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162 lines
8.1 KiB
TypeScript
162 lines
8.1 KiB
TypeScript
/**
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* Stateful flywheel — the autonomy loop (ADR-176 A-P3b). Proves the daemon path
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* COMPOUNDS across ticks (winner→next baseline via persisted lineage), is
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* shadow-first (serve lags promotion by one tick), and surfaces status. Deps
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* injected → deterministic, no ONNX.
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*/
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import { describe, it, expect } from 'vitest';
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import { mkdtempSync } from 'node:fs';
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import { join } from 'node:path';
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import { tmpdir } from 'node:os';
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import {
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runFlywheelGeneration, checkServedChampionDrift, flywheelStatus, loadPromotions, currentChampion, servedChampion,
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axisEffectiveness, biasedGrid,
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type GenerationDeps, type AnchorTask,
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} from '../src/services/harness-flywheel-generations.js';
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import type { RankedItem } from '../src/services/harness-flywheel.js';
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// 60 docs; each body carries its own id token 3× so the harvested query recovers it.
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const patterns = Array.from({ length: 60 }, (_, i) => {
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const id = `p${String(i).padStart(2, '0')}`;
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return { id, name: `feature ${i}`, content: `${id} ${id} ${id} alpha beta gamma delta epsilon widget subsystem` };
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});
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const anchor: AnchorTask[] = [{ id: 'anchor-0', q: 'anchor find zero', labels: ['feature 0'] }];
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// Stub: self-retrieval rank of the target improves in TWO steps as alpha falls
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// (0.5→rank3, ~0.3→rank1, ~0.2→rank0) → two successive improvements possible.
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// Anchor ranking is config-independent → human relevance flat → redblue PASS.
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function makeDeps(now: number, applyLog?: string[]): GenerationDeps {
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return {
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getPatterns: () => patterns,
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search: (q, cfg) => {
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const m = q.match(/p\d+/);
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const ids: RankedItem[] = patterns.map((p) => ({ id: p.id, name: p.name }));
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if (m) {
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const idx = ids.findIndex((x) => x.id === m[0]);
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const to = cfg.alpha <= 0.25 ? 0 : cfg.alpha <= 0.45 ? 1 : 3;
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const [item] = ids.splice(idx, 1); ids.splice(to, 0, item);
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return ids.slice(0, 5);
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}
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return ids.slice(0, 5); // anchor: fixed → 'feature 0' at rank 0 → constant nDCG
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},
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anchorTasks: anchor,
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sample: 120,
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now,
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applyFn: (cfg, hash) => { applyLog?.push(hash); },
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};
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}
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describe('runFlywheelGeneration — compounding autonomy loop', () => {
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it('compounds across ticks and is shadow-first (serve lags promotion by one tick)', async () => {
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const root = mkdtempSync(join(tmpdir(), 'fwg-'));
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const applied: string[] = [];
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// tick 0: first generation off the DEFAULT baseline → promotes; NOT served yet (shadow).
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const g0 = await runFlywheelGeneration(root, makeDeps(1000, applied));
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expect(g0.ran).toBe(true);
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expect(g0.promoted).toBe(true);
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expect(g0.generation).toBe(0);
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expect(g0.anchorRegressed).toBe(false); // human relevance preserved
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expect(loadPromotions(root).length).toBe(1);
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expect(servedChampion(root).championHash).toBeNull(); // shadow — nothing served yet
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expect(applied.length).toBe(0);
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// tick 1: serves gen-0 champion FIRST (1-tick shadow delay), then compounds → gen-1.
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const g1 = await runFlywheelGeneration(root, makeDeps(2000, applied));
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const promos = loadPromotions(root);
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expect(servedChampion(root).championHash).toBe(promos[0].candidateManifestHash); // gen-0 now served
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expect(applied[0]).toBe(promos[0].candidateManifestHash);
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expect(g1.promoted).toBe(true);
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expect(g1.generation).toBe(1);
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// compounding: gen-1's baseline is gen-0's promoted candidate.
