Files
openclaw/src/agents/openai-ws-connection.test.ts
2026-04-04 08:05:49 +01:00

852 lines
31 KiB
TypeScript

/**
* Unit tests for OpenAIWebSocketManager
*
* Uses a mock WebSocket implementation to avoid real network calls.
* The mock simulates the ws package's EventEmitter-based API.
*/
import { afterEach, beforeEach, describe, expect, it, vi } from "vitest";
import type { ClientOptions } from "ws";
import type {
ClientEvent,
ErrorEvent,
OpenAIWebSocketEvent,
ResponseCompletedEvent,
ResponseCreateEvent,
} from "./openai-ws-connection.js";
import { getOpenAIWebSocketErrorDetails, OpenAIWebSocketManager } from "./openai-ws-connection.js";
// ─────────────────────────────────────────────────────────────────────────────
// Mock WebSocket (hoisted so vi.mock factory can reference it)
// ─────────────────────────────────────────────────────────────────────────────
// vi.mock() factories are hoisted before ES module imports are resolved.
// vi.hoisted() allows us to define values that are available to both the
// factory AND the test body. We avoid importing EventEmitter here because
// ESM imports aren't available yet in the hoisted zone — instead we
// implement a minimal listener pattern inline.
const { MockWebSocket } = vi.hoisted(() => {
type AnyFn = (...args: unknown[]) => void;
class MockWebSocket {
static CONNECTING = 0;
static OPEN = 1;
static CLOSING = 2;
static CLOSED = 3;
readyState: number = MockWebSocket.CONNECTING;
url: string;
options: ClientOptions | undefined;
sentMessages: string[] = [];
private _listeners: Map<string, AnyFn[]> = new Map();
constructor(url: string, options?: ClientOptions) {
this.url = url;
this.options = options ?? {};
MockWebSocket.lastInstance = this;
MockWebSocket.instances.push(this);
}
// Minimal EventEmitter-compatible interface
on(event: string, fn: AnyFn): this {
const list = this._listeners.get(event) ?? [];
list.push(fn);
this._listeners.set(event, list);
return this;
}
once(event: string, fn: AnyFn): this {
const wrapper = (...args: unknown[]) => {
this.off(event, wrapper);
fn(...args);
};
return this.on(event, wrapper);
}
off(event: string, fn: AnyFn): this {
const list = this._listeners.get(event) ?? [];
this._listeners.set(
event,
list.filter((l) => l !== fn),
);
return this;
}
removeAllListeners(event?: string): this {
if (event !== undefined) {
this._listeners.delete(event);
} else {
this._listeners.clear();
}
return this;
}
emit(event: string, ...args: unknown[]): boolean {
const list = this._listeners.get(event) ?? [];
for (const fn of list) {
fn(...args);
}
return list.length > 0;
}
// ws-compatible send
send(data: string): void {
this.sentMessages.push(data);
}
// ws-compatible close — triggers async close event
close(code = 1000, reason = ""): void {
this.readyState = MockWebSocket.CLOSING;
setImmediate(() => {
this.readyState = MockWebSocket.CLOSED;
this.emit("close", code, Buffer.from(reason));
});
}
// ── Test helpers ──────────────────────────────────────────────────────
simulateOpen(): void {
this.readyState = MockWebSocket.OPEN;
this.emit("open");
}
simulateMessage(event: unknown): void {
this.emit("message", Buffer.from(JSON.stringify(event)));
}
simulateError(err: Error): void {
this.readyState = MockWebSocket.CLOSED;
this.emit("error", err);
}
simulateClose(code = 1006, reason = "Connection lost"): void {
this.readyState = MockWebSocket.CLOSED;
this.emit("close", code, Buffer.from(reason));
}
static lastInstance: MockWebSocket | null = null;
static instances: MockWebSocket[] = [];
static reset(): void {
MockWebSocket.lastInstance = null;
MockWebSocket.instances = [];
}
}
return { MockWebSocket };
});
// ─────────────────────────────────────────────────────────────────────────────
// Module Mock
// ─────────────────────────────────────────────────────────────────────────────
vi.mock("ws", () => {
// ws exports WebSocket as the default export; static constants (OPEN, etc.)
