lancedb/nodejs/__test__/registry.test.ts

// SPDX-License-Identifier: Apache-2.0
// SPDX-FileCopyrightText: Copyright The LanceDB Authors

import * as apiArrow from "apache-arrow";

import * as tmp from "tmp";

import { arrowVersions } from "./arrow_versions";

import { connect } from "../lancedb";
import {
  EmbeddingFunction,
  FunctionOptions,
  LanceSchema,
} from "../lancedb/embedding";
import { getRegistry, register } from "../lancedb/embedding/registry";

describe.each(arrowVersions)("LanceSchema", (arrow) => {
  test("should preserve input order", async () => {
    const schema = LanceSchema({
      id: new arrow.Int32(),
      text: new arrow.Utf8(),
      vector: new arrow.Float32(),
    });
    expect(schema.fields.map((x) => x.name)).toEqual(["id", "text", "vector"]);
  });
});

describe.each(arrowVersions)("Registry", (arrow) => {
  let tmpDir: tmp.DirResult;
  beforeEach(() => {
    tmpDir = tmp.dirSync({ unsafeCleanup: true });
  });

  afterEach(() => {
    tmpDir.removeCallback();
    getRegistry().reset();
  });

  it("should register a new item to the registry", async () => {
    @register("mock-embedding")
    class MockEmbeddingFunction extends EmbeddingFunction<string> {
      constructor() {
        super();
      }
      ndims() {
        return 3;
      }
      embeddingDataType() {
        return new arrow.Float32() as apiArrow.Float;
      }
      async computeSourceEmbeddings(data: string[]) {
        return data.map(() => [1, 2, 3]);
      }
    }

    const func = getRegistry()
      .get<MockEmbeddingFunction>("mock-embedding")!
      .create();

    const schema = LanceSchema({
      id: new arrow.Int32(),
      text: func.sourceField(new arrow.Utf8() as apiArrow.DataType),
      vector: func.vectorField(),
    });

    const db = await connect(tmpDir.name);
    const table = await db.createTable(
      "test",
      [
        { id: 1, text: "hello" },
        { id: 2, text: "world" },
      ],
      { schema },
    );
    const expected = [
      [1, 2, 3],
      [1, 2, 3],
    ];
    const actual = await table.query().toArrow();
    const vectors = actual.getChild("vector")!.toArray();
    expect(JSON.parse(JSON.stringify(vectors))).toEqual(
      JSON.parse(JSON.stringify(expected)),
    );
  });
  test("should error if registering with the same name", async () => {
    class MockEmbeddingFunction extends EmbeddingFunction<string> {
      constructor() {
        super();
      }
      ndims() {
        return 3;
      }
      embeddingDataType() {
        return new arrow.Float32() as apiArrow.Float;
      }
      async computeSourceEmbeddings(data: string[]) {
        return data.map(() => [1, 2, 3]);
      }
    }
    register("mock-embedding")(MockEmbeddingFunction);
    expect(() => register("mock-embedding")(MockEmbeddingFunction)).toThrow(
      'Embedding function with alias "mock-embedding" already exists',
    );
  });
  test("parseFunctions keeps entries sharing a function name", async () => {
    class MockEmbeddingFunction extends EmbeddingFunction<string> {
      ndims() {
        return 3;
      }
      embeddingDataType() {
        return new arrow.Float32() as apiArrow.Float;
      }
      async computeSourceEmbeddings(data: string[]) {
        return data.map(() => [1, 2, 3]);
      }
    }
    register("mock-embedding")(MockEmbeddingFunction);
    const parsed = await getRegistry().parseFunctions(
      new Map([
        [
          "embedding_functions",
          JSON.stringify([
            {
              name: "mock-embedding",
              sourceColumn: "text",
              vectorColumn: "vector_a",
              model: {},
            },
            {
              name: "mock-embedding",
              sourceColumn: "text",
              vectorColumn: "vector_b",
              model: {},
            },
          ]),
        ],
      ]),
    );
    expect([...parsed.values()].map((f) => f.vectorColumn)).toEqual([
      "vector_a",
      "vector_b",
    ]);

