168 lines
4.3 KiB
TypeScript
168 lines
4.3 KiB
TypeScript
import fs from "node:fs/promises";
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import path from "node:path";
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export type TemporalDecayConfig = {
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enabled: boolean;
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halfLifeDays: number;
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};
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export const DEFAULT_TEMPORAL_DECAY_CONFIG: TemporalDecayConfig = {
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enabled: false,
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halfLifeDays: 30,
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};
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const DAY_MS = 24 * 60 * 60 * 1000;
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const DATED_MEMORY_PATH_RE = /(?:^|\/)memory\/(\d{4})-(\d{2})-(\d{2})\.md$/;
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export function toDecayLambda(halfLifeDays: number): number {
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if (!Number.isFinite(halfLifeDays) || halfLifeDays <= 0) {
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return 0;
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}
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return Math.LN2 / halfLifeDays;
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}
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export function calculateTemporalDecayMultiplier(params: {
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ageInDays: number;
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halfLifeDays: number;
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}): number {
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const lambda = toDecayLambda(params.halfLifeDays);
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const clampedAge = Math.max(0, params.ageInDays);
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if (lambda <= 0 || !Number.isFinite(clampedAge)) {
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return 1;
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}
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return Math.exp(-lambda * clampedAge);
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}
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export function applyTemporalDecayToScore(params: {
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score: number;
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ageInDays: number;
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halfLifeDays: number;
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}): number {
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return params.score * calculateTemporalDecayMultiplier(params);
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}
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function parseMemoryDateFromPath(filePath: string): Date | null {
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const normalized = filePath.replaceAll("\\", "/").replace(/^\.\//, "");
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const match = DATED_MEMORY_PATH_RE.exec(normalized);
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if (!match) {
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return null;
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}
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const year = Number(match[1]);
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const month = Number(match[2]);
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const day = Number(match[3]);
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if (!Number.isInteger(year) || !Number.isInteger(month) || !Number.isInteger(day)) {
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return null;
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}
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const timestamp = Date.UTC(year, month - 1, day);
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const parsed = new Date(timestamp);
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if (
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parsed.getUTCFullYear() !== year ||
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parsed.getUTCMonth() !== month - 1 ||
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parsed.getUTCDate() !== day
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) {
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return null;
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}
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return parsed;
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}
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function isEvergreenMemoryPath(filePath: string): boolean {
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const normalized = filePath.replaceAll("\\", "/").replace(/^\.\//, "");
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if (normalized === "MEMORY.md" || normalized === "memory.md") {
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return true;
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}
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if (!normalized.startsWith("memory/")) {
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return false;
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}
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return !DATED_MEMORY_PATH_RE.test(normalized);
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}
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async function extractTimestamp(params: {
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filePath: string;
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source?: string;
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workspaceDir?: string;
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}): Promise<Date | null> {
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const fromPath = parseMemoryDateFromPath(params.filePath);
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if (fromPath) {
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return fromPath;
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}
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// Memory root/topic files are evergreen knowledge and should not decay.
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if (params.source === "memory" && isEvergreenMemoryPath(params.filePath)) {
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return null;
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}
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if (!params.workspaceDir) {
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return null;
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}
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const absolutePath = path.isAbsolute(params.filePath)
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? params.filePath
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: path.resolve(params.workspaceDir, params.filePath);
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try {
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const stat = await fs.stat(absolutePath);
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if (!Number.isFinite(stat.mtimeMs)) {
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return null;
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}
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return new Date(stat.mtimeMs);
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} catch {
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return null;
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}
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}
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function ageInDaysFromTimestamp(timestamp: Date, nowMs: number): number {
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const ageMs = Math.max(0, nowMs - timestamp.getTime());
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return ageMs / DAY_MS;
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}
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export async function applyTemporalDecayToHybridResults<
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T extends { path: string; score: number; source: string },
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>(params: {
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results: T[];
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temporalDecay?: Partial<TemporalDecayConfig>;
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workspaceDir?: string;
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nowMs?: number;
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}): Promise<T[]> {
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const config = { ...DEFAULT_TEMPORAL_DECAY_CONFIG, ...params.temporalDecay };
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if (!config.enabled) {
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return [...params.results];
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}
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const nowMs = params.nowMs ?? Date.now();
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const timestampPromiseCache = new Map<string, Promise<Date | null>>();
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return Promise.all(
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params.results.map(async (entry) => {
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const cacheKey = `${entry.source}:${entry.path}`;
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let timestampPromise = timestampPromiseCache.get(cacheKey);
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if (!timestampPromise) {
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timestampPromise = extractTimestamp({
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filePath: entry.path,
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source: entry.source,
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workspaceDir: params.workspaceDir,
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});
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timestampPromiseCache.set(cacheKey, timestampPromise);
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}
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const timestamp = await timestampPromise;
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if (!timestamp) {
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return entry;
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}
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const decayedScore = applyTemporalDecayToScore({
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score: entry.score,
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ageInDays: ageInDaysFromTimestamp(timestamp, nowMs),
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halfLifeDays: config.halfLifeDays,
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});
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return {
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...entry,
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score: decayedScore,
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};
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}),
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);
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}
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