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470 lines
12 KiB
TypeScript
470 lines
12 KiB
TypeScript
/**
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* Memory Write Benchmark
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*
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* Target: <5ms (10x faster than current ~50ms)
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*
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* Measures memory write operations including key-value stores,
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* structured data, and vector embeddings.
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*/
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import { benchmark, BenchmarkRunner, formatTime, meetsTarget } from '../framework/benchmark.js';
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// ============================================================================
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// Memory Store Implementations
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// ============================================================================
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/**
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* Simple in-memory key-value store
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*/
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class SimpleMemoryStore {
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private data = new Map<string, unknown>();
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set(key: string, value: unknown): void {
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this.data.set(key, value);
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}
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get(key: string): unknown {
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return this.data.get(key);
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}
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delete(key: string): boolean {
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return this.data.delete(key);
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}
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clear(): void {
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this.data.clear();
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}
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get size(): number {
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return this.data.size;
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}
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}
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/**
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* Typed array store for vectors
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*/
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class VectorStore {
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private vectors: Map<string, Float32Array> = new Map();
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private metadata: Map<string, object> = new Map();
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set(key: string, vector: Float32Array, meta?: object): void {
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this.vectors.set(key, vector);
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if (meta) {
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this.metadata.set(key, meta);
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}
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}
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get(key: string): { vector: Float32Array; metadata?: object } | undefined {
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const vector = this.vectors.get(key);
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if (!vector) return undefined;
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return { vector, metadata: this.metadata.get(key) };
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}
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delete(key: string): boolean {
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this.metadata.delete(key);
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return this.vectors.delete(key);
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}
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get size(): number {
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return this.vectors.size;
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}
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}
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/**
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* Write-ahead log for durability
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*/
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class WriteAheadLog {
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private entries: Array<{ timestamp: number; operation: string; key: string; value: unknown }> = [];
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private maxEntries = 10000;
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append(operation: string, key: string, value: unknown): number {
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const entry = {
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timestamp: Date.now(),
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operation,
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key,
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value,
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};
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this.entries.push(entry);
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// Compact if needed
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if (this.entries.length > this.maxEntries) {
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this.entries = this.entries.slice(-this.maxEntries / 2);
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}
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return this.entries.length;
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}
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get length(): number {
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return this.entries.length;
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}
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}
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/**
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* Batched memory store for bulk operations
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*/
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class BatchedMemoryStore {
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private data = new Map<string, unknown>();
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private pendingWrites: Array<{ key: string; value: unknown }> = [];
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private batchSize = 100;
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queue(key: string, value: unknown): void {
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this.pendingWrites.push({ key, value });
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if (this.pendingWrites.length >= this.batchSize) {
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this.flush();
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}
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}
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flush(): void {
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for (const { key, value } of this.pendingWrites) {
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this.data.set(key, value);
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}
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this.pendingWrites = [];
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}
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get(key: string): unknown {
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return this.data.get(key);
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}
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get size(): number {
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return this.data.size;
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}
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get pendingCount(): number {
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return this.pendingWrites.length;
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}
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}
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// ============================================================================
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// Helper Functions