// live on the class itself.
return { default: MockWebSocket };
});
// ─────────────────────────────────────────────────────────────────────────────
// Type alias for the mock class (improves test readability)
// ─────────────────────────────────────────────────────────────────────────────
type MockWS = typeof MockWebSocket extends { new (...a: infer _): infer R } ? R : never;
// ─────────────────────────────────────────────────────────────────────────────
// Helpers
// ─────────────────────────────────────────────────────────────────────────────
function lastSocket(): MockWS {
const sock = MockWebSocket.lastInstance;
if (!sock) {
throw new Error("No MockWebSocket instance created");
}
return sock;
}
function buildManager(opts?: ConstructorParameters<typeof OpenAIWebSocketManager>[0]) {
return new OpenAIWebSocketManager({
// Use faster backoff in tests to avoid slow timer waits
backoffDelaysMs: [10, 20, 40, 80, 160],
socketFactory: (url, options) => new MockWebSocket(url, options) as never,
...opts,
});
}
function attachErrorCollector(manager: OpenAIWebSocketManager) {
const errors: Error[] = [];
manager.on("error", (e) => errors.push(e));
return errors;
}
async function connectManagerAndGetSocket(manager: OpenAIWebSocketManager) {
const connectPromise = manager.connect("sk-test");
const sock = lastSocket();
sock.simulateOpen();
await connectPromise;
return sock;
}
async function createConnectedManager(
opts?: ConstructorParameters<typeof OpenAIWebSocketManager>[0],
): Promise<{ manager: OpenAIWebSocketManager; sock: MockWS }> {
const manager = buildManager(opts);
const sock = await connectManagerAndGetSocket(manager);
return { manager, sock };
}
function connectIgnoringFailure(manager: OpenAIWebSocketManager): Promise<void> {
return manager.connect("sk-test").catch(() => {
/* ignore rejection */
});
}
// ─────────────────────────────────────────────────────────────────────────────
// Tests
// ─────────────────────────────────────────────────────────────────────────────
describe("OpenAIWebSocketManager", () => {
beforeEach(() => {
MockWebSocket.reset();
vi.useFakeTimers();
});
afterEach(() => {
vi.useRealTimers();
});
// ─── connect() ─────────────────────────────────────────────────────────────
describe("connect()", () => {
it("opens a WebSocket with Bearer auth header", async () => {
const manager = buildManager();
const connectPromise = manager.connect("sk-test-key");
const sock = lastSocket();
expect(sock.url).toBe("wss://api.openai.com/v1/responses");
expect(sock.options).toMatchObject({
headers: expect.objectContaining({
Authorization: "Bearer sk-test-key",
}),
});
sock.simulateOpen();
await connectPromise;
});
it("adds OpenClaw attribution headers on the native OpenAI websocket", async () => {
const manager = buildManager();
const connectPromise = manager.connect("sk-test-key");
const sock = lastSocket();
expect(sock.options).toMatchObject({
headers: expect.objectContaining({
originator: "openclaw",
version: expect.any(String),
"User-Agent": expect.stringMatching(/^openclaw\//),
}),
});
sock.simulateOpen();
await connectPromise;
});
it("merges native session headers into the websocket handshake", async () => {
const manager = buildManager({
headers: {
"x-client-request-id": "session-123",
"x-openclaw-session-id": "session-123",
},
});
const connectPromise = manager.connect("sk-test-key");
const sock = lastSocket();
expect(sock.options).toMatchObject({
headers: expect.objectContaining({
"x-client-request-id": "session-123",
"x-openclaw-session-id": "session-123",
}),
});
sock.simulateOpen();
await connectPromise;
});
it("does not add hidden attribution headers on custom websocket endpoints", async () => {
const manager = buildManager({
url: "wss://proxy.example.com/v1/responses",
});
const connectPromise = manager.connect("sk-test-key");
const sock = lastSocket();
expect(sock.options).toMatchObject({
headers: expect.objectContaining({
Authorization: "Bearer sk-test-key",
"OpenAI-Beta": "responses-websocket=v1",
}),
});
const headers = sock.options?.headers as Record<string, string>;
expect(headers.originator).toBeUndefined();
expect(headers.version).toBeUndefined();
expect(headers["User-Agent"]).toBeUndefined();
sock.simulateOpen();
await connectPromise;
});
it("rejects insecure websocket TLS overrides", async () => {
const manager = buildManager({
request: {
tls: {
insecureSkipVerify: true,
},
},
});
await expect(manager.connect("sk-test-key")).rejects.toThrow(/insecureskipverify/i);
expect(MockWebSocket.lastInstance).toBeNull();
});
it("resolves when the connection opens", async () => {
