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Merge pull request #25 from upstash/dx-883-vector-sdk-namespace-support
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DX-883: Namespace Support
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ogzhanolguncu authored May 9, 2024
2 parents 878e648 + 98d0b8a commit f1c7ac6
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Showing 26 changed files with 540 additions and 77 deletions.
11 changes: 5 additions & 6 deletions index.ts
Original file line number Diff line number Diff line change
Expand Up @@ -8,6 +8,7 @@ import {
import * as core from "./src/vector";

export type * from "@commands/types";
import { Dict } from "@commands/client/types";

export type { Requester, UpstashRequest, UpstashResponse };

Expand Down Expand Up @@ -36,10 +37,8 @@ export type IndexConfig = {
* Serverless vector client for upstash.
*/
export class Index<
TIndexMetadata extends Record<
string,
unknown
> = Record<string, unknown>
TIndexMetadata extends Dict
= Dict
> extends core.Index<TIndexMetadata> {
/**
* Create a new vector client by providing the url and token
Expand Down Expand Up @@ -116,8 +115,8 @@ export class Index<
baseUrl: url,
retry: configOrRequester?.retry,
headers: { authorization: `Bearer ${token}` },
cache: configOrRequester?.cache === false
? undefined
cache: configOrRequester?.cache === false
? undefined
: configOrRequester?.cache || "no-store",
signal: configOrRequester?.signal,
});
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12 changes: 10 additions & 2 deletions src/commands/client/delete/index.ts
Original file line number Diff line number Diff line change
@@ -1,13 +1,21 @@
import type { NAMESPACE } from "@commands/client/types";
import { Command } from "@commands/command";

type DeleteEndpointVariants = `delete` | `delete/${NAMESPACE}`;
export class DeleteCommand extends Command<{ deleted: number }> {
constructor(id: (number[] | string[]) | number | string) {
constructor(id: (number[] | string[]) | number | string, options?: { namespace?: string }) {
let endpoint: DeleteEndpointVariants = "delete";

if (options?.namespace) {
endpoint = `${endpoint}/${options.namespace}`;
}

const finalArr = [];
if (Array.isArray(id)) {
finalArr.push(...id);
} else {
finalArr.push(id);
}
super(finalArr, "delete");
super(finalArr, endpoint);
}
}
3 changes: 2 additions & 1 deletion src/commands/client/fetch/index.test-d.ts
Original file line number Diff line number Diff line change
@@ -1,3 +1,4 @@
import { Dict } from "@commands/client/types";
import { expectTypeOf, test } from "vitest";
import { Index } from "../../../../index";

Expand All @@ -10,7 +11,7 @@ test("case 1: no metadata is provided, any object should be expected", () => {

type RetrievedMetadata = NonNullable<NonNullable<RetrievedFetchVector>["metadata"]>;

expectTypeOf<RetrievedMetadata>().toEqualTypeOf<Record<string, unknown>>();
expectTypeOf<RetrievedMetadata>().toEqualTypeOf<Dict>();
});

test("case 2: index-level metadata is provided, index-level metadata should be expected", () => {
Expand Down
20 changes: 16 additions & 4 deletions src/commands/client/fetch/index.ts
Original file line number Diff line number Diff line change
@@ -1,15 +1,27 @@
import type { NAMESPACE, Vector } from "@commands/client/types";
import { Dict } from "@commands/client/types";
import { Command } from "@commands/command";
import { Vector } from "../types";

type FetchCommandOptions = {
includeMetadata?: boolean;
includeVectors?: boolean;
};

export type FetchResult<TMetadata = Record<string, unknown>> = Vector<TMetadata> | null;
export type FetchResult<TMetadata = Dict> = Vector<TMetadata> | null;

type FetchEndpointVariants = `fetch` | `fetch/${NAMESPACE}`;

export class FetchCommand<TMetadata> extends Command<FetchResult<TMetadata>[]> {
constructor([ids, opts]: [ids: number[] | string[], opts?: FetchCommandOptions]) {
super({ ids, ...opts }, "fetch");
constructor(
[ids, opts]: [ids: number[] | string[], opts?: FetchCommandOptions],
options?: { namespace?: string }
) {
let endpoint: FetchEndpointVariants = "fetch";

if (options?.namespace) {
endpoint = `${endpoint}/${options.namespace}`;
}

super({ ids, ...opts }, endpoint);
}
}
2 changes: 2 additions & 0 deletions src/commands/client/index.ts
Original file line number Diff line number Diff line change
Expand Up @@ -4,3 +4,5 @@ export * from "./upsert";
export * from "./fetch";
export * from "./range";
export * from "./reset";
export * from "./info";
export * from "./namespace";
13 changes: 12 additions & 1 deletion src/commands/client/info/index.ts
Original file line number Diff line number Diff line change
@@ -1,15 +1,26 @@
import { Command } from "@commands/command";

type NamespaceTitle = string;
type NamespaceInfo = {
vectorCount: number;
pendingVectorCount: number;
};

