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obsidian_ollama/tests/semantic-cache.test.ts
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// tests/semantic-cache.test.ts
import { ChromaClient } from 'chromadb';
import { CacheConfig } from '../src/types';
// Mock ChromaDB module
jest.mock('chromadb', () => ({
ChromaClient: jest.fn().mockImplementation(() => {
return {
getOrCreateCollection: jest.fn().mockReturnValue({
query: jest.fn(),
add: jest.fn(),
upsert: jest.fn(),
}),
deleteCollection: jest.fn(),
};
}),
IncludeEnum: {
Documents: 'documents',
Embeddings: 'embeddings',
Metadatas: 'metadatas',
Distances: 'distances',
},
}));
// Now import SemanticCacheService after mocking
import { SemanticCacheService } from '../src/semantic-cache';
jest.spyOn(global, 'fetch').mockImplementation(jest.fn());
const mockChromaClient = {
getOrCreateCollection: jest.fn().mockReturnValue({
query: jest.fn(),
add: jest.fn(),
upsert: jest.fn(),
}),
deleteCollection: jest.fn(),
};
// Set up mock instance
(ChromaClient as jest.Mock).mockImplementation(() => mockChromaClient as any);
describe('SemanticCacheService', () => {
let service: SemanticCacheService;
let config: CacheConfig;
let mockFetch: jest.Mock;
beforeEach(() => {
jest.clearAllMocks();
mockFetch = global.fetch as jest.Mock;
config = {
enabled: true,
similarityThreshold: 0.85,
collectionName: 'test_cache',
embeddingModel: 'nomic-embed-text',
chromaUrl: 'http://localhost:8000',
};
service = new SemanticCacheService('http://localhost:11434', config);
});
describe('initialize', () => {
it('should create or get the collection on initialize', async () => {
await service.initialize();
expect(mockChromaClient.getOrCreateCollection).toHaveBeenCalledWith({
name: 'test_cache',
metadata: { 'hnsw:space': 'cosine' },
});
});
it('should not initialize if cache is disabled', async () => {
const disabledConfig = { ...config, enabled: false };
service = new SemanticCacheService('http://localhost:11434', disabledConfig);
await service.initialize();
expect(mockChromaClient.getOrCreateCollection).not.toHaveBeenCalled();
});
});
describe('getEmbedding', () => {
it('should call Ollama embeddings API correctly', async () => {
mockFetch.mockResolvedValueOnce({
ok: true,
json: () =>
Promise.resolve({
embedding: [0.1, 0.2, 0.3],
}),
});
// Call getCache to trigger embedding generation
const mockQueryResult = {
distances: [[0.1]],
metadatas: [[{ fullResponse: 'Cached response' }]],
};
mockChromaClient.getOrCreateCollection().query.mockResolvedValueOnce(mockQueryResult);
await service.initialize();
await service.getCache('test prompt');
expect(mockFetch).toHaveBeenCalledWith(
'http://localhost:11434/api/embeddings',
expect.objectContaining({
method: 'POST',
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify({
model: 'nomic-embed-text',
prompt: 'test prompt',
}),
})
);
});
it('should return empty array on embedding failure', async () => {
mockFetch.mockResolvedValueOnce({
ok: false,
status: 500,
});
await service.initialize();
// We need to test the private method indirectly via getCache
const result = await service.getCache('test prompt');
// Embedding failed, so getCache should return null
expect(result).toBeNull();
});
});
describe('getCache', () => {
beforeEach(async () => {
await service.initialize();
});
it('should return cached response when similarity is above threshold', async () => {
mockFetch.mockResolvedValue({
ok: true,
json: () => Promise.resolve({ embedding: [0.1, 0.2, 0.3] }),
});
const mockQueryResult = {
distances: [[0.1]], // distance < 0.15 means similarity > 0.85
metadatas: [[{ fullResponse: 'Cached answer' }]],
};
mockChromaClient.getOrCreateCollection().query.mockResolvedValueOnce(mockQueryResult);
const result = await service.getCache('test prompt');
expect(result).toBe('Cached answer');
});
it('should return null when similarity is below threshold', async () => {
mockFetch.mockResolvedValue({
