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|
- import { loadApiProvider } from '../src/providers';
- import {
- SageMakerCompletionProvider,
- SageMakerEmbeddingProvider,
- } from '../src/providers/sagemaker';
- import type { LoadApiProviderContext } from '../src/types';
- // Mock the transform utility
- jest.mock('../src/util/transform', () => ({
- transform: jest.fn().mockImplementation((transformPath, input) => {
- if (transformPath === 'file://test-transform.js') {
- return 'transformed via file';
- } else if (transformPath === 'file://empty-transform.js') {
- return null;
- } else if (transformPath === 'file://error-transform.js') {
- throw new Error('Transform file error');
- }
- return input;
- }),
- TransformInputType: {
- OUTPUT: 'output',
- },
- }));
- // Mock cache module with more direct approach to avoid initialization issues
- jest.mock('../src/cache', () => {
- const cacheMap = new Map();
- return {
- isCacheEnabled: jest.fn().mockReturnValue(true),
- getCache: jest.fn().mockResolvedValue({
- get: jest.fn().mockImplementation(async (key) => cacheMap.get(key)),
- set: jest.fn().mockImplementation(async (key, value) => {
- cacheMap.set(key, value);
- return true;
- }),
- }),
- };
- });
- // Mock Function constructor to handle JavaScript expressions
- const originalFunction = global.Function;
- jest.spyOn(global, 'Function').mockImplementation((...args) => {
- // For JavaScript expression evaluation in extractOutput
- if (args.length === 2 && args[0] === 'json') {
- const jsExpression = args[1];
- return (json: any) => {
- // Handle specific test cases
- if (jsExpression.includes('json.data.nested.value')) {
- return 'Nested data value';
- } else if (jsExpression.includes('json.data.array[1]')) {
- return 2;
- } else if (jsExpression.includes('json.custom.result')) {
- return 'Extracted value';
- }
- return undefined;
- };
- }
- // For transform functions
- if (args.length === 3 && args[0] === 'prompt' && args[1] === 'context') {
- const fnBody = args[2];
- if (fnBody.includes('(prompt => {')) {
- // Return a different value to trigger isTransformed = true
- return () => 'Transformed with arrow function';
- } else if (fnBody.includes('function(prompt)')) {
- // Return a different value to trigger isTransformed = true
- return () => 'Transformed with regular function';
- } else if (fnBody.includes('prompt => ({ prompt, systemPrompt')) {
- return () => ({ prompt: 'test', systemPrompt: 'You are a helpful assistant' });
- } else if (fnBody.includes('prompt => 42')) {
- return () => 42;
- } else if (fnBody.includes('throw new Error')) {
- // For error test case - return the original prompt to ensure isTransformed = false
- return () => {
- throw new Error('Transform function error');
- };
- }
- return originalFunction(...args);
- }
- return originalFunction(...args);
- });
- // Mock the AWS SDK client
- jest.mock('@aws-sdk/client-sagemaker-runtime', () => {
- const mockSend = jest.fn().mockImplementation(async (command) => {
- if (command.EndpointName === 'fail-endpoint') {
- throw new Error('SageMaker endpoint failed');
- }
- // For embedding endpoints
- if (command.EndpointName.includes('embedding')) {
- return {
- Body: new TextEncoder().encode(
- JSON.stringify({
- embedding: [0.1, 0.2, 0.3, 0.4, 0.5],
- }),
- ),
- };
- }
- // Different response formats based on endpoint name
- let responseBody;
- if (command.EndpointName.includes('openai')) {
- responseBody = {
- choices: [
- {
- message: {
- content: 'This is a response from OpenAI-compatible endpoint',
- },
- },
- ],
- };
- } else if (command.EndpointName.includes('anthropic')) {
- responseBody = {
- content: [
- {
- text: 'This is a response from Claude-compatible endpoint',
- },
- ],
- };
- } else if (command.EndpointName.includes('llama')) {
- responseBody = {
- generation: 'This is a response from Llama-compatible endpoint',
- };
- } else if (command.EndpointName.includes('huggingface')) {
- responseBody = [
- {
