diff --git a/.jules/bolt.md b/.jules/bolt.md new file mode 100644 index 0000000..21e6962 --- /dev/null +++ b/.jules/bolt.md @@ -0,0 +1,3 @@ +## 2024-10-24 - [O(n^2) Bottleneck in Backtester Lookup] +**Learning:** In backtesting loops, slicing/filtering time-series arrays using `.filter(b => b.time <= asOf)` on every single tick introduces an $O(N^2)$ execution time bottleneck, especially as the number of data points and ticks grows. Re-allocating arrays per tick is heavily detrimental. +**Action:** Always prefer $O(\log N)$ binary search lookups like `findLastBarIndex` when searching within chronologically sorted market data arrays, avoiding unnecessary object allocation. diff --git a/package.json b/package.json index dd2a5c4..40b354a 100644 --- a/package.json +++ b/package.json @@ -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" }, diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml index 8e3f135..40866f4 100644 --- a/pnpm-lock.yaml +++ b/pnpm-lock.yaml @@ -33,8 +33,11 @@ importers: specifier: ^3.1.0 version: 3.1.0 undici: - specifier: ^6.20.0 - version: 6.25.0 + specifier: ^6.27.0 + version: 6.27.0 + ws: + specifier: ^8.21.0 + version: 8.21.0 yaml: specifier: ^2.6.0 version: 2.8.3 @@ -1516,12 +1519,12 @@ packages: undici-types@6.21.0: resolution: {integrity: sha512-iwDZqg0QAGrg9Rav5H4n0M64c3mkR59cJ6wQp+7C4nI0gsmExaedaYLNO44eT4AtBBwjbTiGPMlt2Md0T9H9JQ==} - undici@6.25.0: - resolution: {integrity: sha512-ZgpWDC5gmNiuY9CnLVXEH8rl50xhRCuLNA97fAUnKi8RRuV4E6KG31pDTsLVUKnohJE0I3XDrTeEydAXRw47xg==} + undici@6.27.0: + resolution: {integrity: sha512-YmfV3YnEDzXRC5lZ2jWtWWHKGUm1zIt8AhesR1tens+HTNv+YZlN/dp6G727LOvMJ8xjP9Be7Y2Sdr96LDm+pg==} engines: {node: '>=18.17'} - undici@7.25.0: - resolution: {integrity: sha512-xXnp4kTyor2Zq+J1FfPI6Eq3ew5h6Vl0F/8d9XU5zZQf1tX9s2Su1/3PiMmUANFULpmksxkClamIZcaUqryHsQ==} + undici@7.28.0: + resolution: {integrity: sha512-cRZYrTDwWznlnRiPjggAGxZXanty6M8RV1ff8Wm4LWXBp7/IG8v5DnOm74DtUBp9OONpK75YlPnIjQqX0dBDtA==} engines: {node: '>=20.18.1'} universalify@0.1.2: @@ -1622,8 +1625,8 @@ packages: wrappy@1.0.2: resolution: {integrity: sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==} - ws@8.20.0: - resolution: {integrity: sha512-sAt8BhgNbzCtgGbt2OxmpuryO63ZoDk/sqaB/znQm94T4fCEsy/yV+7CdC1kJhOU9lboAEU7R3kquuycDoibVA==} + ws@8.21.0: + resolution: {integrity: sha512-Vsp28b7DRcimFQvrqu2Wek3z1iYxDCWqHYB8Qsnk/S4RfaCQzPGPyBNuVjJV3cd6UiKtUtp6sNM77gWvzcCH+g==} engines: {node: '>=10.0.0'} peerDependencies: bufferutil: ^4.0.1 @@ -2281,7 +2284,7 @@ snapshots: parse5: 7.3.0 parse5-htmlparser2-tree-adapter: 7.1.0 parse5-parser-stream: 7.1.2 - undici: 7.25.0 + undici: 7.28.0 whatwg-mimetype: 4.0.0 chownr@1.1.4: {} @@ -2590,7 +2593,7 @@ snapshots: type-fest: 4.41.0 widest-line: 5.0.0 wrap-ansi: 9.0.2 - ws: 8.20.0 + ws: 8.21.0 yoga-layout: 3.2.1 optionalDependencies: '@types/react': 18.3.28 @@ -2986,9 +2989,9 @@ snapshots: undici-types@6.21.0: {} - undici@6.25.0: {} + undici@6.27.0: {} - undici@7.25.0: {} + undici@7.28.0: {} universalify@0.1.2: {} @@ -3083,7 +3086,7 @@ snapshots: wrappy@1.0.2: {} - ws@8.20.0: {} + ws@8.21.0: {} yaml@2.8.3: {} diff --git a/src/agent/backtestRunner.ts b/src/agent/backtestRunner.ts index e91de2c..9fe6d30 100644 --- a/src/agent/backtestRunner.ts +++ b/src/agent/backtestRunner.ts @@ -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"; @@ -298,8 +298,10 @@ 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 optimization: O(log N) binary search for the latest bar + // Replaces O(N) .filter() array allocation per tick + const idx = findLastBarIndex(vnindex, asOf); + return idx === -1 ? null : vnindex[idx]!.close; }; const vnindexBaseline = vnindexAt(intervalTurns[0]!); if (vnindexBaseline == null) throw new Error(`no VNINDEX data at first ${interval.label} turn`); @@ -312,8 +314,12 @@ 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 optimization: O(log N) binary search instead of O(N) .filter() scan + // This resolves an O(N^2) total execution time bottleneck over long backtests + const idx = findLastBarIndex(symBars, asOf); + return idx === -1 ? null : symBars[idx]!.close; }; broker.setPriceOverride(priceOverride); cb.onTurnStart?.({ asOf, dateIso }); diff --git a/src/data/sources/dnsePublic.ts b/src/data/sources/dnsePublic.ts index 151733c..ef4544f 100644 --- a/src/data/sources/dnsePublic.ts +++ b/src/data/sources/dnsePublic.ts @@ -24,6 +24,22 @@ export interface Bar { volume: number; } +export function findLastBarIndex(bars: Bar[], targetTime: 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 <= targetTime) { + ans = mid; + low = mid + 1; + } else { + high = mid - 1; + } + } + return ans; +} + async function fetchOhlcs( kind: "stock" | "index", symbol: string, @@ -68,7 +84,10 @@ function clipBars(bars: Bar[]): Bar[] { asOfClock.getStore()?.asOfSec != null || isAsOfOverridden(); if (!hasOverride) return bars; const asOf = nowSec(); - return bars.filter((b) => b.time <= asOf); + if (bars.length === 0) return bars; + const idx = findLastBarIndex(bars, asOf); + if (idx === -1) return []; + return bars.slice(0, idx + 1); } export async function getStockOhlcv(