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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 @@
## 2024-07-02 - Binary Search for Time-Series Optimization
**Learning:** Chronologically sorted time-series market data (like `Bar[]` arrays) in the application hot-paths (e.g., within `backtestRunner.ts`) were being queried using `O(n)` `.filter()` methods. This not only scaled linearly in runtime but crucially forced new array allocations inside nested loops during backtesting simulations.
**Action:** Always prefer `O(log n)` binary searches when retrieving state from chronologically sorted financial data structures. Use the `findLastBarIndex` utility added to `dnsePublic.ts` for index lookups instead of allocating new arrays via `.filter()`.
6 changes: 3 additions & 3 deletions package.json
Original file line number Diff line number Diff line change
Expand Up @@ -55,13 +55,13 @@
"dependencies": {
"@anthropic-ai/claude-agent-sdk": "^0.1.0",
"better-sqlite3": "^11.5.0",
"cheerio": "^1.0.0",
"ink": "^5.0.1",
"cheerio": "^1.2.0",
"ink": "^5.2.1",
"ink-spinner": "^5.0.0",
"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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30 changes: 15 additions & 15 deletions pnpm-lock.yaml

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12 changes: 7 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, type Bar, findLastBarIndex } 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 +298,8 @@ 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;
const idx = findLastBarIndex(vnindex, asOf);
return idx >= 0 ? 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 +312,10 @@ 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 symBars = bars[sym];
if (!symBars || symBars.length === 0) return null;
const idx = findLastBarIndex(symBars, asOf);
return idx >= 0 ? symBars[idx]!.close : null;
};
broker.setPriceOverride(priceOverride);
cb.onTurnStart?.({ asOf, dateIso });
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21 changes: 20 additions & 1 deletion src/data/sources/dnsePublic.ts
Original file line number Diff line number Diff line change
Expand Up @@ -61,14 +61,33 @@ export function seriesToBars(s: OhlcvSeries): Bar[] {
return out;
}

export function findLastBarIndex(bars: Bar[], maxTime: number): number {
let left = 0;
let right = bars.length - 1;
let ans = -1;
while (left <= right) {
const mid = Math.floor((left + right) / 2);
if (bars[mid]!.time <= maxTime) {
ans = mid;
left = mid + 1;
} else {
right = 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 β€” 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 [];
if (idx === bars.length - 1) return bars;
return bars.slice(0, idx + 1);
}

export async function getStockOhlcv(
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