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266 lines
8.3 KiB
TypeScript
266 lines
8.3 KiB
TypeScript
import './setup';
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import { randomUUID } from 'crypto';
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import { expect, it, vi } from 'vitest';
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import { evaluate } from '../../src/evaluator';
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import { runExtensionHook } from '../../src/evaluatorHelpers';
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import Eval from '../../src/models/eval';
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import { type ApiProvider, type TestSuite } from '../../src/types/index';
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import { mockApiProvider, mockApiProvider2, toPrompt } from './helpers';
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import { describeEvaluator } from './lifecycle';
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describeEvaluator('evaluator options and hooks', () => {
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it('should use the options from the test if they exist', async () => {
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const testSuite: TestSuite = {
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providers: [mockApiProvider],
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prompts: [toPrompt('Test prompt')],
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tests: [
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{
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vars: { var1: 'value1', var2: 'value2' },
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options: {
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transform: 'output + " postprocessed"',
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},
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},
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],
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};
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const evalRecord = await Eval.create({}, testSuite.prompts, { id: randomUUID() });
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await evaluate(testSuite, evalRecord, {});
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const summary = await evalRecord.toEvaluateSummary();
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expect(mockApiProvider.callApi).toHaveBeenCalledTimes(1);
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expect(summary.stats.successes).toBe(1);
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expect(summary.stats.failures).toBe(0);
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expect(summary.results[0].response?.output).toBe('Test output postprocessed');
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});
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it('should apply prompt config to provider call', async () => {
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const mockApiProvider: ApiProvider = {
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id: vi.fn().mockReturnValue('test-provider'),
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callApi: vi.fn().mockResolvedValue({
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output: 'Test response',
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tokenUsage: { total: 10, prompt: 5, completion: 5, cached: 0, numRequests: 1 },
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}),
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};
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const testSuite: TestSuite = {
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providers: [mockApiProvider],
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prompts: [
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{
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raw: 'You are a helpful math tutor. Solve {{problem}}',
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label: 'Math problem',
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config: {
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response_format: {
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type: 'json_schema',
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json_schema: {
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name: 'math_response',
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strict: true,
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schema: {
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type: 'object',
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properties: {
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final_answer: { type: 'string' },
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},
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required: ['final_answer'],
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additionalProperties: false,
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},
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},
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},
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},
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},
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],
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tests: [{ vars: { problem: '8x + 31 = 2' } }],
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};
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const evalRecord = await Eval.create({}, testSuite.prompts, { id: randomUUID() });
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await evaluate(testSuite, evalRecord, {});
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const summary = await evalRecord.toEvaluateSummary();
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expect(summary.stats.successes).toBe(1);
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expect(summary.stats.failures).toBe(0);
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expect(mockApiProvider.callApi).toHaveBeenCalledTimes(1);
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expect(mockApiProvider.callApi).toHaveBeenCalledWith(
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'You are a helpful math tutor. Solve 8x + 31 = 2',
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expect.objectContaining({
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prompt: expect.objectContaining({
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config: {
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response_format: {
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type: 'json_schema',
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json_schema: {
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name: 'math_response',
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schema: {
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type: 'object',
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properties: { final_answer: { type: 'string' } },
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required: ['final_answer'],
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additionalProperties: false,
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},
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strict: true,
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},
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},
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},
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}),
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}),
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undefined,
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);
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});
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it('should apply dynamic prompt function config to provider call', async () => {
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const mockDynamicConfigProvider: ApiProvider = {
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id: vi.fn().mockReturnValue('test-provider'),
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callApi: vi.fn().mockResolvedValue({
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output: 'Test response',
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tokenUsage: { total: 10, prompt: 5, completion: 5, cached: 0, numRequests: 1 },
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}),
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};
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const testSuite: TestSuite = {
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providers: [mockDynamicConfigProvider],
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prompts: [
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{
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raw: 'ignored by prompt function',
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label: 'Dynamic prompt with config',
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config: {
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temperature: 0.1,
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top_p: 0.9,
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},
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function: async () => ({
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prompt: 'Solve this problem: {{problem}}',
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config: {
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temperature: 0.3,
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response_format: { type: 'json_object' },
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},
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}),
