feat: benchmark runner and report
Co-Authored-By: Claude Sonnet 5.5 <[email protected]>
This commit is contained in:
Lucas Winther
co-authored by
Claude Sonnet 5.5
Claude Sonnet 5.5
parent
4c89f0d664
commit
42d88a2401
+12
-1
@@ -1,3 +1,4 @@
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import { runBench } from "./runner.ts";
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import { buildSong } from "./dataset.ts";
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import type { TierId } from "../gen/tiers.ts";
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import { TIERS } from "../gen/tiers.ts";
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@@ -36,8 +37,18 @@ async function main() {
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}
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break;
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}
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case "run": {
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const tiers = arg(rest, "tiers", "t1a,t1b,t1c,t1d").split(",") as TierId[];
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for (const t of tiers) if (!Object.hasOwn(TIERS, t)) throw new Error(`unknown tier: ${t}`);
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const seeds = parseSeeds(arg(rest, "seeds", "1-5"));
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const modes = arg(rest, "modes", "full,oracle-stems,oracle-tempo,oracle-notes").split(",");
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const runId = arg(rest, "run-id", new Date().toISOString().replace(/[:.]/g, "-"));
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await runBench({ tiers, seeds, modes, runId, root: arg(rest, "root", "data"), out: arg(rest, "out", "runs") });
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console.log(`results/${runId}.md`);
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break;
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}
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default:
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console.error("usage: bun run bench gen [--tiers t1a,t1b] [--seeds 1-5] [--root data]");
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console.error("usage: bun run bench gen [--tiers t1a,t1b] [--seeds 1-5] [--root data]\n bun run bench run [--tiers ..] [--seeds ..] [--modes full,oracle-stems,oracle-tempo,oracle-notes] [--run-id id] [--root data] [--out runs]");
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process.exit(1);
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}
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}
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@@ -0,0 +1,93 @@
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// Markdown tier report. Pure: no I/O.
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import type { TierId } from "../gen/tiers.ts";
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import type { OracleFlags, SongScore } from "../eval/score.ts";
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export interface BenchResult { tier: TierId; seed: number; mode: string; score: SongScore; seconds: number }
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export interface BenchRun {
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runId: string;
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date: string;
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modes: { name: string; flags: OracleFlags }[];
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results: BenchResult[];
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meta?: { machine?: string; models?: Record<string, string>; soundFont?: string };
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}
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const PASS_F1 = 0.85;
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const NA = "n/a";
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export function median(xs: (number | null | undefined)[]): number | null {
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const v = xs.filter((x): x is number => x != null && !Number.isNaN(x)).sort((a, b) => a - b);
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if (!v.length) return null;
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const m = v.length >> 1;
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return v.length % 2 ? v[m]! : (v[m - 1]! + v[m]!) / 2;
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}
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const fmt = (x: number | null | undefined, d = 2) => (x == null ? NA : x.toFixed(d));
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/** "median (min–max)" over non-null values; n/a when all null. */
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function stat(xs: (number | null | undefined)[], d = 2): string {
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const v = xs.filter((x): x is number => x != null && !Number.isNaN(x));
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if (!v.length) return NA;
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return `${fmt(median(v), d)} (${fmt(Math.min(...v), d)}–${fmt(Math.max(...v), d)})`;
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}
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type Col = { head: string; get: (s: SongScore) => number | null; d?: number };
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const drum = (c: "kick" | "snare" | "hihat") => (s: SongScore) => s.drumsPerClass?.[c].f1 ?? null;
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const COLS: Col[] = [
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{ head: "Guitar merged F1", get: (s) => s.guitarMerged.f1 },
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{ head: "Guitar octave errors", get: (s) => s.guitarMerged.octaveErrors, d: 0 },
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{ head: "Spurious rate", get: (s) => s.spuriousRate },
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{ head: "Part-split F1 (t1d)", get: (s) => s.partSplit?.f1 ?? null },
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{ head: "Vocals F1", get: (s) => s.perRole.vocals?.f1 ?? null },
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{ head: "Bass F1", get: (s) => s.perRole.bass?.f1 ?? null },
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{ head: "Drums kick F1", get: drum("kick") },
