✅ MAJOR BREAKTHROUGH - Session 5 Success: - Unit tests: 18/19 passing with mocked AI (<500MB RAM) - Integration tests: Real AI models loading successfully - Core features: Real embeddings, CRUD operations verified - Architecture: All 11 augmentations, worker threads operational 📋 CRITICAL FINDINGS: - Real AI models load and cache correctly - 384D embeddings generate properly - Core CRUD operations work with real transformers - Memory management effective for production ⚠️ RELEASE BLOCKER IDENTIFIED: - Search operations timeout in test environment - Affects: search(), find(), clustering functionality - Root cause: Likely worker communication during HNSW search - Priority: MUST fix before 2.0.0 release 🎯 NEXT SESSION PRIORITIES: 1. Debug and fix search timeout issue 2. Verify search/find/clustering work in production 3. Final documentation cleanup 4. Release preparation Confidence: 90% ready (pending search functionality verification)
245 lines
No EOL
7.6 KiB
TypeScript
245 lines
No EOL
7.6 KiB
TypeScript
/**
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* Tests for distributed caching behavior with shared storage
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*/
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import { describe, it, expect, beforeEach, afterEach, vi } from 'vitest'
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import { BrainyData } from '../src/brainyData.js'
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import { cleanupWorkerPools } from '../src/utils/index.js'
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describe('Distributed Caching', () => {
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let serviceA: BrainyData
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let serviceB: BrainyData
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beforeEach(async () => {
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// Mock the checkForUpdates to simulate real-time updates without waiting
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const mockCheckForUpdates = vi.fn()
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// Create two services sharing the same storage configuration
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const sharedConfig = {
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storage: {
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forceMemoryStorage: true // Use memory storage for testing
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},
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searchCache: {
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enabled: true,
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maxSize: 50,
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maxAge: 60000 // 1 minute
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},
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realtimeUpdates: {
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enabled: true,
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interval: 1000, // 1 second for testing
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updateIndex: true,
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updateStatistics: true
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},
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logging: {
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verbose: false
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}
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}
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serviceA = new BrainyData(sharedConfig)
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serviceB = new BrainyData(sharedConfig)
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await serviceA.init()
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await serviceB.init()
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})
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afterEach(async () => {
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await serviceA.clearAll({ force: true })
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await serviceB.clearAll({ force: true })
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await cleanupWorkerPools()
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})
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describe('Cache Invalidation on External Changes', () => {
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it('should invalidate cache when external data changes are detected', async () => {
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// Since we're using memory storage and separate instances for testing,
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// we'll simulate distributed behavior within a single service
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// Add initial data
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await serviceA.add({
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id: 'item-1',
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text: 'initial data from service A'
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})
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// Search and cache the result
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const results1 = await serviceA.search('initial data', 5)
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expect(results1.length).toBe(1)
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// Verify cache is populated
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let stats = serviceA.getCacheStats()
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expect(stats.search.size).toBe(1)
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// Add more data (simulates external changes)
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await serviceA.add({
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id: 'item-2',
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text: 'new data from service A'
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})
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// Cache should have been invalidated due to the add operation
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stats = serviceA.getCacheStats()
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expect(stats.search.size).toBe(0) // Cache cleared
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// Search again - should get fresh results including new data
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const results2 = await serviceA.search('data from service', 10)
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expect(results2.length).toBe(2) // Should now see both items
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stats = serviceA.getCacheStats()
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// Cache should be rebuilt with fresh data
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expect(stats.search.size).toBe(1) // New cache entry
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})
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it('should handle cache expiration gracefully', async () => {
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// Create a service with very short cache TTL
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const shortCacheService = new BrainyData({
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storage: { forceMemoryStorage: true },
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searchCache: {
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enabled: true,
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maxAge: 100 // 100ms - very short for testing
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},
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logging: { verbose: false }
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})
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await shortCacheService.init()
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// Add data and search
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await shortCacheService.add({
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id: 'item-1',
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text: 'short cache test'
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})
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const results1 = await shortCacheService.search('short cache', 5)
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expect(results1.length).toBe(1)
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// Wait for cache to expire
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await new Promise(resolve => setTimeout(resolve, 150))
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// Clean up expired entries
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const expiredCount = shortCacheService['searchCache'].cleanupExpiredEntries()
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expect(expiredCount).toBeGreaterThan(0)
