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