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// ============================================================================
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function generateVector(dim: number): Float32Array {
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const v = new Float32Array(dim);
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for (let i = 0; i < dim; i++) {
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v[i] = Math.random() * 2 - 1;
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}
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return v;
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}
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function generateTestData(count: number): Array<{ key: string; value: object }> {
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return Array.from({ length: count }, (_, i) => ({
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key: `key-${i}`,
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value: {
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id: i,
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name: `Item ${i}`,
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timestamp: Date.now(),
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tags: ['tag1', 'tag2', 'tag3'],
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metadata: { source: 'benchmark', priority: i % 10 },
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},
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}));
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}
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// ============================================================================
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// Benchmark Suite
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// ============================================================================
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export async function runMemoryWriteBenchmarks(): Promise<void> {
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const runner = new BenchmarkRunner('Memory Write');
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console.log('\n--- Memory Write Benchmarks ---\n');
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const store = new SimpleMemoryStore();
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const vectorStore = new VectorStore();
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const wal = new WriteAheadLog();
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const batchedStore = new BatchedMemoryStore();
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// Benchmark 1: Single Key-Value Write
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const singleWriteResult = await runner.run(
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'single-kv-write',
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async () => {
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store.set(`key-${Date.now()}`, { data: 'test value' });
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},
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{ iterations: 10000 }
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);
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console.log(`Single K-V Write: ${formatTime(singleWriteResult.mean)}`);
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const kvTarget = meetsTarget('memory-write', singleWriteResult.mean);
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console.log(` Target (<5ms): ${kvTarget.met ? 'PASS' : 'FAIL'}`);
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// Benchmark 2: Batch Write (100 items)
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const testData = generateTestData(100);
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const batch100Result = await runner.run(
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'batch-write-100',
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async () => {
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for (const { key, value } of testData) {
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store.set(key, value);
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}
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},
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{ iterations: 500 }
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);
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console.log(`Batch Write (100 items): ${formatTime(batch100Result.mean)}`);
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console.log(` Per item: ${formatTime(batch100Result.mean / 100)}`);
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// Benchmark 3: Vector Write
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const vectorWriteResult = await runner.run(
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'vector-write',
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async () => {
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const vector = generateVector(384);
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vectorStore.set(`vec-${Date.now()}`, vector, { source: 'test' });
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},
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{ iterations: 5000 }
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);
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console.log(`Vector Write (384d): ${formatTime(vectorWriteResult.mean)}`);
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// Benchmark 4: Batch Vector Write (100 vectors)
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const batchVectorResult = await runner.run(
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'batch-vector-write-100',
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async () => {
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for (let i = 0; i < 100; i++) {
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const vector = generateVector(384);
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vectorStore.set(`vec-${i}`, vector, { index: i });
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}
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},
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{ iterations: 100 }
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);
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console.log(`Batch Vector Write (100x 384d): ${formatTime(batchVectorResult.mean)}`);
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console.log(` Per vector: ${formatTime(batchVectorResult.mean / 100)}`);
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// Benchmark 5: Write-Ahead Log Append
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const walAppendResult = await runner.run(
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'wal-append',
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async () => {
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wal.append('SET', 'key', { data: 'value' });
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},
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{ iterations: 10000 }
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);
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console.log(`WAL Append: ${formatTime(walAppendResult.mean)}`);
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// Benchmark 6: Batched Store Queue
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const batchedQueueResult = await runner.run(
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'batched-store-queue',
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async () => {
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batchedStore.queue(`key-${Date.now()}`, { data: 'test' });
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},
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{ iterations: 10000 }
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);
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console.log(`Batched Store Queue: ${formatTime(batchedQueueResult.mean)}`);
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// Benchmark 7: Batched Store Flush
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// Queue up items first
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for (let i = 0; i < 100; i++) {
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batchedStore.queue(`flush-key-${i}`, { data: i });
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}
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const batchedFlushResult = await runner.run(
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'batched-store-flush-100',
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async () => {