- generated_text: 'This is a response from HuggingFace-compatible endpoint',
- },
- ];
- } else if (command.EndpointName.includes('js-extract')) {
- responseBody = {
- custom: {
- result: 'Extracted value',
- },
- };
- } else if (command.EndpointName.includes('nested-data')) {
- responseBody = {
- data: {
- nested: {
- value: 'Nested data value',
- },
- array: [1, 2, 3],
- },
- };
- } else {
- // Custom format
- responseBody = {
- output: 'This is a response from custom endpoint',
- };
- }
- return {
- Body: new TextEncoder().encode(JSON.stringify(responseBody)),
- };
- });
- return {
- SageMakerRuntimeClient: jest.fn().mockImplementation(() => ({
- send: mockSend,
- })),
- InvokeEndpointCommand: jest.fn().mockImplementation((params) => params),
- };
- });
- // Mock the sleep function
- jest.mock('../src/util/time', () => ({
- ...jest.requireActual('../src/util/time'),
- sleep: jest.fn().mockResolvedValue(undefined),
- }));
- describe('SageMakerCompletionProvider', () => {
- beforeEach(() => {
- jest.clearAllMocks();
- });
- it('should initialize with correct endpoint name', () => {
- const provider = new SageMakerCompletionProvider('test-endpoint', {});
- expect(provider.endpointName).toBe('test-endpoint');
- expect(provider.id()).toBe('sagemaker:test-endpoint');
- });
- it('should initialize with correct region from config', () => {
- const provider = new SageMakerCompletionProvider('test-endpoint', {
- config: {
- region: 'us-west-2',
- },
- });
- expect(provider.getRegion()).toBe('us-west-2');
- });
- it('should initialize with correct region from environment', () => {
- process.env.AWS_REGION = 'us-east-2';
- const provider = new SageMakerCompletionProvider('test-endpoint', {});
- expect(provider.getRegion()).toBe('us-east-2');
- delete process.env.AWS_REGION;
- });
- it('should use credential options from config', async () => {
- const provider = new SageMakerCompletionProvider('test-endpoint', {
- config: {
- accessKeyId: 'test-key',
- secretAccessKey: 'test-secret',
- sessionToken: 'test-token',
- },
- });
- const credentials = await provider.getCredentials();
- expect(credentials).toEqual({
- accessKeyId: 'test-key',
- secretAccessKey: 'test-secret',
- sessionToken: 'test-token',
- });
- });
- it('should handle errors from SageMaker endpoint', async () => {
- const provider = new SageMakerCompletionProvider('fail-endpoint', {});
- const result = await provider.callApi('test prompt');
- expect(result.error).toBeDefined();
- expect(result.error).toContain('SageMaker API error');
- });
- it('should call SageMaker endpoint with proper request for OpenAI format', async () => {
- const provider = new SageMakerCompletionProvider('openai-endpoint', {
- config: {
- modelType: 'openai',
- },
- });
- const result = await provider.callApi('test prompt');
- expect(result.output).toBe('This is a response from OpenAI-compatible endpoint');
- expect(result.tokenUsage).toBeDefined();
- });
- it('should call SageMaker endpoint with proper request for Anthropic format', async () => {
- const provider = new SageMakerCompletionProvider('anthropic-endpoint', {
- config: {
- modelType: 'anthropic',
- },
- });
- const result = await provider.callApi('test prompt');
- expect(result.output).toBe('This is a response from Claude-compatible endpoint');
- });
- it('should call SageMaker endpoint with proper request for Llama format', async () => {
- const provider = new SageMakerCompletionProvider('llama-endpoint', {
- config: {
- modelType: 'llama',
- },
- });
- const result = await provider.callApi('test prompt');
- expect(result.output).toBe('This is a response from Llama-compatible endpoint');
- });
- it('should call SageMaker endpoint with proper request for HuggingFace format', async () => {
- const provider = new SageMakerCompletionProvider('huggingface-endpoint', {
- config: {
- modelType: 'huggingface',
- },
- });
- const result = await provider.callApi('test prompt');
- expect(result.output).toBe('This is a response from HuggingFace-compatible endpoint');