export type InfoResult = {
vectorCount: number;
pendingVectorCount: number;
indexSize: number;
dimension: number;
similarityFunction: "COSINE" | "EUCLIDEAN" | "DOT_PRODUCT";
namespaces: Record<NamespaceTitle, NamespaceInfo>;
};

type InfoEndpointVariants = `info`;

export class InfoCommand extends Command<InfoResult> {
constructor() {
super([], "info");
const endpoint: InfoEndpointVariants = "info";

super([], endpoint);
}
}
79 changes: 79 additions & 0 deletions src/commands/client/namespace/index.test.ts
Original file line number Diff line number Diff line change
@@ -0,0 +1,79 @@
import { afterAll, describe, expect, test } from "bun:test";
import { range, resetIndexes } from "@utils/test-utils";

import { sleep } from "bun";
import { Index } from "../../../../index";

describe("NAMESPACE", () => {
afterAll(async () => await resetIndexes());

const index = new Index({
url: process.env.UPSTASH_VECTOR_REST_URL!,
token: process.env.UPSTASH_VECTOR_REST_TOKEN!,
});

test("should append to specific namespace", async () => {
const namespace1 = index.namespace("test-namespace-1");
const namespace2 = index.namespace("test-namespace-2");

await namespace1.upsert({
id: 1,
vector: range(0, 384),
metadata: { namespace: "namespace1" },
});
await namespace2.upsert({
id: 2,
vector: range(0, 384),
metadata: { namespace: "namespace2" },
});

sleep(10000);

const query1 = await namespace1.query({
vector: range(0, 384),
topK: 3,
includeMetadata: true,
});
const query2 = await namespace2.query({
vector: range(0, 384),
topK: 3,
includeMetadata: true,
});

expect(query1.length).toEqual(1);

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expect(query2.length).toEqual(1);
expect(query1[0].metadata?.namespace).toEqual("namespace1");
expect(query2[0].metadata?.namespace).toEqual("namespace2");
});

test("should reset namespace", async () => {
const namespace = index.namespace("test-namespace-reset");

await namespace.upsert({
id: 1,
vector: range(0, 384),
metadata: { namespace: "test-namespace-reset" },
});

sleep(1000);

const res = await namespace.query({
vector: range(0, 384),
topK: 3,
includeMetadata: true,
});
expect(res.length).toEqual(1);

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error: expect(received).toEqual(expected)

Expected: 1 Received: 0 at /home/runner/work/vector-js/vector-js/src/commands/client/namespace/index.test.ts:65:5

await namespace.reset();

sleep(1000);

const res2 = await namespace.query({
vector: range(0, 384),
topK: 3,
includeMetadata: true,
});

expect(res2.length).toEqual(0);
});
});
162 changes: 162 additions & 0 deletions src/commands/client/namespace/index.ts
Original file line number Diff line number Diff line change
@@ -0,0 +1,162 @@
import {
DeleteCommand,
FetchCommand,
QueryCommand,
RangeCommand,
ResetCommand,
UpsertCommand,
} from "@commands/client";
import { Dict } from "@commands/client/types";
import { Requester } from "@http";
import { CommandArgs } from "../../../vector";

export class Namespace<TIndexMetadata extends Dict = Dict> {
protected client: Requester;
protected namespace: string;

/**
* Create a new index namespace client
*
* @example
* ```typescript
* const index = new Index({
* url: "<UPSTASH_VECTOR_REST_URL>",
* token: "<UPSTASH_VECTOR_REST_TOKEN>",
* });
*
* const namespace = index.namespace("ns");
* ```
*/
constructor(client: Requester, namespace: string) {
this.client = client;
this.namespace = namespace;
}

/**
* Queries an index namespace with specified parameters.
* This method creates and executes a query command on an index based on the provided arguments.
*
* @example
* ```js
* await index.namespace("ns").query({
* topK: 3,
* vector: [ 0.22, 0.66 ],
* filter: "age >= 23 and (type = \'turtle\' OR type = \'cat\')"
* });
* ```
*
* @param {Object} args - The arguments for the query command.
* @param {number[]} args.vector - An array of numbers representing the feature vector for the query.
* This vector is utilized to find the most relevant items in the index.
* @param {number} args.topK - The desired number of top results to be returned, based on relevance or similarity to the query vector.
* @param {string} [args.filter] - An optional filter string to be used in the query. The filter string is used to narrow down the query results.
* @param {boolean} [args.includeVectors=false] - When set to true, includes the feature vectors of the returned items in the response.
* @param {boolean} [args.includeMetadata=false] - When set to true, includes additional metadata of the returned items in the response.
*
* @returns A promise that resolves with an array of query result objects when the request to query the index is completed.
*/
upsert = <TMetadata extends Dict = TIndexMetadata>(
args: CommandArgs<typeof UpsertCommand<TMetadata>>
) => new UpsertCommand<TMetadata>(args, { namespace: this.namespace }).exec(this.client);