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// Queue and flush 100 items
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for (let i = 0; i < 100; i++) {
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batchedStore.queue(`key-${i}`, { data: i });
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}
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batchedStore.flush();
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},
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{ iterations: 500 }
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);
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console.log(`Batched Flush (100 items): ${formatTime(batchedFlushResult.mean)}`);
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// Benchmark 8: Object Serialization (JSON)
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const testObject = {
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id: 'test-123',
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name: 'Test Object',
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nested: { level1: { level2: { value: 42 } } },
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array: Array.from({ length: 100 }, (_, i) => i),
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timestamp: new Date().toISOString(),
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};
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const jsonSerializeResult = await runner.run(
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'json-serialize',
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async () => {
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JSON.stringify(testObject);
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},
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{ iterations: 10000 }
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);
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console.log(`JSON Serialize: ${formatTime(jsonSerializeResult.mean)}`);
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// Benchmark 9: Object Cloning (for immutability)
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const cloneResult = await runner.run(
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'object-clone',
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async () => {
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const clone = structuredClone(testObject);
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void clone;
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},
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{ iterations: 5000 }
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);
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console.log(`Object Clone: ${formatTime(cloneResult.mean)}`);
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// Benchmark 10: Concurrent Writes
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const concurrentWriteResult = await runner.run(
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'concurrent-writes-10',
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async () => {
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await Promise.all(
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Array.from({ length: 10 }, (_, i) =>
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Promise.resolve(store.set(`concurrent-${i}`, { index: i }))
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)
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);
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},
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{ iterations: 1000 }
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);
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console.log(`Concurrent Writes (10): ${formatTime(concurrentWriteResult.mean)}`);
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// Benchmark 11: Large Value Write
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const largeValue = {
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data: 'x'.repeat(10000),
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nested: Array.from({ length: 100 }, (_, i) => ({
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id: i,
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content: 'content'.repeat(10),
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})),
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};
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const largeWriteResult = await runner.run(
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'large-value-write',
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async () => {
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store.set('large-key', largeValue);
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},
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{ iterations: 1000 }
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);
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console.log(`Large Value Write (~100KB): ${formatTime(largeWriteResult.mean)}`);
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// Summary
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console.log('\n--- Summary ---');
|
|
console.log(`Single write: ${formatTime(singleWriteResult.mean)}`);
|
|
console.log(`Batched (100): ${formatTime(batch100Result.mean)} (${formatTime(batch100Result.mean / 100)}/item)`);
|
|
console.log(`Vector (384d): ${formatTime(vectorWriteResult.mean)}`);
|
|
console.log(`WAL append: ${formatTime(walAppendResult.mean)}`);
|
|
console.log(`Batch queue: ${formatTime(batchedQueueResult.mean)} (${(batchedQueueResult.opsPerSecond).toFixed(0)} ops/sec)`);
|
|
|
|
// Print full results
|
|
runner.printResults();
|
|
}
|
|
|
|
// ============================================================================
|
|
// Memory Write Optimization Strategies
|
|
// ============================================================================
|
|
|
|
export const memoryWriteOptimizations = {
|
|
/**
|
|
* Write batching: Batch multiple writes together
|
|
*/
|
|
writeBatching: {
|
|
description: 'Batch multiple writes and flush periodically',
|
|
expectedImprovement: '5-10x',
|
|
implementation: `
|
|
class BatchedWriter {
|
|
private batch: Write[] = [];
|
|
private batchSize = 100;
|
|
private flushInterval = 100; // ms
|
|
|
|
write(key: string, value: unknown): void {
|
|
this.batch.push({ key, value });
|
|
if (this.batch.length >= this.batchSize) {
|
|
this.flush();
|
|
}
|
|
}
|
|
|
|
private flush(): void {
|
|
const writes = this.batch;
|
|
this.batch = [];
|
|
for (const { key, value } of writes) {
|
|
this.store.set(key, value);
|
|
}
|
|
}
|
|
}
|
|
`,
|
|
},
|
|
|
|
/**
|
|
* Object pooling: Reuse objects to avoid allocation
|
|
*/
|
|
objectPooling: {
|
|
description: 'Pool and reuse objects to reduce GC pressure',
|
|
expectedImprovement: '20-40%',
|
|
implementation: `
|
|
class ObjectPool<T> {
|
|
private pool: T[] = [];
|
|
|
|
acquire(): T {
|
|
return this.pool.pop() || this.create();
|
|
}
|
|
|
|
release(obj: T): void {
|
|
this.reset(obj);
|
|
this.pool.push(obj);
|
|
}
|
|
}
|
|
`,
|
|
},
|
|
|
|
/**
|
|
* Typed arrays: Use typed arrays for numeric data
|
|
*/
|
|
typedArrays: {
|
|
description: 'Use Float32Array/Int32Array for numeric data',
|
|
expectedImprovement: '2-4x memory, 1.5-2x speed',
|
|
implementation: `
|
|
// Instead of:
|
|
const vector = new Array(384).fill(0);
|
|
|
|
// Use:
|
|
const vector = new Float32Array(384);
|
|
`,
|
|
},
|
|
|
|
/**
|
|
* Write-ahead logging: Append-only for durability
|
|
*/
|
|
walLogging: {
|
|
description: 'Use append-only WAL for crash recovery',
|
|
expectedImprovement: 'Durability with <10% overhead',
|
|
implementation: `
|
|
class WAL {
|
|
private fd: number;
|
|
|
|
async append(entry: LogEntry): Promise<void> {
|
|
const data = Buffer.from(JSON.stringify(entry) + '\\n');
|
|
await fs.write(this.fd, data);
|
|
await fs.fdatasync(this.fd);
|
|
}
|
|
}
|
|
`,
|
|
},
|
|
|
|
/**
|
|
* Copy-on-write: Avoid unnecessary copying
|
|
*/
|
|
copyOnWrite: {
|
|
description: 'Use COW semantics for large objects',
|
|
expectedImprovement: '30-50% for read-heavy workloads',
|
|
implementation: `
|
|
class COWStore {
|
|
private data = new Map<string, { value: unknown; version: number }>();
|
|
|
|
set(key: string, value: unknown): void {
|
|
const existing = this.data.get(key);
|
|
if (existing && deepEqual(existing.value, value)) {
|
|
return; // No change needed
|
|
}
|
|
this.data.set(key, { value, version: (existing?.version ?? 0) + 1 });
|
|
}
|
|
}
|
|
`,
|
|
},
|
|
};
|
|
|
|
// Run if executed directly
|
|
if (import.meta.url === `file://${process.argv[1]}`) {
|
|
runMemoryWriteBenchmarks().catch(console.error);
|
|
}
|
|
|
|
export default runMemoryWriteBenchmarks;
|