const manager = buildManager();
const connectPromise = manager.connect("sk-test");
expect(manager.connectionState).toBe("connecting");
lastSocket().simulateOpen();
await expect(connectPromise).resolves.toBeUndefined();
expect(manager.connectionState).toBe("open");
});
it("rejects when the initial connection fails (maxRetries=0)", async () => {
const manager = buildManager({ maxRetries: 0 });
const connectPromise = manager.connect("sk-test");
lastSocket().simulateError(new Error("ECONNREFUSED"));
await expect(connectPromise).rejects.toThrow("ECONNREFUSED");
});
it("sets isConnected() to true after open", async () => {
const manager = buildManager();
expect(manager.isConnected()).toBe(false);
const connectPromise = manager.connect("sk-test");
lastSocket().simulateOpen();
await connectPromise;
expect(manager.isConnected()).toBe(true);
});
it("uses the custom URL when provided", async () => {
const manager = buildManager({ url: "ws://localhost:9999/v1/responses" });
const connectPromise = manager.connect("sk-test");
expect(lastSocket().url).toBe("ws://localhost:9999/v1/responses");
lastSocket().simulateOpen();
await connectPromise;
});
});
// ─── send() ────────────────────────────────────────────────────────────────
describe("send()", () => {
it("sends a JSON-serialized event over the socket", async () => {
const { manager, sock } = await createConnectedManager();
const event: ResponseCreateEvent = {
type: "response.create",
model: "gpt-5.4",
input: [{ type: "message", role: "user", content: "Hello" }],
};
manager.send(event);
expect(sock.sentMessages).toHaveLength(1);
expect(JSON.parse(sock.sentMessages[0] ?? "{}")).toEqual(event);
});
it("throws if the connection is not open", () => {
const manager = buildManager();
const event: ClientEvent = {
type: "response.create",
model: "gpt-5.4",
};
expect(() => manager.send(event)).toThrow(/cannot send/);
});
it("includes previous_response_id when provided", async () => {
const { manager, sock } = await createConnectedManager();
const event: ResponseCreateEvent = {
type: "response.create",
model: "gpt-5.4",
previous_response_id: "resp_abc123",
input: [{ type: "function_call_output", call_id: "call_1", output: "result" }],
};
manager.send(event);
const sent = JSON.parse(sock.sentMessages[0] ?? "{}") as ResponseCreateEvent;
expect(sent.previous_response_id).toBe("resp_abc123");
});
});
// ─── onMessage() ───────────────────────────────────────────────────────────
describe("onMessage()", () => {
it("calls handler for each incoming message", async () => {
const { manager, sock } = await createConnectedManager();
const received: OpenAIWebSocketEvent[] = [];
manager.onMessage((e) => received.push(e));
const deltaEvent: OpenAIWebSocketEvent = {
type: "response.output_text.delta",
item_id: "item_1",
output_index: 0,
content_index: 0,
delta: "Hello",
};
sock.simulateMessage(deltaEvent);
expect(received).toHaveLength(1);
expect(received[0]).toEqual(deltaEvent);
});
it("returns an unsubscribe function that stops delivery", async () => {
const { manager, sock } = await createConnectedManager();
const received: OpenAIWebSocketEvent[] = [];
const unsubscribe = manager.onMessage((e) => received.push(e));
sock.simulateMessage({ type: "response.in_progress", response: makeResponse("r1") });
unsubscribe();
sock.simulateMessage({ type: "response.in_progress", response: makeResponse("r2") });
expect(received).toHaveLength(1);
});
it("supports multiple simultaneous handlers", async () => {
const { manager, sock } = await createConnectedManager();
const calls: number[] = [];
manager.onMessage(() => calls.push(1));
manager.onMessage(() => calls.push(2));
sock.simulateMessage({ type: "response.in_progress", response: makeResponse("r1") });
expect(calls.toSorted((a, b) => a - b)).toEqual([1, 2]);
});
});
// ─── previousResponseId ────────────────────────────────────────────────────
describe("previousResponseId", () => {
it("starts as null", () => {
expect(new OpenAIWebSocketManager().previousResponseId).toBeNull();
});
it("is updated when a response.completed event is received", async () => {
const { manager, sock } = await createConnectedManager();
const completedEvent: ResponseCompletedEvent = {
type: "response.completed",
response: makeResponse("resp_done_42", "completed"),
};
sock.simulateMessage(completedEvent);
expect(manager.previousResponseId).toBe("resp_done_42");
});
it("tracks the most recent completed response", async () => {
const { manager, sock } = await createConnectedManager();
sock.simulateMessage({
type: "response.completed",
