join(", ");
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const table = [...(value.source_namespace ?? []), value.source_table]
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.map(legacyIdent)
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.join(".");
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let query = `SELECT ${columns} FROM ${table}`;
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if (value.filter !== undefined && value.filter !== null) {
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query += ` WHERE ${value.filter}`;
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}
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if (limit !== undefined) {
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query += ` LIMIT ${limit}`;
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}
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return query;
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}
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/**
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+1
-1
@@ -479,7 +479,7 @@ impl Table {
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let view = lancedb::MaterializedView::from_table(inner)
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.await
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.default_error()?;
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serde_json::to_string(view.definition()).map_err(|err| {
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view.definition().to_json().map_err(|err| {
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napi::Error::from_reason(format!(
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"failed to serialize materialized-view definition: {err}"
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))
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