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},
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],
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tests: [
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{
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vars: { problem: '8x + 31 = 2' },
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options: { temperature: 0.7 },
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},
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],
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};
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const evalRecord = await Eval.create({}, testSuite.prompts, { id: randomUUID() });
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await evaluate(testSuite, evalRecord, {});
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expect(mockDynamicConfigProvider.callApi).toHaveBeenCalledTimes(1);
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expect(mockDynamicConfigProvider.callApi).toHaveBeenCalledWith(
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'Solve this problem: 8x + 31 = 2',
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expect.objectContaining({
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prompt: expect.objectContaining({
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config: {
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temperature: 0.7,
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top_p: 0.9,
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response_format: { type: 'json_object' },
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},
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}),
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}),
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undefined,
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);
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});
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it('should call runExtensionHook with correct parameters at appropriate times', async () => {
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const mockExtension = 'file:./path/to/extension.js:extensionFunction';
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const testSuite: TestSuite = {
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providers: [mockApiProvider],
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prompts: [toPrompt('Test prompt {{ var1 }}')],
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tests: [
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{
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vars: { var1: 'value1' },
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assert: [{ type: 'equals', value: 'Test output' }],
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},
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],
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extensions: [mockExtension],
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};
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const mockedRunExtensionHook = vi.mocked(runExtensionHook);
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mockedRunExtensionHook.mockClear();
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const evalRecord = await Eval.create({}, testSuite.prompts, { id: randomUUID() });
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await evaluate(testSuite, evalRecord, {});
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// Check if runExtensionHook was called 4 times (beforeAll, beforeEach, afterEach, afterAll)
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expect(mockedRunExtensionHook).toHaveBeenCalledTimes(4);
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// Check beforeAll call
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expect(mockedRunExtensionHook).toHaveBeenNthCalledWith(
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1,
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[mockExtension],
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'beforeAll',
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expect.objectContaining({ suite: testSuite }),
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);
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// Check beforeEach call
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expect(mockedRunExtensionHook).toHaveBeenNthCalledWith(
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2,
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[mockExtension],
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'beforeEach',
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expect.objectContaining({
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test: expect.objectContaining({
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vars: { var1: 'value1' },
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assert: [{ type: 'equals', value: 'Test output' }],
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}),
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}),
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);
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// Check afterEach call
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expect(mockedRunExtensionHook).toHaveBeenNthCalledWith(
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3,
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[mockExtension],
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'afterEach',
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expect.objectContaining({
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test: expect.objectContaining({
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vars: { var1: 'value1' },
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assert: [{ type: 'equals', value: 'Test output' }],
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}),
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result: expect.objectContaining({
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success: true,
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score: 1,
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response: expect.objectContaining({
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output: 'Test output',
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}),
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}),
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}),
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);
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// Check afterAll call
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expect(mockedRunExtensionHook).toHaveBeenNthCalledWith(
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4,
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[mockExtension],
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'afterAll',
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expect.objectContaining({
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prompts: expect.arrayContaining([
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expect.objectContaining({
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raw: 'Test prompt {{ var1 }}',
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metrics: expect.objectContaining({
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assertPassCount: 1,
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assertFailCount: 0,
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}),
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}),
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expect.objectContaining({
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raw: 'Test prompt {{ var1 }}',
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metrics: expect.objectContaining({
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assertPassCount: 1,
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assertFailCount: 0,
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}),
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}),
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]),
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results: expect.any(Array),
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suite: testSuite,
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}),
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);
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});
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it('should handle multiple providers', async () => {
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const testSuite: TestSuite = {
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providers: [mockApiProvider, mockApiProvider2],
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prompts: [toPrompt('Test prompt')],
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tests: [],
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};
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const evalRecord = await Eval.create({}, testSuite.prompts, { id: randomUUID() });
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await evaluate(testSuite, evalRecord, {});
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const summary = await evalRecord.toEvaluateSummary();
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expect(summary.stats.successes).toBe(2);
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expect(summary.stats.failures).toBe(0);
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expect(mockApiProvider.callApi).toHaveBeenCalledTimes(1);
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expect(mockApiProvider2.callApi).toHaveBeenCalledTimes(1);
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});
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});
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