import { test, expect } from "@jest/globals"; import { USearch } from "../usearch.js"; import { Document } from "../../document.js"; import { FakeEmbeddings } from "../../embeddings/fake.js"; test("Test USearch.fromTexts + addVectors", async () => { const vectorStore = await USearch.fromTexts( ["Hello world"], [{ id: 2 }], new FakeEmbeddings() ); expect(vectorStore.index?.size()).toBe(1n); await vectorStore.addVectors( [ [0, 1, 0, 0], [0.5, 0.5, 0.5, 0.5], ], [ new Document({ pageContent: "hello bye", metadata: { id: 5 }, }), new Document({ pageContent: "hello you", metadata: { id: 6 }, }), ] ); expect(vectorStore.index?.size()).toBe(3n); const result = await vectorStore.similaritySearch("hello world", 2); expect(result[0].metadata).toEqual({ id: 2 }); }); test("Test USearch.fromDocuments + addVectors", async () => { const vectorStore = await USearch.fromDocuments( [ new Document({ pageContent: "hello bye", metadata: { id: 5 }, }), new Document({ pageContent: "hello world", metadata: { id: 4 }, }), new Document({ pageContent: "hello you", metadata: { id: 6 }, }), ], new FakeEmbeddings() ); expect(vectorStore.index?.size()).toBe(3n); await vectorStore.addVectors( [ [1, 0, 0, 0], [1, 0, 0, 1], ], [ new Document({ pageContent: "my world", metadata: { id: 7 }, }), new Document({ pageContent: "our world", metadata: { id: 8 }, }), ] ); expect(vectorStore.index?.size()).toBe(5n); const results = await vectorStore.similaritySearchVectorWithScore( [1, 0, 0, 0], 2 ); expect(results).toHaveLength(2); expect(results).toEqual([ [new Document({ metadata: { id: 7 }, pageContent: "my world" }), 0], [new Document({ metadata: { id: 8 }, pageContent: "our world" }), 1], ]); });