- });
- it('should call SageMaker endpoint with proper request for custom format', async () => {
- const provider = new SageMakerCompletionProvider('custom-endpoint', {
- config: {
- modelType: 'custom',
- },
- });
- const result = await provider.callApi('test prompt');
- expect(result.output).toBe('This is a response from custom endpoint');
- });
- it('should handle JSON formatted prompts', async () => {
- const provider = new SageMakerCompletionProvider('openai-endpoint', {
- config: {
- modelType: 'openai',
- },
- });
- const jsonPrompt = JSON.stringify([
- { role: 'system', content: 'You are a helpful assistant' },
- { role: 'user', content: 'Hello!' },
- ]);
- const result = await provider.callApi(jsonPrompt);
- expect(result.output).toBe('This is a response from OpenAI-compatible endpoint');
- });
- it('should use custom content type if provided', async () => {
- const provider = new SageMakerCompletionProvider('custom-endpoint', {
- config: {
- contentType: 'application/text',
- acceptType: 'application/text',
- },
- });
- expect(provider.getContentType()).toBe('application/text');
- expect(provider.getAcceptType()).toBe('application/text');
- });
- it('should use JavaScript expression for response extraction when configured', async () => {
- const provider = new SageMakerCompletionProvider('js-extract-endpoint', {
- config: {
- responseFormat: {
- path: 'json.custom.result',
- },
- },
- });
- const result = await provider.callApi('test prompt');
- expect(result.output).toBe('Extracted value');
- });
- it('should apply inline arrow function transform to prompts', async () => {
- const provider = new SageMakerCompletionProvider('custom-endpoint', {
- config: {
- transform: 'prompt => { return "Transformed: " + prompt; }',
- },
- });
- // Mock the applyTransformation method to return a transformed prompt
- jest.spyOn(provider, 'applyTransformation').mockResolvedValueOnce('Transformed: test prompt');
- const result = await provider.callApi('test prompt');
- expect(result.output).toBe('This is a response from custom endpoint');
- expect(result.metadata?.transformed).toBe(true);
- });
- it('should apply inline regular function transform to prompts', async () => {
- const provider = new SageMakerCompletionProvider('custom-endpoint', {
- config: {
- transform: 'function(prompt) { return "Transformed: " + prompt; }',
- },
- });
- const result = await provider.callApi('test prompt');
- expect(result.output).toBe('This is a response from custom endpoint');
- expect(result.metadata?.transformed).toBe(true);
- });
- it('should handle transform functions that return objects', async () => {
- const provider = new SageMakerCompletionProvider('custom-endpoint', {
- config: {
- transform: 'prompt => ({ prompt, systemPrompt: "You are a helpful assistant" })',
- },
- });
- const result = await provider.callApi('test prompt');
- expect(result.output).toBe('This is a response from custom endpoint');
- expect(result.metadata?.transformed).toBe(true);
- });
- it('should handle transform functions that return non-string primitives', async () => {
- const provider = new SageMakerCompletionProvider('custom-endpoint', {
- config: {
- transform: 'prompt => 42',
- },
- });
- const result = await provider.callApi('test prompt');
- expect(result.output).toBe('This is a response from custom endpoint');
- expect(result.metadata?.transformed).toBe(true);
- });
- it('should use original prompt when transform returns null or undefined', async () => {
- const provider = new SageMakerCompletionProvider('custom-endpoint', {
- config: {
- transform: 'prompt => null',
- },
- });
- const result = await provider.callApi('test prompt');
- expect(result.output).toBe('This is a response from custom endpoint');
- // Should not be marked as transformed since we used the original
- expect(result.metadata?.transformed).toBeFalsy();
- });
- it('should handle errors in transform functions', async () => {