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expect(promos[1].baselineManifestHash).toBe(promos[0].candidateManifestHash);
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expect(promos[1].deltas.benchmark).toBeGreaterThan(0);
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});
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it('surfaces an auditable status: intact replayable lineage + telemetry', async () => {
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const root = mkdtempSync(join(tmpdir(), 'fwg-'));
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await runFlywheelGeneration(root, makeDeps(1000));
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await runFlywheelGeneration(root, makeDeps(2000));
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await runFlywheelGeneration(root, makeDeps(3000)); // likely a refusal (ceiling) — still recorded
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const s = flywheelStatus(root);
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expect(s.generations).toBeGreaterThanOrEqual(2);
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expect(s.lineage.promotions).toBe(s.generations);
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expect(s.lineage.lineageIntact).toBe(true); // chains back to the immutable root
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expect(s.lineage.allReplayable).toBe(true); // every bundle re-runs accept/v1+sig
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expect(s.attempts).toBeGreaterThanOrEqual(s.generations); // refusals recorded too
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expect(s.mutation[0].mutationClass).toMatch(/retrieval/);
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expect(s.champion.hash).toBe(currentChampion(root).hash);
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});
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it('meta-learning: attributes payoff to the axis that moved and biases the search toward it', async () => {
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const root = mkdtempSync(join(tmpdir(), 'fwg-'));
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await runFlywheelGeneration(root, makeDeps(1000)); // gen 0 moves alpha (the only axis that helps)
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const promos = loadPromotions(root);
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expect(promos.length).toBeGreaterThanOrEqual(1);
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const eff = axisEffectiveness(promos);
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expect(eff[0].axis).toBe('alpha'); // alpha ranked top by measured Δ
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expect(eff[0].meanDelta).toBeGreaterThan(0);
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// the biased grid explores the productive axis (alpha) at a wider range than
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// an unproductive one, and includes joint moves only among productive axes.
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const champ = currentChampion(root).config as { alpha: number; subjectWeight: number };
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const grid = biasedGrid(champ as never, eff);
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const alphaVariants = new Set(grid.map((g) => g.alpha)).size;
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const bwVariants = new Set(grid.map((g) => g.bodyWeight)).size; // unproductive here
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expect(alphaVariants).toBeGreaterThan(bwVariants); // compute concentrated on the paying axis
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});
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it('deployment canary: rolls back a served champion that has DRIFTED on the current store', async () => {
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const root = mkdtempSync(join(tmpdir(), 'fwg-'));
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await runFlywheelGeneration(root, makeDeps(1000)); // gen 0 promoted (low-alpha champion)
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await runFlywheelGeneration(root, makeDeps(2000)); // serves gen 0
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expect(servedChampion(root).championHash).not.toBeNull();
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// stable: on the SAME store the served champion still beats its predecessor.
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const stable = await checkServedChampionDrift(root, makeDeps(3000));
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expect(stable.checked).toBe(true);
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expect(stable.rolledBack).toBe(false);
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// DRIFT: the store's signal flips (now HIGHER alpha wins) → the served
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// low-alpha champion underperforms its predecessor → auto rollback.
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const drifted = await checkServedChampionDrift(root, {
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...makeDeps(4000),
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search: (q, cfg) => {
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const m = q.match(/p\d+/);
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const ids = patterns.map((p) => ({ id: p.id, name: p.name }));
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if (m) { const i = ids.findIndex((x) => x.id === m[0]); const to = cfg.alpha >= 0.45 ? 0 : 3; const [it] = ids.splice(i, 1); ids.splice(to, 0, it); return ids.slice(0, 5); }
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return ids.slice(0, 5);
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},
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});
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expect(drifted.checked).toBe(true);
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expect(drifted.rolledBack).toBe(true);
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expect(servedChampion(root).championHash).toBeNull(); // reverted
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});
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it('records a per-generation human-relevance delta and exposes the overfitting signal', async () => {
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const root = mkdtempSync(join(tmpdir(), 'fwg-'));
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await runFlywheelGeneration(root, { ...makeDeps(1000), humanEvalHash: 'sha256:frozen-test' });
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const promos = loadPromotions(root);
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expect(promos.length).toBeGreaterThanOrEqual(1);
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// the human-relevance delta is recorded on every promotion (against the frozen set)
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expect(promos[0].deltas.humanRelevance).toBeDefined();
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expect(promos[0].humanEvalHash).toBe('sha256:frozen-test');
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const s = flywheelStatus(root);
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expect(s.cumulativeBenchmarkDelta).toBeGreaterThan(0); // proxy (self-retrieval) improved
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// stub's anchor is config-independent → human relevance flat → the overfitting
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// signal is now VISIBLE (proxy up, human ~0), not hidden.
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expect(Math.abs(s.cumulativeHumanRelevanceDelta)).toBeLessThan(0.01);
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expect(s.humanEvalHash).toBe('sha256:frozen-test');
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});
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it('no-op (never throws) on a store too small to harvest', async () => {
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const root = mkdtempSync(join(tmpdir(), 'fwg-'));
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const r = await runFlywheelGeneration(root, { ...makeDeps(1), getPatterns: () => patterns.slice(0, 5) });
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expect(r.ran).toBe(false);
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expect(r.reason).toMatch(/too small/);
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});
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});
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