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// Search again - should work fine with fresh data
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const results2 = await shortCacheService.search('short cache', 5)
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expect(results2.length).toBe(1)
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await shortCacheService.clearAll({ force: true })
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})
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it('should provide cache statistics for monitoring', async () => {
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// Add test data
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for (let i = 0; i < 10; i++) {
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await serviceA.add({
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id: `item-${i}`,
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text: `test data ${i}`
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})
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}
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// Clear cache to start fresh
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serviceA.clearCache()
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// Perform searches to populate cache
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await serviceA.search('test data', 5) // Miss
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await serviceA.search('test data', 5) // Hit
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await serviceA.search('test data', 3) // Miss (different k)
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await serviceA.search('test data', 3) // Hit
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const stats = serviceA.getCacheStats()
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expect(stats.search.hits).toBe(2)
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expect(stats.search.misses).toBe(2)
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expect(stats.search.hitRate).toBe(0.5)
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expect(stats.search.size).toBe(2) // Two different cache entries
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expect(stats.searchMemoryUsage).toBeGreaterThan(0)
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})
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})
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describe('Real-time Update Integration', () => {
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it('should enable real-time updates for distributed scenarios', () => {
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const config = serviceA.getRealtimeUpdateConfig()
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expect(config.enabled).toBe(true)
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expect(config.updateIndex).toBe(true)
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expect(config.updateStatistics).toBe(true)
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})
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it('should handle skipCache option correctly', async () => {
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// Add test data
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await serviceA.add({
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id: 'item-1',
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text: 'skip cache test'
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})
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// Search with cache
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const results1 = await serviceA.search('skip cache', 5)
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expect(results1.length).toBe(1)
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// Verify cache is populated
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let stats = serviceA.getCacheStats()
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expect(stats.search.size).toBe(1)
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// Search with skipCache - should bypass cache
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const results2 = await serviceA.search('skip cache', 5, { skipCache: true })
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expect(results2.length).toBe(1)
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// Cache size shouldn't increase
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stats = serviceA.getCacheStats()
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expect(stats.search.size).toBe(1) // Still just one entry
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})
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})
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describe('Distributed Mode Best Practices', () => {
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it('should work with recommended distributed settings', async () => {
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const distributedService = new BrainyData({
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storage: { forceMemoryStorage: true },
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searchCache: {
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enabled: true,
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maxAge: 180000, // 3 minutes - shorter for distributed
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maxSize: 100
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},
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realtimeUpdates: {
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enabled: true,
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interval: 30000, // 30 seconds
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updateIndex: true,
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updateStatistics: true
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},
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logging: { verbose: false }
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})
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await distributedService.init()
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// Verify configuration
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const config = distributedService.getRealtimeUpdateConfig()
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expect(config.enabled).toBe(true)
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expect(config.interval).toBe(30000)
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const cacheStats = distributedService.getCacheStats()
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expect(cacheStats.search.enabled).toBe(true)
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await distributedService.clearAll({ force: true })
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})
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it('should maintain performance with frequent external changes', async () => {
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// Simulate a scenario with frequent external changes
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const queries = ['query1', 'query2', 'query3', 'query4', 'query5']
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// Add initial data
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for (let i = 0; i < 20; i++) {
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await serviceA.add({
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id: `item-${i}`,
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text: `data for query${(i % 5) + 1} item ${i}`
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})
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}
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// Clear cache to start measurement
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serviceA.clearCache()
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// Perform multiple searches (some will be cache hits)
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for (const query of queries) {
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await serviceA.search(query, 5) // First search - cache miss
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await serviceA.search(query, 5) // Second search - cache hit
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}
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const stats = serviceA.getCacheStats()
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// Should have good hit rate despite distributed scenario
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expect(stats.search.hitRate).toBeGreaterThan(0.4) // At least 40%
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expect(stats.search.hits).toBeGreaterThan(0)
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expect(stats.search.size).toBe(queries.length)
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})
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})
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}) |