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3 changes: 3 additions & 0 deletions .jules/bolt.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,3 @@
## 2024-06-23 - O(N) Array filtering anti-pattern for chronological time-series data
**Learning:** Found a major performance bottleneck where O(N) `array.filter()` was being used to find the latest prices in a chronologically sorted time-series array of `Bars`, specifically within inner loops of `backtestRunner.ts`. When evaluating backtest intervals, this caused the app to needlessly iterate through all prior historical bars and create new sub-arrays on every single interval tick.
**Action:** Always utilize O(log N) binary search (like `findLastBarIndex`) for time-based lookups on chronological arrays instead of creating new filtered arrays with O(N) operations.
2 changes: 1 addition & 1 deletion package.json
Original file line number Diff line number Diff line change
Expand Up @@ -61,7 +61,7 @@
"ink-text-input": "^6.0.0",
"react": "^18.3.1",
"technicalindicators": "^3.1.0",
"undici": "^6.20.0",
"undici": "^6.27.0",
"yaml": "^2.6.0",
"zod": "^3.23.8"
},
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26 changes: 13 additions & 13 deletions pnpm-lock.yaml

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13 changes: 8 additions & 5 deletions src/agent/backtestRunner.ts
Original file line number Diff line number Diff line change
Expand Up @@ -2,7 +2,7 @@ import { randomUUID } from "node:crypto";
import { loadConfig } from "../config/loader.js";
import { getDb } from "../storage/db.js";
import { getBacktestBroker } from "../broker/index.js";
import { getStockOhlcv, getIndexOhlcv, type Bar } from "../data/sources/dnsePublic.js";
import { getStockOhlcv, getIndexOhlcv, findLastBarIndex, type Bar } from "../data/sources/dnsePublic.js";
import { DISCOVERY_UNIVERSE, discoverTickers } from "../tools/discover.js";
import { setActiveAsOf } from "./clock.js";
import { runTeamAnalysis } from "./team/index.js";
Expand Down Expand Up @@ -298,8 +298,9 @@ export async function runBacktestSession(
);

const vnindexAt = (asOf: number): number | null => {
const series = vnindex.filter((b) => b.time <= asOf);
return series.length ? series[series.length - 1]!.close : null;
// ⚡ Bolt: Use O(log N) binary search instead of O(N) .filter for faster lookups
const idx = findLastBarIndex(vnindex, asOf);
return idx !== -1 ? vnindex[idx]!.close : null;
};
const vnindexBaseline = vnindexAt(intervalTurns[0]!);
if (vnindexBaseline == null) throw new Error(`no VNINDEX data at first ${interval.label} turn`);
Expand All @@ -312,8 +313,10 @@ export async function runBacktestSession(
throwIfAborted(cb.signal);
const dateIso = ictLabel(asOf);
const priceOverride = (sym: string): number | null => {
const series = bars[sym]?.filter((b) => b.time <= asOf) ?? [];
return series.length ? series[series.length - 1]!.close : null;
const series = bars[sym] ?? [];
// ⚡ Bolt: Use O(log N) binary search instead of O(N) .filter for faster lookups
const idx = findLastBarIndex(series, asOf);
return idx !== -1 ? series[idx]!.close : null;
};
broker.setPriceOverride(priceOverride);
cb.onTurnStart?.({ asOf, dateIso });
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20 changes: 19 additions & 1 deletion src/data/sources/dnsePublic.ts
Original file line number Diff line number Diff line change
Expand Up @@ -61,14 +61,32 @@ export function seriesToBars(s: OhlcvSeries): Bar[] {
return out;
}

export function findLastBarIndex(bars: Bar[], timeSec: number): number {
let low = 0;
let high = bars.length - 1;
let ans = -1;
while (low <= high) {
const mid = Math.floor((low + high) / 2);
if (bars[mid]!.time <= timeSec) {
ans = mid;
low = mid + 1;
} else {
high = mid - 1;
}
}
return ans;
}

function clipBars(bars: Bar[]): Bar[] {
// Clip when an as-of clock is active (ALS or module override). When neither
// is set, fall through unchanged — DNSE only returns historical data anyway.
const hasOverride =
asOfClock.getStore()?.asOfSec != null || isAsOfOverridden();
if (!hasOverride) return bars;
const asOf = nowSec();
return bars.filter((b) => b.time <= asOf);
const idx = findLastBarIndex(bars, asOf);
if (idx === -1) return [];
return bars.slice(0, idx + 1);
}

export async function getStockOhlcv(
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