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4 changes: 4 additions & 0 deletions .jules/bolt.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,4 @@

## 2024-06-29 - Time-Series O(log n) optimization
**Learning:** Time-series arrays (like OHLCV bars) returned from the `dnsePublic` API are consistently sorted chronologically. In hot paths (like the backtest runner which simulates trading across many intervals), replacing the standard O(n) `.filter(b => b.time <= asOf)` pattern with a custom O(log n) binary search (`findLastBarIndex`) provides massive efficiency gains. It changes a per-turn complexity from O(n^2) to O(log n) and prevents needless array allocations on every interval step.
**Action:** When dealing with historical bars lookup, always verify if the data is chronologically sorted and favor binary search lookups over array filtering or `.findLast()`.
3 changes: 2 additions & 1 deletion package.json
Original file line number Diff line number Diff line change
Expand Up @@ -61,7 +61,8 @@
"ink-text-input": "^6.0.0",
"react": "^18.3.1",
"technicalindicators": "^3.1.0",
"undici": "^6.20.0",
"undici": "^6.27.0",
"ws": "^8.21.0",
"yaml": "^2.6.0",
"zod": "^3.23.8"
},
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29 changes: 16 additions & 13 deletions pnpm-lock.yaml

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14 changes: 9 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: Replace O(n) array filter with O(log n) binary search
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 +313,11 @@ 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 symBars = bars[sym];
if (!symBars || symBars.length === 0) return null;
// ⚡ Bolt: Replace O(n) array filter with O(log n) binary search
const idx = findLastBarIndex(symBars, asOf);
return idx !== -1 ? symBars[idx]!.close : null;
};
broker.setPriceOverride(priceOverride);
cb.onTurnStart?.({ asOf, dateIso });
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30 changes: 29 additions & 1 deletion src/data/sources/dnsePublic.ts
Original file line number Diff line number Diff line change
Expand Up @@ -45,6 +45,30 @@ async function fetchOhlcs(
return (await body.json()) as OhlcvSeries;
}

/**
* ⚡ Bolt: Finds the index of the last bar that occurs at or before `timeSec`.
* O(log n) performance on chronologically sorted bar arrays.
*/
export function findLastBarIndex(bars: Bar[], timeSec: number): number {
let left = 0;
let right = bars.length - 1;
let ans = -1;

while (left <= right) {
const mid = (left + right) >> 1;
const b = bars[mid];
// if the bar exists, its time might be a number
if (b && b.time <= timeSec) {
ans = mid;
left = mid + 1;
} else {
right = mid - 1;
}
}

return ans;
}

export function seriesToBars(s: OhlcvSeries): Bar[] {
const out: Bar[] = [];
for (let i = 0; i < s.t.length; i++) {
Expand All @@ -68,7 +92,11 @@ function clipBars(bars: Bar[]): Bar[] {
asOfClock.getStore()?.asOfSec != null || isAsOfOverridden();
if (!hasOverride) return bars;
const asOf = nowSec();
return bars.filter((b) => b.time <= asOf);

// ⚡ Bolt: Replace O(n) array filter with O(log n) binary search
const idx = findLastBarIndex(bars, asOf);
if (idx === -1) return [];
return bars.slice(0, idx + 1);
}

export async function getStockOhlcv(
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