response: makeResponse("resp_1", "completed"),
});
sock.simulateMessage({
type: "response.completed",
response: makeResponse("resp_2", "completed"),
});
expect(manager.previousResponseId).toBe("resp_2");
});
it("is not updated for non-completed events", async () => {
const { manager, sock } = await createConnectedManager();
sock.simulateMessage({ type: "response.in_progress", response: makeResponse("resp_x") });
expect(manager.previousResponseId).toBeNull();
});
});
// ─── isConnected() ─────────────────────────────────────────────────────────
describe("isConnected()", () => {
it("returns false before connect", () => {
expect(buildManager().isConnected()).toBe(false);
});
it("returns true while open", async () => {
const manager = buildManager();
const p = manager.connect("sk-test");
lastSocket().simulateOpen();
await p;
expect(manager.isConnected()).toBe(true);
});
it("returns false after close()", async () => {
const manager = buildManager();
const p = manager.connect("sk-test");
lastSocket().simulateOpen();
await p;
manager.close();
expect(manager.isConnected()).toBe(false);
});
});
// ─── close() ───────────────────────────────────────────────────────────────
describe("close()", () => {
it("marks the manager as disconnected", async () => {
const manager = buildManager();
const p = manager.connect("sk-test");
lastSocket().simulateOpen();
await p;
manager.close();
expect(manager.isConnected()).toBe(false);
});
it("prevents reconnect after explicit close", async () => {
const manager = buildManager();
const p = manager.connect("sk-test");
const sock = lastSocket();
sock.simulateOpen();
await p;
const socketCountBefore = MockWebSocket.instances.length;
manager.close();
// Simulate a network drop — should NOT trigger reconnect
sock.simulateClose(1006, "Network error");
await vi.runAllTimersAsync();
expect(MockWebSocket.instances.length).toBe(socketCountBefore);
});
it("is safe to call before connect()", () => {
const manager = buildManager();
expect(() => manager.close()).not.toThrow();
expect(manager.connectionState).toBe("closed");
});
});
// ─── Auto-reconnect ────────────────────────────────────────────────────────
describe("auto-reconnect", () => {
it("reconnects on unexpected close", async () => {
const manager = buildManager({ backoffDelaysMs: [10, 20, 40, 80, 160] });
const p = manager.connect("sk-test");
lastSocket().simulateOpen();
await p;
const sock1 = lastSocket();
const instancesBefore = MockWebSocket.instances.length;
// Simulate a network drop
sock1.simulateClose(1006, "Network error");
expect(manager.connectionState).toBe("reconnecting");
expect(manager.lastCloseInfo).toEqual({
code: 1006,
reason: "Network error",
retryable: true,
});
// Advance time to trigger first retry (10ms delay)
await vi.advanceTimersByTimeAsync(15);
// A new socket should have been created
expect(MockWebSocket.instances.length).toBeGreaterThan(instancesBefore);
expect(lastSocket()).not.toBe(sock1);
});
it("does not reconnect on non-retryable close codes", async () => {
const manager = buildManager({ backoffDelaysMs: [10, 20] });
const p = manager.connect("sk-test");
lastSocket().simulateOpen();
await p;
const sock = lastSocket();
const instancesBefore = MockWebSocket.instances.length;
sock.simulateClose(1008, "policy violation");
await vi.advanceTimersByTimeAsync(25);
expect(MockWebSocket.instances.length).toBe(instancesBefore);
expect(manager.connectionState).toBe("closed");
expect(manager.lastCloseInfo).toEqual({
code: 1008,
reason: "policy violation",
retryable: false,
});
});
it("stops retrying after maxRetries", async () => {
const manager = buildManager({ maxRetries: 2, backoffDelaysMs: [5, 5] });
const p = manager.connect("sk-test");
lastSocket().simulateOpen();
await p;
const errors: Error[] = [];
manager.on("error", (e) => errors.push(e));
// Drop repeatedly — each reconnect attempt also drops immediately
for (let i = 0; i < 4; i++) {
lastSocket().simulateClose(1006, "drop");
await vi.advanceTimersByTimeAsync(20);
}
const maxRetryError = errors.find((e) => e.message.includes("max reconnect retries"));
expect(maxRetryError).toBeDefined();
});
it("does not double-count retries when error and close both fire on a reconnect attempt", async () => {
// In the real `ws` library, a failed connection fires "error" followed
// by "close". Previously, both the onClose handler AND the promise
// .catch() in _scheduleReconnect called _scheduleReconnect(), which
// double-incremented retryCount and exhausted the retry budget
// prematurely (e.g. 3 retries became ~1-2 actual attempts).