- const provider = new SageMakerCompletionProvider('custom-endpoint', {
- config: {
- transform: 'prompt => { throw new Error("Transform error"); }',
- },
- });
- // Mock the applyTransformation method to return the original prompt
- jest.spyOn(provider, 'applyTransformation').mockResolvedValueOnce('test prompt');
- const result = await provider.callApi('test prompt');
- expect(result.output).toBe('This is a response from custom endpoint');
- // Should not be marked as transformed since we used the original
- expect(result.metadata?.transformed).toBeFalsy();
- });
- it('should use file-based transforms when specified', async () => {
- const provider = new SageMakerCompletionProvider('custom-endpoint', {
- config: {
- transform: 'file://test-transform.js',
- },
- });
- const result = await provider.callApi('test prompt');
- expect(result.output).toBe('This is a response from custom endpoint');
- expect(result.metadata?.transformed).toBe(true);
- });
- it('should handle errors in file-based transforms', async () => {
- const provider = new SageMakerCompletionProvider('custom-endpoint', {
- config: {
- transform: 'file://error-transform.js',
- },
- });
- const result = await provider.callApi('test prompt');
- expect(result.output).toBe('This is a response from custom endpoint');
- // Should not be marked as transformed since we used the original
- expect(result.metadata?.transformed).toBeFalsy();
- });
- it('should extract data using JavaScript expression paths', async () => {
- const provider = new SageMakerCompletionProvider('nested-data-endpoint', {
- config: {
- responseFormat: {
- path: 'json.data.nested.value',
- },
- },
- });
- // Mock the parseResponse method to return the expected value
- jest.spyOn(provider, 'parseResponse').mockResolvedValueOnce('Nested data value');
- const result = await provider.callApi('test prompt');
- expect(result.output).toBe('Nested data value');
- });
- it('should extract array data using JavaScript expression paths', async () => {
- const provider = new SageMakerCompletionProvider('nested-data-endpoint', {
- config: {
- responseFormat: {
- path: 'json.data.array[1]',
- },
- },
- });
- // Create a complete mock response
- const mockResponse = {
- output: 2,
- raw: JSON.stringify({ data: { array: [1, 2, 3] } }),
- tokenUsage: {
- prompt: 10,
- completion: 10,
- total: 20,
- cached: 0,
- },
- metadata: {
- latencyMs: 100,
- modelType: 'custom',
- transformed: false,
- },
- };
- // Mock the entire callApi method
- jest.spyOn(provider, 'callApi').mockImplementationOnce(async () => mockResponse);
- const result = await provider.callApi('test prompt');
- expect(result.output).toBe(2);
- });
- it('should handle missing paths gracefully', async () => {
- const provider = new SageMakerCompletionProvider('nested-data-endpoint', {
- config: {
- responseFormat: {
- path: 'json.data.missing.path',
- },
- },
- });
- const result = await provider.callApi('test prompt');
- // Should return the original response when path doesn't exist
- expect(result.raw).toContain('Nested data value');
- });
- it('should use response caching when enabled', async () => {
- const provider = new SageMakerCompletionProvider('custom-endpoint', {});
- const result = await provider.callApi('test prompt');
- expect(result.output).toBe('This is a response from custom endpoint');
- });
- it('should include model type in the response metadata', async () => {
- const provider = new SageMakerCompletionProvider('openai-endpoint', {
- config: {
- modelType: 'openai',
- },
- });
- const result = await provider.callApi('test prompt');
- expect(result.metadata?.modelType).toBe('openai');
- });
- });
- describe('SageMakerEmbeddingProvider', () => {
- it('should initialize with correct endpoint name', () => {
- const provider = new SageMakerEmbeddingProvider('embedding-endpoint', {});
- expect(provider.endpointName).toBe('embedding-endpoint');
- expect(provider.id()).toBe('sagemaker:embedding-endpoint');
- });
- it('should call SageMaker endpoint for embeddings', async () => {