    // The Python bindings write snake_case keys.
    const snake = await getRegistry().parseFunctions(
      new Map([
        [
          "embedding_functions",
          JSON.stringify([
            {
              name: "mock-embedding",
              // biome-ignore lint/style/useNamingConvention: the Python wire spelling
              source_column: "text",
              // biome-ignore lint/style/useNamingConvention: the Python wire spelling
              vector_column: "vector_a",
              model: {},
            },
            {
              name: "mock-embedding",
              // biome-ignore lint/style/useNamingConvention: the Python wire spelling
              source_column: "text",
              // biome-ignore lint/style/useNamingConvention: the Python wire spelling
              vector_column: "vector_b",
              model: {},
            },
          ]),
        ],
      ]),
    );
    expect([...snake.keys()]).toEqual(["vector_a", "vector_b"]);
    expect([...snake.values()].map((f) => f.sourceColumn)).toEqual([
      "text",
      "text",
    ]);
  });
  test("schema should contain correct metadata", async () => {
    class MockEmbeddingFunction extends EmbeddingFunction<string> {
      constructor(args: FunctionOptions = {}) {
        super();
        this.resolveVariables(args);
      }
      ndims() {
        return 3;
      }
      embeddingDataType() {
        return new arrow.Float32() as apiArrow.Float;
      }
      async computeSourceEmbeddings(data: string[]) {
        return data.map(() => [1, 2, 3]);
      }
    }
    const func = new MockEmbeddingFunction({ someText: "hello" });

    const schema = LanceSchema({
      id: new arrow.Int32(),
      text: func.sourceField(new arrow.Utf8() as apiArrow.DataType),
      vector: func.vectorField(),
    });
    const expectedMetadata = new Map<string, string>([
      [
        "embedding_functions",
        JSON.stringify([
          {
            sourceColumn: "text",
            vectorColumn: "vector",
            name: "MockEmbeddingFunction",
            model: { someText: "hello" },
          },
        ]),
      ],
    ]);
    expect(schema.metadata).toEqual(expectedMetadata);
  });
});

describe("Registry.setVar", () => {
  const registry = getRegistry();

  beforeEach(() => {
    @register("mock-embedding")
    // biome-ignore lint/correctness/noUnusedVariables :
    class MockEmbeddingFunction extends EmbeddingFunction<string> {
      constructor(optionsRaw: FunctionOptions = {}) {
        super();
        const options = this.resolveVariables(optionsRaw);

        expect(optionsRaw["someKey"].startsWith("$var:someName")).toBe(true);
        expect(options["someKey"]).toBe("someValue");

        if (options["secretKey"]) {
          expect(optionsRaw["secretKey"]).toBe("$var:secretKey");
          expect(options["secretKey"]).toBe("mySecret");
        }
      }
      async computeSourceEmbeddings(data: string[]) {
        return data.map(() => [1, 2, 3]);
      }
      embeddingDataType() {
        return new apiArrow.Float32();
      }
      protected getSensitiveKeys() {
        return ["secretKey"];
      }
    }
  });
  afterEach(() => {
    registry.reset();
  });

  it("Should error if the variable is not set", () => {
    console.log(registry.get("mock-embedding"));
    expect(() =>
      registry.get("mock-embedding")!.create({ someKey: "$var:someName" }),
    ).toThrow('Variable "someName" not found');
  });

  it("should use default values if not set", () => {
    registry
      .get("mock-embedding")!
      .create({ someKey: "$var:someName:someValue" });
  });

  it("should set a variable that the embedding function understand", () => {
    registry.setVar("someName", "someValue");
    registry.get("mock-embedding")!.create({ someKey: "$var:someName" });
  });

  it("should reject secrets that aren't passed as variables", () => {
    registry.setVar("someName", "someValue");
    expect(() =>
      registry
        .get("mock-embedding")!
        .create({ secretKey: "someValue", someKey: "$var:someName" }),
    ).toThrow(
      'The key "secretKey" is sensitive and cannot be set directly. Please use the $var: syntax to set it.',
    );
  });

  it("should not serialize secrets", () => {
    registry.setVar("someName", "someValue");
    registry.setVar("secretKey", "mySecret");
    const func = registry
      .get("mock-embedding")!
      .create({ secretKey: "$var:secretKey", someKey: "$var:someName" });
    expect(func.toJSON()).toEqual({
      secretKey: "$var:secretKey",
      someKey: "$var:someName",
    });
  });
});