const manager = buildManager({ maxRetries: 3, backoffDelaysMs: [5, 5, 5] });
const errors = attachErrorCollector(manager);
const p = manager.connect("sk-test");
lastSocket().simulateOpen();
await p;
// Drop the established connection — triggers first reconnect schedule
lastSocket().simulateClose(1006, "Network error");
// Advance past first retry delay — a new socket is created
await vi.advanceTimersByTimeAsync(10);
const sock2 = lastSocket();
// Simulate a realistic failure: error fires first, then close follows.
sock2.simulateError(new Error("ECONNREFUSED"));
sock2.simulateClose(1006, "Connection failed");
// Advance past second retry delay — another socket should be created
// because we've only used 2 retries (not 3 from double-counting).
await vi.advanceTimersByTimeAsync(10);
const sock3 = lastSocket();
expect(sock3).not.toBe(sock2);
// Third attempt also fails with error+close
sock3.simulateError(new Error("ECONNREFUSED"));
sock3.simulateClose(1006, "Connection failed");
// Advance past third retry delay — one more attempt (retry 3 of 3)
await vi.advanceTimersByTimeAsync(10);
const sock4 = lastSocket();
expect(sock4).not.toBe(sock3);
// Fourth socket also fails — now retries should be exhausted (3/3)
sock4.simulateError(new Error("ECONNREFUSED"));
sock4.simulateClose(1006, "Connection failed");
await vi.advanceTimersByTimeAsync(10);
const maxRetryError = errors.find((e) => e.message.includes("max reconnect retries"));
expect(maxRetryError).toBeDefined();
});
it("resets retry count after a successful reconnect", async () => {
const manager = buildManager({ maxRetries: 3, backoffDelaysMs: [5, 10, 20] });
const p = manager.connect("sk-test");
lastSocket().simulateOpen();
await p;
// Drop and let first retry succeed
lastSocket().simulateClose(1006, "drop");
await vi.advanceTimersByTimeAsync(10);
lastSocket().simulateOpen(); // second socket opens successfully
const socketCountAfterReconnect = MockWebSocket.instances.length;
// Drop again — should still retry (retry count was reset)
lastSocket().simulateClose(1006, "drop again");
await vi.advanceTimersByTimeAsync(10);
expect(MockWebSocket.instances.length).toBeGreaterThan(socketCountAfterReconnect);
});
});
// ─── warmUp() ──────────────────────────────────────────────────────────────
describe("warmUp()", () => {
it("sends a response.create event with generate: false", async () => {
const { manager, sock } = await createConnectedManager();
manager.warmUp({ model: "gpt-5.4", instructions: "You are helpful." });
expect(sock.sentMessages).toHaveLength(1);
const sent = JSON.parse(sock.sentMessages[0] ?? "{}") as Record<string, unknown>;
expect(sent["type"]).toBe("response.create");
expect(sent["generate"]).toBe(false);
expect(sent["model"]).toBe("gpt-5.4");
expect(sent["input"]).toEqual([]);
expect(sent["instructions"]).toBe("You are helpful.");
});
it("includes tools when provided", async () => {
const { manager, sock } = await createConnectedManager();
manager.warmUp({
model: "gpt-5.4",
tools: [{ type: "function", name: "exec", description: "Run a command" }],
});
const sent = JSON.parse(sock.sentMessages[0] ?? "{}") as Record<string, unknown>;
expect(sent["tools"]).toHaveLength(1);
expect((sent["tools"] as Array<{ name?: string }>)[0]?.name).toBe("exec");
});
});
// ─── Error handling ─────────────────────────────────────────────────────────
describe("error handling", () => {
it("normalizes nested websocket error payloads", () => {
const details = getOpenAIWebSocketErrorDetails({
type: "error",
status: 400,
error: {
type: "invalid_request_error",
code: "previous_response_not_found",
message: "Previous response with id 'resp_abc' not found.",
param: "previous_response_id",
},
} satisfies ErrorEvent);
expect(details).toEqual({
status: 400,
type: "invalid_request_error",
