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chore: import upstream snapshot with attribution
2026-07-13 12:02:19 +08:00

536 lines
13 KiB
TypeScript

/**
* Cache Hit Rate Benchmark
*
* Target: <0.1ms for cache hits
*
* Measures cache performance including hit rate,
* lookup time, and eviction strategies.
*/
import { benchmark, BenchmarkRunner, formatTime, meetsTarget } from '../framework/benchmark.js';
// ============================================================================
// Cache Implementations
// ============================================================================
/**
* Simple LRU Cache implementation
*/
class LRUCache<K, V> {
private cache = new Map<K, V>();
private maxSize: number;
private hits = 0;
private misses = 0;
constructor(maxSize: number) {
this.maxSize = maxSize;
}
get(key: K): V | undefined {
const value = this.cache.get(key);
if (value !== undefined) {
// Move to end (most recently used)
this.cache.delete(key);
this.cache.set(key, value);
this.hits++;
return value;
}
this.misses++;
return undefined;
}
set(key: K, value: V): void {
if (this.cache.has(key)) {
this.cache.delete(key);
} else if (this.cache.size >= this.maxSize) {
// Evict oldest (first) entry
const firstKey = this.cache.keys().next().value;
this.cache.delete(firstKey);
}
this.cache.set(key, value);
}
get hitRate(): number {
const total = this.hits + this.misses;
return total > 0 ? this.hits / total : 0;
}
get size(): number {
return this.cache.size;
}
clear(): void {
this.cache.clear();
this.hits = 0;
this.misses = 0;
}
}
/**
* TTL Cache with expiration
*/
class TTLCache<K, V> {
private cache = new Map<K, { value: V; expiry: number }>();
private defaultTTL: number;
private hits = 0;
private misses = 0;
constructor(defaultTTL: number = 60000) {
this.defaultTTL = defaultTTL;
}
get(key: K): V | undefined {
const entry = this.cache.get(key);
if (entry !== undefined) {
if (Date.now() < entry.expiry) {
this.hits++;
return entry.value;
}
// Expired
this.cache.delete(key);
}
this.misses++;
return undefined;
}
set(key: K, value: V, ttl?: number): void {
const expiry = Date.now() + (ttl || this.defaultTTL);
this.cache.set(key, { value, expiry });
}
get hitRate(): number {
const total = this.hits + this.misses;
return total > 0 ? this.hits / total : 0;
}
get size(): number {
return this.cache.size;
}
cleanup(): number {
const now = Date.now();
let cleaned = 0;
for (const [key, entry] of this.cache) {
if (now >= entry.expiry) {
this.cache.delete(key);
cleaned++;
}
}
return cleaned;
}
clear(): void {
this.cache.clear();
this.hits = 0;
this.misses = 0;
}
}
/**
* Two-level cache (L1 fast, L2 larger)
*/
class TwoLevelCache<K, V> {
private l1: LRUCache<K, V>;
private l2: LRUCache<K, V>;
private l1Hits = 0;
private l2Hits = 0;
private misses = 0;
constructor(l1Size: number = 100, l2Size: number = 1000) {
this.l1 = new LRUCache<K, V>(l1Size);
this.l2 = new LRUCache<K, V>(l2Size);
}
get(key: K): V | undefined {
// Check L1 first
let value = this.l1.get(key);
if (value !== undefined) {
this.l1Hits++;
return value;
}
// Check L2
value = this.l2.get(key);
if (value !== undefined) {
this.l2Hits++;
// Promote to L1
this.l1.set(key, value);
return value;
}
this.misses++;
return undefined;
}
set(key: K, value: V): void {
this.l1.set(key, value);
this.l2.set(key, value);
}
get stats(): { l1HitRate: number; l2HitRate: number; missRate: number } {
const total = this.l1Hits + this.l2Hits + this.misses;
return {
l1HitRate: total > 0 ? this.l1Hits / total : 0,
l2HitRate: total > 0 ? this.l2Hits / total : 0,
missRate: total > 0 ? this.misses / total : 0,
};
}
clear(): void {
this.l1.clear();
this.l2.clear();
this.l1Hits = 0;
this.l2Hits = 0;
this.misses = 0;
}
}
/**
* Memoization cache for function results
*/
class MemoCache<T extends (...args: unknown[]) => unknown> {
private cache = new Map<string, ReturnType<T>>();
private fn: T;
constructor(fn: T) {
this.fn = fn;
}
call(...args: Parameters<T>): ReturnType<T> {
const key = JSON.stringify(args);
if (this.cache.has(key)) {