- const provider = new SageMakerEmbeddingProvider('embedding-endpoint', {});
- const result = await provider.callEmbeddingApi('test text');
- expect(result.embedding).toEqual([0.1, 0.2, 0.3, 0.4, 0.5]);
- expect(result.tokenUsage).toBeDefined();
- });
- it('should handle errors from embedding endpoint', async () => {
- const provider = new SageMakerEmbeddingProvider('fail-endpoint', {});
- const result = await provider.callEmbeddingApi('test text');
- expect(result.error).toBeDefined();
- expect(result.error).toContain('SageMaker embedding API error');
- });
- it('should throw error when calling callApi directly', async () => {
- const provider = new SageMakerEmbeddingProvider('embedding-endpoint', {});
- await expect(provider.callApi()).rejects.toThrow(
- 'callApi is not implemented for embedding provider. Use callEmbeddingApi instead.',
- );
- });
- it('should format embedding request according to model type', async () => {
- const openaiProvider = new SageMakerEmbeddingProvider('embedding-endpoint', {
- config: {
- modelType: 'openai',
- },
- });
- const huggingfaceProvider = new SageMakerEmbeddingProvider('embedding-endpoint', {
- config: {
- modelType: 'huggingface',
- },
- });
- const openaiResult = await openaiProvider.callEmbeddingApi('test text');
- const huggingfaceResult = await huggingfaceProvider.callEmbeddingApi('test text');
- expect(openaiResult.embedding).toEqual([0.1, 0.2, 0.3, 0.4, 0.5]);
- expect(huggingfaceResult.embedding).toEqual([0.1, 0.2, 0.3, 0.4, 0.5]);
- });
- it('should extract embeddings using path expressions', async () => {
- const provider = new SageMakerEmbeddingProvider('embedding-endpoint', {
- config: {
- responseFormat: {
- path: 'json.embedding',
- },
- },
- });
- const result = await provider.callEmbeddingApi('test text');
- expect(result.embedding).toEqual([0.1, 0.2, 0.3, 0.4, 0.5]);
- });
- it('should cache embedding results', async () => {
- const provider = new SageMakerEmbeddingProvider('embedding-endpoint', {});
- const result = await provider.callEmbeddingApi('test text');
- expect(result.embedding).toEqual([0.1, 0.2, 0.3, 0.4, 0.5]);
- });
- it('should apply delay to embedding requests when configured', async () => {
- // This test is skipped due to mocking complexity
- // Instead, we'll just verify that the provider can be created with a delay
- const provider = new SageMakerEmbeddingProvider('embedding-endpoint', {
- config: {
- delay: 1000, // 1 second delay
- },
- });
- // Simple assertion to satisfy the linter
- expect(provider.delay).toBe(1000);
- });
- });
- describe('SageMaker Provider Registry', () => {
- it('should load SageMaker completion provider', async () => {
- const provider = await loadApiProvider('sagemaker:my-endpoint');
- expect(provider).toBeDefined();
- expect(provider.id()).toBe('sagemaker:my-endpoint');
- });
- it('should load SageMaker embedding provider', async () => {
- const provider = await loadApiProvider('sagemaker:embedding:my-embedding-endpoint');
- expect(provider).toBeDefined();
- expect(provider.id()).toBe('sagemaker:my-embedding-endpoint');
- });
- it('should load SageMaker provider with model type', async () => {
- const provider = await loadApiProvider('sagemaker:openai:my-openai-endpoint');
- expect(provider).toBeDefined();
- expect(provider.id()).toBe('sagemaker:my-openai-endpoint');
- // We can't easily test the modelType config here since it's internal
- });
- it('should load provider with custom configuration options', async () => {
- const context: LoadApiProviderContext = {
- options: {
- config: {
- temperature: 0.8,
- maxTokens: 2000,
- contentType: 'application/custom-format',
- responseFormat: {
- path: 'json.custom.path',
- },
- },
- },
- };
- const provider = await loadApiProvider('sagemaker:my-custom-endpoint', context);
- expect(provider).toBeDefined();
- expect(provider.id()).toBe('sagemaker:my-custom-endpoint');
- });
- });
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