code: "previous_response_not_found",
message: "Previous response with id 'resp_abc' not found.",
param: "previous_response_id",
});
});
it("emits error event on malformed JSON message", async () => {
const manager = buildManager();
const sock = await connectManagerAndGetSocket(manager);
const errors = attachErrorCollector(manager);
sock.emit("message", Buffer.from("not valid json{{{{"));
expect(errors).toHaveLength(1);
expect(errors[0]?.message).toContain("failed to parse message");
});
it("emits error event when message has no type field", async () => {
const manager = buildManager();
const sock = await connectManagerAndGetSocket(manager);
const errors = attachErrorCollector(manager);
sock.emit("message", Buffer.from(JSON.stringify({ foo: "bar" })));
expect(errors).toHaveLength(1);
expect(errors[0]?.message).toContain('no "type" field');
});
it("emits error event on WebSocket socket error", async () => {
const manager = buildManager({ maxRetries: 0 });
const p = connectIgnoringFailure(manager);
const errors = attachErrorCollector(manager);
lastSocket().simulateError(new Error("SSL handshake failed"));
await p;
expect(errors.some((e) => e.message === "SSL handshake failed")).toBe(true);
});
it("handles multiple successive socket errors without crashing", async () => {
const manager = buildManager({ maxRetries: 0 });
const p = connectIgnoringFailure(manager);
const errors = attachErrorCollector(manager);
// Fire two errors in quick succession — previously the second would
// be unhandled because .once("error") removed the handler after #1.
lastSocket().simulateError(new Error("first error"));
lastSocket().simulateError(new Error("second error"));
await p;
expect(errors.length).toBeGreaterThanOrEqual(2);
expect(errors.some((e) => e.message === "first error")).toBe(true);
expect(errors.some((e) => e.message === "second error")).toBe(true);
});
});
// ─── Integration: full multi-turn sequence ────────────────────────────────
describe("full turn sequence", () => {
it("tracks previous_response_id across turns and sends continuation correctly", async () => {
const { manager, sock } = await createConnectedManager();
const received: OpenAIWebSocketEvent[] = [];
manager.onMessage((e) => received.push(e));
// Send initial turn
manager.send({ type: "response.create", model: "gpt-5.4", input: "Hello" });
// Simulate streaming events from server
sock.simulateMessage({ type: "response.created", response: makeResponse("resp_1") });
sock.simulateMessage({
type: "response.output_text.delta",
item_id: "i1",
output_index: 0,
content_index: 0,
delta: "Hi!",
});
sock.simulateMessage({
type: "response.completed",
response: makeResponse("resp_1", "completed"),
});
expect(manager.previousResponseId).toBe("resp_1");
expect(received).toHaveLength(3);
// Send continuation turn using the tracked previous_response_id
manager.send({
type: "response.create",
model: "gpt-5.4",
previous_response_id: manager.previousResponseId!,
input: [{ type: "function_call_output", call_id: "call_99", output: "tool result" }],
});
const lastSent = JSON.parse(sock.sentMessages[1] ?? "{}") as ResponseCreateEvent;
expect(lastSent.previous_response_id).toBe("resp_1");
expect(lastSent.input).toEqual([
{ type: "function_call_output", call_id: "call_99", output: "tool result" },
]);
});
});
});
// ─────────────────────────────────────────────────────────────────────────────
// Test Fixtures
// ─────────────────────────────────────────────────────────────────────────────
function makeResponse(
id: string,
status: ResponseCompletedEvent["response"]["status"] = "in_progress",
): ResponseCompletedEvent["response"] {
return {
id,
object: "response",
created_at: Date.now(),
status,
model: "gpt-5.4",
output: [],
usage: { input_tokens: 10, output_tokens: 5, total_tokens: 15 },
};
}