return this.cache.get(key)!;
}
const result = this.fn(...args) as ReturnType<T>;
this.cache.set(key, result);
return result;
}
get size(): number {
return this.cache.size;
}
clear(): void {
this.cache.clear();
}
}
// ============================================================================
// Benchmark Suite
// ============================================================================
export async function runCacheHitRateBenchmarks(): Promise<void> {
const runner = new BenchmarkRunner('Cache Hit Rate');
console.log('\n--- Cache Hit Rate Benchmarks ---\n');
// Prepare test data
const testKeys = Array.from({ length: 10000 }, (_, i) => `key-${i}`);
const testValues = testKeys.map((k) => ({ key: k, data: Math.random() }));
// Benchmark 1: LRU Cache - Cache Hit
const lruCache = new LRUCache<string, object>(1000);
// Pre-populate cache
for (let i = 0; i < 1000; i++) {
lruCache.set(testKeys[i]!, testValues[i]!);
}
const lruHitResult = await runner.run(
'lru-cache-hit',
async () => {
lruCache.get(testKeys[500]!);
},
{ iterations: 100000 }
);
console.log(`LRU Cache Hit: ${formatTime(lruHitResult.mean)}`);
const hitTarget = meetsTarget('cache-hit', lruHitResult.mean);
console.log(` Target (<0.1ms): ${hitTarget.met ? 'PASS' : 'FAIL'}`);
// Benchmark 2: LRU Cache - Cache Miss
const lruMissResult = await runner.run(
'lru-cache-miss',
async () => {
lruCache.get('non-existent-key');
},
{ iterations: 100000 }
);
console.log(`LRU Cache Miss: ${formatTime(lruMissResult.mean)}`);
// Benchmark 3: LRU Cache - Set Operation
const lruSetResult = await runner.run(
'lru-cache-set',
async () => {
lruCache.set(`new-key-${Date.now()}`, { data: 'test' });
},
{ iterations: 10000 }
);
console.log(`LRU Cache Set: ${formatTime(lruSetResult.mean)}`);
// Benchmark 4: TTL Cache - Hit
const ttlCache = new TTLCache<string, object>(60000);
for (let i = 0; i < 1000; i++) {
ttlCache.set(testKeys[i]!, testValues[i]!);
}
const ttlHitResult = await runner.run(
'ttl-cache-hit',
async () => {
ttlCache.get(testKeys[500]!);
},
{ iterations: 100000 }
);
console.log(`TTL Cache Hit: ${formatTime(ttlHitResult.mean)}`);
// Benchmark 5: TTL Cache - Cleanup
// Add some expired entries
for (let i = 0; i < 100; i++) {
ttlCache.set(`expired-${i}`, { data: i }, -1); // Already expired
}
const ttlCleanupResult = await runner.run(
'ttl-cache-cleanup',
async () => {
ttlCache.cleanup();
},
{ iterations: 1000 }
);
console.log(`TTL Cache Cleanup: ${formatTime(ttlCleanupResult.mean)}`);
// Benchmark 6: Two-Level Cache - L1 Hit
const twoLevelCache = new TwoLevelCache<string, object>(100, 1000);
for (let i = 0; i < 1000; i++) {
twoLevelCache.set(testKeys[i]!, testValues[i]!);
}
// Warm up L1
for (let i = 0; i < 50; i++) {
twoLevelCache.get(testKeys[i]!);
}
const l1HitResult = await runner.run(
'two-level-cache-l1-hit',
async () => {
twoLevelCache.get(testKeys[25]!);
},
{ iterations: 100000 }
);
console.log(`Two-Level Cache L1 Hit: ${formatTime(l1HitResult.mean)}`);
// Benchmark 7: Two-Level Cache - L2 Hit (promotes to L1)
const l2HitResult = await runner.run(
'two-level-cache-l2-hit',
async () => {
twoLevelCache.get(testKeys[500]!);
},
{ iterations: 50000 }
);
console.log(`Two-Level Cache L2 Hit: ${formatTime(l2HitResult.mean)}`);
// Benchmark 8: Memoization Cache
const expensiveFn = (n: number): number => {
let result = 0;
for (let i = 0; i < n; i++) {
result += Math.sqrt(i);
}
return result;
};
const memoCache = new MemoCache(expensiveFn);
// Prime the cache
memoCache.call(1000);
const memoHitResult = await runner.run(
'memo-cache-hit',
async () => {
memoCache.call(1000);
},
{ iterations: 100000 }
);
console.log(`Memo Cache Hit: ${formatTime(memoHitResult.mean)}`);
const memoMissResult = await runner.run(
'memo-cache-miss',
async () => {
memoCache.call(Math.floor(Math.random() * 10000000));
},
{ iterations: 100 }
);
console.log(`Memo Cache Miss (compute): ${formatTime(memoMissResult.mean)}`);
// Benchmark 9: Cache with Different Hit Rates
const cache90 = new LRUCache<string, object>(1000);
for (let i = 0; i < 1000; i++) {