/**
* Upserts (Updates and Inserts) specific items into the index namespace.
* It's used for adding new items to the index namespace or updating existing ones.
*
* @example
* ```js
* const upsertArgs = {
* id: '123',
* vector: [0.42, 0.87, ...],
* metadata: { property1: 'value1', property2: 'value2' }
* };
* const upsertResult = await index.namespace("ns").upsert(upsertArgs);
* console.log(upsertResult); // Outputs the result of the upsert operation
* ```
*
* @param {CommandArgs<typeof UpsertCommand>} args - The arguments for the upsert command.
* @param {number|string} args.id - The unique identifier for the item being upserted.
* @param {number[]} args.vector - The feature vector associated with the item.
* @param {Dict} [args.metadata] - Optional metadata to be associated with the item.
*
* @returns {string} A promise that resolves with the result of the upsert operation after the command is executed.
*/
fetch = <TMetadata extends Dict = TIndexMetadata>(...args: CommandArgs<typeof FetchCommand>) =>
new FetchCommand<TMetadata>(args, { namespace: this.namespace }).exec(this.client);

/**
* It's used for retrieving specific items from the index namespace, optionally including
* their metadata and feature vectors.
*
* @example
* ```js
* const fetchIds = ['123', '456'];
* const fetchOptions = { includeMetadata: true, includeVectors: false };
* const fetchResults = await index.namespace("ns").fetch(fetchIds, fetchOptions);
* console.log(fetchResults); // Outputs the fetched items
* ```
*
* @param {...CommandArgs<typeof FetchCommand>} args - The arguments for the fetch command.
* @param {(number[]|string[])} args[0] - An array of IDs of the items to be fetched.
* @param {FetchCommandOptions} args[1] - Options for the fetch operation.
* @param {boolean} [args[1].includeMetadata=false] - Optionally include metadata of the fetched items.
* @param {boolean} [args[1].includeVectors=false] - Optionally include feature vectors of the fetched items.
*
* @returns {Promise<FetchReturnResponse<TMetadata>[]>} A promise that resolves with an array of fetched items or null if not found, after the command is executed.
*/
query = <TMetadata extends Dict = TIndexMetadata>(args: CommandArgs<typeof QueryCommand>) =>
new QueryCommand<TMetadata>(args, { namespace: this.namespace }).exec(this.client);

/**
* Deletes a specific item or items from the index namespace by their ID(s). *
*
* @example
* ```js
* await index.namespace("ns").delete('test-id')
* ```
*
* @param id - List of ids or single id
* @returns A promise that resolves when the request to delete the index is completed.
*/
delete = (args: CommandArgs<typeof DeleteCommand>) =>
new DeleteCommand(args, { namespace: this.namespace }).exec(this.client);

/**
* Retrieves a range of items from the index.
*
* @example
* ```js
* const rangeArgs = {
* cursor: 0,
* limit: 10,
* includeVectors: true,
* includeMetadata: false
* };
* const rangeResults = await index.namespace("ns").range(rangeArgs);
* console.log(rangeResults); // Outputs the result of the range operation
* ```
*
* @param {CommandArgs<typeof RangeCommand>} args - The arguments for the range command.
* @param {number|string} args.cursor - The starting point (cursor) for the range query.
* @param {number} args.limit - The maximum number of items to return in this range.
* @param {boolean} [args.includeVectors=false] - Optionally include the feature vectors of the items in the response.
* @param {boolean} [args.includeMetadata=false] - Optionally include additional metadata of the items in the response.
*
* @returns {Promise<RangeReturnResponse<TMetadata>>} A promise that resolves with the response containing the next cursor and an array of vectors, after the command is executed.
*/
range = <TMetadata extends Dict = TIndexMetadata>(args: CommandArgs<typeof RangeCommand>) =>
new RangeCommand<TMetadata>(args, { namespace: this.namespace }).exec(this.client);

/**
* It's used for wiping all the vectors in a index namespace.
*
* @example
* ```js
* await index.namespace("ns").reset();
* console.log('Index namespace has been reset');
* ```
*
* @returns {Promise<string>} A promise that resolves with the result of the reset operation after the command is executed.
*/
reset = () => new ResetCommand({ namespace: this.namespace }).exec(this.client);
}
4 changes: 2 additions & 2 deletions src/commands/client/query/index.test-d.ts
Original file line number Diff line number Diff line change
@@ -1,6 +1,6 @@
import { Dict } from "@commands/client/types";
import { expectTypeOf, test } from "vitest";
import { Index } from "../../../../index";

type Metadata = { genre: string; year: number };

test("case 1: no metadata is provided, any object should be expected", () => {
Expand All @@ -10,7 +10,7 @@ test("case 1: no metadata is provided, any object should be expected", () => {

type RetrievedMetadata = NonNullable<NonNullable<RetrievedQueryVector>["metadata"]>;

expectTypeOf<RetrievedMetadata>().toEqualTypeOf<Record<string, unknown>>();
expectTypeOf<RetrievedMetadata>().toEqualTypeOf<Dict>();
});

test("case 2: index-level metadata is provided, index-level metadata should be expected", () => {
Expand Down
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