ok: true,
json: () => Promise.resolve({ embedding: [0.1, 0.2, 0.3] }),
});
const mockQueryResult = {
distances: [[0.2]], // distance > 0.15 means similarity < 0.85
metadatas: [[{ fullResponse: 'Cached answer' }]],
};
mockChromaClient.getOrCreateCollection().query.mockResolvedValueOnce(mockQueryResult);
const result = await service.getCache('test prompt');
expect(result).toBeNull();
});
it('should return null when no results found', async () => {
mockFetch.mockResolvedValue({
ok: true,
json: () => Promise.resolve({ embedding: [0.1, 0.2, 0.3] }),
});
mockChromaClient.getOrCreateCollection().query.mockResolvedValueOnce({
distances: [],
metadatas: [],
});
const result = await service.getCache('test prompt');
expect(result).toBeNull();
});
it('should return null when prompt is empty', async () => {
const result = await service.getCache(' ');
expect(result).toBeNull();
expect(mockFetch).not.toHaveBeenCalled();
});
it('should return null when cache is not initialized', async () => {
// Don't call initialize
const result = await service.getCache('test prompt');
expect(result).toBeNull();
});
it('should handle query errors gracefully', async () => {
mockFetch.mockResolvedValue({
ok: true,
json: () => Promise.resolve({ embedding: [0.1, 0.2, 0.3] }),
});
mockChromaClient
.getOrCreateCollection()
.query.mockRejectedValueOnce(new Error('Query failed'));
const result = await service.getCache('test prompt');
expect(result).toBeNull();
});
});
describe('setCache', () => {
beforeEach(async () => {
await service.initialize();
});
it('should add entry to collection', async () => {
mockFetch.mockResolvedValue({
ok: true,
json: () => Promise.resolve({ embedding: [0.1, 0.2, 0.3] }),
});
await service.setCache('test prompt', 'test response');
const mockCollection = mockChromaClient.getOrCreateCollection();
expect(mockCollection.upsert).toHaveBeenCalledWith(
expect.objectContaining({
ids: [expect.any(String)],
embeddings: [[0.1, 0.2, 0.3]],
metadatas: [{ fullResponse: 'test response' }],
})
);
});
it('should not add entry when prompt is empty', async () => {
await service.setCache(' ', 'test response');
expect(mockFetch).not.toHaveBeenCalled();
expect(mockChromaClient.getOrCreateCollection().upsert).not.toHaveBeenCalled();
});
it('should not add entry when response is empty', async () => {
await service.setCache('test prompt', ' ');
expect(mockFetch).not.toHaveBeenCalled();
expect(mockChromaClient.getOrCreateCollection().upsert).not.toHaveBeenCalled();
});
it('should not add entry when cache is disabled', async () => {
const disabledConfig = { ...config, enabled: false };
service = new SemanticCacheService('http://localhost:11434', disabledConfig);
await service.initialize();
await service.setCache('test prompt', 'test response');
expect(mockFetch).not.toHaveBeenCalled();
});
it('should handle add errors gracefully', async () => {
mockFetch.mockResolvedValue({
ok: true,
json: () => Promise.resolve({ embedding: [0.1, 0.2, 0.3] }),
});
mockChromaClient
.getOrCreateCollection()
.upsert.mockRejectedValueOnce(new Error('Add failed'));
// Should not throw
await expect(service.setCache('test prompt', 'test response')).resolves.toBeUndefined();
});
});
describe('clearCache', () => {
beforeEach(async () => {
await service.initialize();
mockChromaClient.deleteCollection.mockResolvedValue(undefined);
});
it('should delete the collection and re-initialize', async () => {
await service.clearCache();
expect(mockChromaClient.deleteCollection).toHaveBeenCalledWith({ name: 'test_cache' });
// getOrCreateCollection called once in beforeEach initialize, once in clearCache re-init
expect(mockChromaClient.getOrCreateCollection).toHaveBeenCalledTimes(2);
});
it('should propagate errors from deleteCollection', async () => {
mockChromaClient.deleteCollection.mockRejectedValueOnce(new Error('Delete failed'));
await expect(service.clearCache()).rejects.toThrow('Delete failed');
});
});
});