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

248 lines
8.5 KiB
JavaScript

#!/usr/bin/env node
/**
* Backtest throughput bench — ADR-126 follow-up #48.
*
* Measures bars/second + total runtime + resulting Sharpe ratio for a
* reference backtest scenario:
*
* - 1 symbol (synthetic GBM, seeded)
* - 252 daily bars (one trading year)
* - Strategy: SMA(10) / SMA(50) crossover
* - Position: long-only, full-capital on cross-up, exit on cross-down
*
* Self-contained, no live data, no `npx neural-trader` shell-out. The point
* is to baseline the JS-side compute throughput so we have a regression
* gate for the Phase 4 attribution / Phase 5 explainer changes (both
* touch the per-bar hot loop).
*
* Output:
* - bars/sec
* - total runtime
* - sharpe (annualized, 252 bars/year)
* - max drawdown
* - trade count
*
* Run:
* node plugins/ruflo-neural-trader/benchmarks/backtest-throughput.bench.mjs
*
* Output is markdown so the result can be captured into
* `benchmarks/results/backtest-throughput-baseline-<timestamp>.md`.
*/
const BARS = 252; // one trading year (daily)
const ITERATIONS = 100; // bench reps
const WARMUP = 10; // V8 JIT warmup
const FAST_PERIOD = 10; // SMA-fast window
const SLOW_PERIOD = 50; // SMA-slow window
const SEED = 314159;
const COMMISSION_BPS = 5; // 5 basis points round-trip
// --- Seeded RNG (mulberry32 — matches other benches) --------------------
function mulberry32(seed) {
let state = seed >>> 0;
return function () {
state |= 0;
state = (state + 0x6d2b79f5) | 0;
let t = Math.imul(state ^ (state >>> 15), 1 | state);
t = (t + Math.imul(t ^ (t >>> 7), 61 | t)) ^ t;
return ((t ^ (t >>> 14)) >>> 0) / 4294967296;
};
}
// --- Synthetic GBM bars --------------------------------------------------
// Stable-ish ticker dynamics with a slight upward drift so SMA-cross has
// something to trade. Bars are deterministic across runs.
function makeBars(n, seed) {
const rng = mulberry32(seed);
const bars = new Array(n);
let price = 100;
for (let i = 0; i < n; i++) {
const u1 = Math.max(rng(), 1e-9);
const u2 = rng();
const z = Math.sqrt(-2 * Math.log(u1)) * Math.cos(2 * Math.PI * u2);
const drift = 0.0005;
const vol = 0.015;
const ret = drift + vol * z;
const close = price * Math.exp(ret);
bars[i] = { close, return: ret };
price = close;
}
return bars;
}
// --- SMA cross backtest --------------------------------------------------
function runBacktest(bars) {
const n = bars.length;
let fastSum = 0;
let slowSum = 0;
let position = 0; // 0 = flat, 1 = long
let entryPrice = 0;
const equity = new Array(n).fill(1.0);
const trades = [];
let prevFast = 0;
let prevSlow = 0;
for (let i = 0; i < n; i++) {
const close = bars[i].close;
// Rolling sums
fastSum += close;
slowSum += close;
if (i >= FAST_PERIOD) fastSum -= bars[i - FAST_PERIOD].close;
if (i >= SLOW_PERIOD) slowSum -= bars[i - SLOW_PERIOD].close;
if (i < SLOW_PERIOD) {
equity[i] = i > 0 ? equity[i - 1] : 1.0;
continue;
}
const fastMa = fastSum / FAST_PERIOD;
const slowMa = slowSum / SLOW_PERIOD;
// Mark-to-market the open position first
if (position === 1) {
equity[i] = equity[i - 1] * (close / bars[i - 1].close);
} else {
equity[i] = equity[i - 1];
}
// Cross detection — entries trigger at next bar's open (i+1) but for
// bench purposes we model the fill at this bar's close (the realistic
// skill applies a fill-delay slippage model; here we want raw throughput).
