import { expect, test } from "@jest/globals"; import chroma from "./initClient"; import { DOCUMENTS, EMBEDDINGS, IDS, METADATAS } from "./data"; test("it should get a collection", async () => { await chroma.reset(); const collection = await chroma.createCollection({ name: "test" }); await collection.add({ ids: IDS, embeddings: EMBEDDINGS, metadatas: METADATAS }); const results = await collection.get({ ids: ["test1"] }); expect(results).toBeDefined(); expect(results).toBeInstanceOf(Object); expect(results.ids.length).toBe(1); expect(["test1"]).toEqual(expect.arrayContaining(results.ids)); expect(["test2"]).not.toEqual(expect.arrayContaining(results.ids)); const results2 = await collection.get({ where: { test: "test1" } }); expect(results2).toBeDefined(); expect(results2).toBeInstanceOf(Object); expect(results2.ids.length).toBe(1); expect(["test1"]).toEqual(expect.arrayContaining(results2.ids)); }); test("wrong code returns an error", async () => { await chroma.reset(); const collection = await chroma.createCollection({ name: "test" }); await collection.add({ ids: IDS, embeddings: EMBEDDINGS, metadatas: METADATAS }); const results = await collection.get({ where: { //@ts-ignore supposed to fail test: { $contains: "hello" }, } }); expect(results.error).toBeDefined(); expect(results.error).toContain("ValueError"); }); test("it should get embedding with matching documents", async () => { await chroma.reset(); const collection = await chroma.createCollection({ name: "test" }); await collection.add({ ids: IDS, embeddings: EMBEDDINGS, metadatas: METADATAS, documents: DOCUMENTS }); const results2 = await collection.get({ whereDocument: { $contains: "This is a test" } }); expect(results2).toBeDefined(); expect(results2).toBeInstanceOf(Object); expect(results2.ids.length).toBe(1); expect(["test1"]).toEqual(expect.arrayContaining(results2.ids)); }); test("test gt, lt, in a simple small way", async () => { await chroma.reset(); const collection = await chroma.createCollection({ name: "test" }); await collection.add({ ids: IDS, embeddings: EMBEDDINGS, metadatas: METADATAS }); const items = await collection.get({ where: { float_value: { $gt: -1.4 } } }); expect(items.ids.length).toBe(2); expect(["test2", "test3"]).toEqual(expect.arrayContaining(items.ids)); }); test("it should throw an error if the collection does not exist", async () => { await chroma.reset(); await expect( async () => await chroma.getCollection({ name: "test" }) ).rejects.toThrow(Error); });