cache90.set(testKeys[i]!, testValues[i]!);
}
const hitRate90Result = await runner.run(
'workload-90-percent-hits',
async () => {
const isHit = Math.random() < 0.9;
if (isHit) {
cache90.get(testKeys[Math.floor(Math.random() * 1000)]!);
} else {
cache90.get(`miss-${Date.now()}`);
}
},
{ iterations: 10000 }
);
console.log(`90% Hit Rate Workload: ${formatTime(hitRate90Result.mean)}`);
// Benchmark 10: Cache Eviction Under Pressure
const smallCache = new LRUCache<string, object>(100);
const evictionResult = await runner.run(
'cache-with-eviction',
async () => {
// Write 200 items to a cache of size 100
for (let i = 0; i < 200; i++) {
smallCache.set(`evict-key-${i}`, { data: i });
}
},
{ iterations: 100 }
);
console.log(`Cache with Eviction (200 to 100): ${formatTime(evictionResult.mean)}`);
// Summary
console.log('\n--- Summary ---');
console.log(`LRU hit: ${formatTime(lruHitResult.mean)} (${lruHitResult.opsPerSecond.toFixed(0)} ops/sec)`);
console.log(`LRU miss: ${formatTime(lruMissResult.mean)}`);
console.log(`TTL hit: ${formatTime(ttlHitResult.mean)}`);
console.log(`L1 hit: ${formatTime(l1HitResult.mean)}`);
console.log(`L2 hit: ${formatTime(l2HitResult.mean)}`);
console.log(`Memo hit: ${formatTime(memoHitResult.mean)}`);
console.log(`\nTwo-Level Cache Stats:`, twoLevelCache.stats);
// Print full results
runner.printResults();
}
// ============================================================================
// Cache Optimization Strategies
// ============================================================================
export const cacheOptimizations = {
/**
* Optimal cache sizing
*/
optimalSizing: {
description: 'Size cache based on working set and memory constraints',
expectedImprovement: '20-50% hit rate',
implementation: `
function calculateOptimalCacheSize(workingSetSize: number, memoryLimit: number): number {
const avgItemSize = estimateAverageItemSize();
const maxItems = Math.floor(memoryLimit / avgItemSize);
return Math.min(workingSetSize * 0.8, maxItems);
}
`,
},
/**
* Adaptive TTL
*/
adaptiveTTL: {
description: 'Adjust TTL based on access patterns',
expectedImprovement: '10-30% hit rate',
implementation: `
class AdaptiveTTLCache {
private accessCounts = new Map<string, number>();
getTTL(key: string): number {
const count = this.accessCounts.get(key) || 0;
// Hot keys get longer TTL
return this.baseTTL * Math.min(10, 1 + Math.log2(count + 1));
}
}
`,
},
/**
* Probabilistic early expiration
*/
probabilisticExpiry: {
description: 'Refresh items before expiry to avoid thundering herd',
expectedImprovement: 'Reduces load spikes by 80%',
implementation: `
function shouldRefresh(ttl: number, remaining: number): boolean {
const beta = 1.0;
const delta = ttl - remaining;
const xFetch = Date.now() + delta * beta * Math.log(Math.random());
return xFetch > Date.now() + remaining;
}
`,
},
/**
* Segmented cache
*/
segmentedCache: {
description: 'Reduce lock contention with segmented caches',
expectedImprovement: '2-4x concurrent performance',
implementation: `
class SegmentedCache<K, V> {
private segments: LRUCache<K, V>[];
constructor(numSegments: number, sizePerSegment: number) {
this.segments = Array.from(
{ length: numSegments },
() => new LRUCache<K, V>(sizePerSegment)
);
}
private getSegment(key: K): LRUCache<K, V> {
const hash = this.hash(key);
return this.segments[hash % this.segments.length]!;
}
}
`,
},
/**
* Read-through caching
*/
readThrough: {
description: 'Automatically fetch missing items',
expectedImprovement: 'Simplifies code, consistent performance',
implementation: `
class ReadThroughCache<K, V> {
constructor(
private cache: LRUCache<K, V>,
private loader: (key: K) => Promise<V>
) {}
async get(key: K): Promise<V> {
let value = this.cache.get(key);
if (value === undefined) {
value = await this.loader(key);
this.cache.set(key, value);
}
return value;
}
}
`,
},
};
// Run if executed directly
if (import.meta.url === `file://${process.argv[1]}`) {
runCacheHitRateBenchmarks().catch(console.error);
}
export default runCacheHitRateBenchmarks;