if (i > SLOW_PERIOD) {
const crossUp = prevFast <= prevSlow && fastMa > slowMa;
const crossDown = prevFast >= prevSlow && fastMa < slowMa;
if (crossUp && position === 0) {
position = 1;
entryPrice = close;
// Apply commission as drag on equity
equity[i] *= 1 - COMMISSION_BPS / 1e4;
} else if (crossDown && position === 1) {
position = 0;
trades.push({ entry: entryPrice, exit: close, ret: close / entryPrice - 1 });
entryPrice = 0;
equity[i] *= 1 - COMMISSION_BPS / 1e4;
}
}
prevFast = fastMa;
prevSlow = slowMa;
}
// Force-close any open position at last bar
if (position === 1) {
trades.push({ entry: entryPrice, exit: bars[n - 1].close, ret: bars[n - 1].close / entryPrice - 1 });
}
return { equity, trades };
}
// --- Metrics on equity curve --------------------------------------------
function sharpe(equity) {
// Daily returns from equity
const rets = new Array(equity.length - 1);
for (let i = 1; i < equity.length; i++) {
rets[i - 1] = equity[i] / equity[i - 1] - 1;
}
let sum = 0;
for (let i = 0; i < rets.length; i++) sum += rets[i];
const mean = sum / rets.length;
let sse = 0;
for (let i = 0; i < rets.length; i++) {
const d = rets[i] - mean;
sse += d * d;
}
const std = Math.sqrt(sse / (rets.length - 1));
if (std === 0) return 0;
// Annualize: √252 for daily data
return (mean / std) * Math.sqrt(252);
}
function maxDrawdown(equity) {
let peak = equity[0];
let maxDd = 0;
for (let i = 0; i < equity.length; i++) {
if (equity[i] > peak) peak = equity[i];
const dd = (equity[i] - peak) / peak;
if (dd < maxDd) maxDd = dd;
}
return maxDd;
}
// --- Bench ---------------------------------------------------------------
console.log('# Backtest throughput — bench results');
console.log('');
console.log(`Generated: ${new Date().toISOString()}`);
console.log(`Node: ${process.version}`);
console.log(`Bars: ${BARS} (1y daily)`);
console.log(`Strategy: SMA(${FAST_PERIOD}) / SMA(${SLOW_PERIOD}) crossover`);
console.log(`Commission: ${COMMISSION_BPS} bps round-trip`);
console.log(`Iterations: ${ITERATIONS} (warmup: ${WARMUP})`);
console.log(`Seed: ${SEED}`);
console.log('');
const bars = makeBars(BARS, SEED);
// Warmup
for (let i = 0; i < WARMUP; i++) runBacktest(bars);
// Timed
const ms = new Array(ITERATIONS);
let lastResult;
for (let i = 0; i < ITERATIONS; i++) {
const t0 = performance.now();
lastResult = runBacktest(bars);
ms[i] = performance.now() - t0;
}
ms.sort((a, b) => a - b);
const avgMs = ms.reduce((s, x) => s + x, 0) / ms.length;
const p50Ms = ms[Math.floor(ms.length / 2)];
const p95Ms = ms[Math.floor(ms.length * 0.95)];
const p99Ms = ms[Math.floor(ms.length * 0.99)];
const barsPerSec = (BARS / (avgMs / 1000));
// Strategy metrics
const sh = sharpe(lastResult.equity);
const dd = maxDrawdown(lastResult.equity);
const finalEq = lastResult.equity[lastResult.equity.length - 1];
console.log('## Throughput');
console.log('');
console.log('| Metric | Value |');
console.log('|-------------------|---------------|');
console.log(`| Avg runtime | ${avgMs.toFixed(4)} ms |`);
console.log(`| p50 runtime | ${p50Ms.toFixed(4)} ms |`);
console.log(`| p95 runtime | ${p95Ms.toFixed(4)} ms |`);
console.log(`| p99 runtime | ${p99Ms.toFixed(4)} ms |`);
console.log(`| Bars/sec | ${barsPerSec.toFixed(0)} |`);
console.log('');
console.log('## Strategy metrics (last iteration)');
console.log('');
console.log('| Metric | Value |');
console.log('|-------------------|---------------|');
console.log(`| Final equity | ${finalEq.toFixed(4)} (vs 1.000 start) |`);
console.log(`| Sharpe (ann.) | ${sh.toFixed(3)} |`);
console.log(`| Max drawdown | ${(dd * 100).toFixed(2)}% |`);
console.log(`| Trade count | ${lastResult.trades.length} |`);
console.log('');
console.log('## Acceptance');
console.log('');
console.log(`- Avg runtime: **${avgMs.toFixed(4)} ms** (target: <10 ms — ${avgMs < 10 ? 'PASS' : 'FAIL'})`);
console.log(`- Throughput: **${barsPerSec.toFixed(0)} bars/sec** (target: >25,000 bars/sec — ${barsPerSec > 25000 ? 'PASS' : 'FAIL'})`);
console.log('');
console.log('## Notes');
console.log('');
console.log('- The reference scenario is deliberately small (1y / 1 symbol /');
console.log(' 1 strategy) so the bench measures the per-bar compute kernel,');
console.log(' not memory pressure or GC behavior. Walk-forward and');
console.log(' Monte-Carlo variants are upstream `npx neural-trader` features');
console.log(' and are NOT modeled here.');
console.log('- Commissions are applied as equity drag at fill time (5 bps');
console.log(' round-trip is the SOTA mid-cap-ETF default the skill uses).');
console.log('');
console.log('## Refs');
console.log('');
console.log('- ADR-126 §SOTA delta — bench-driven perf work');
console.log('- `plugins/ruflo-neural-trader/skills/trader-backtest/SKILL.md` — production backtest path');