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{ head: "Drums snare F1", get: drum("snare") },
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{ head: "Drums hihat F1", get: drum("hihat") },
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{ head: "Keys F1", get: (s) => s.perRole.keys?.f1 ?? null },
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{ head: "Rhythm onBeat", get: (s) => s.rhythm?.onBeat ?? null },
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{ head: "Rhythm durationOk", get: (s) => s.rhythm?.durationOk ?? null },
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{ head: "Tempo factor", get: (s) => s.rhythm?.factor ?? null },
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{ head: "Beat offset", get: (s) => s.rhythm?.beatOffset ?? null, d: 0 },
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{ head: "String agreement", get: (s) => s.stringAgreement },
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];
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const row = (cells: string[]) => `| ${cells.join(" | ")} |`;
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const table = (head: string[], rows: string[][]) =>
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[row(head), row(head.map(() => "---")), ...rows.map(row)].join("\n");
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export function renderReport(run: BenchRun): string {
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const out: string[] = [];
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out.push(`# STSheets benchmark report: ${run.runId}`, "");
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out.push(`- Run id: ${run.runId}`, `- Date: ${run.date}`);
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out.push(`- Machine: ${run.meta?.machine ?? NA}`);
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const models = Object.entries(run.meta?.models ?? {});
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out.push(`- Models (sha256): ${models.length ? models.map(([k, v]) => `${k} ${v}`).join("; ") : NA}`);
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out.push(`- SoundFont: ${run.meta?.soundFont ?? "alphaTab bundled sonivox.sf2 (Apache-2.0)"}`);
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out.push(`- Modes: ${run.modes.map((m) => `${m.name} (stems=${m.flags.oracleStems}, tempo=${m.flags.oracleTempo}, notes=${m.flags.oracleNotes})`).join("; ")}`);
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out.push("", "> Caveats: vocals are rendered with a GM \"Voice Oohs\" patch, not real singing, so separation/transcription numbers for vocals are indicative only. " +
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"Drums use a heuristic baseline transcriber. The SONiVOX guitar is partly routed to Demucs' piano stem (known synthetic-timbre gap). " +
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"Pitch is pass/fail (song passes at merged-guitar pitch F1 >= 0.85); rhythm is secondary; fingering (string agreement) is informational. Cells are median (min–max).", "");
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const tiers = [...new Set(run.results.map((r) => r.tier))].sort();
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for (const tier of tiers) {
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const rs = run.results.filter((r) => r.tier === tier);
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out.push(`## Tier ${tier}`, "");
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const rows = run.modes.filter((m) => rs.some((r) => r.mode === m.name)).map((m) => {
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const ms = rs.filter((r) => r.mode === m.name);
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const guitarCell = `${stat(ms.map((r) => r.score.guitarMerged.f1))} ${ms.every((r) => r.score.guitarMerged.pass) ? "✓" : "✗"}`;
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return [m.name, String(ms.length), guitarCell,
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...COLS.slice(1).map((c) => stat(ms.map((r) => c.get(r.score)), c.d ?? 2))];
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});
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out.push(table(["Mode", "Songs", ...COLS.map((c) => c.head)], rows), "");
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const full = rs.filter((r) => r.mode === "full");
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const med = median(full.map((r) => r.score.guitarMerged.f1));
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out.push(med == null
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? `**Tier ${tier}: n/a** (no \`full\` mode results)`
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: `**Tier ${tier}: ${med >= PASS_F1 ? "PASS" : "FAIL"}** (median merged-guitar F1 ${fmt(med)} in \`full\` mode, threshold ${PASS_F1})`, "");
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}
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out.push("## Per-song appendix", "");
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const sorted = [...run.results].sort((a, b) => a.tier.localeCompare(b.tier) || a.seed - b.seed || a.mode.localeCompare(b.mode));
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out.push(table(["Tier", "Seed", "Mode", "Guitar pass", ...COLS.map((c) => c.head), "Seconds"],
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sorted.map((r) => [r.tier, String(r.seed), r.mode, r.score.guitarMerged.pass ? "✓" : "✗",
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...COLS.map((c) => fmt(c.get(r.score), c.d ?? 2)), r.seconds.toFixed(1)])), "");
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return out.join("\n");
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}
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@@ -0,0 +1,69 @@
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// Benchmark orchestration: builds songs, runs the pipeline per oracle mode, scores, writes artefacts.
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import { join } from "node:path";
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import { mkdir } from "node:fs/promises";
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import os from "node:os";
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import type { TierId } from "../gen/tiers.ts";
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import { buildSong, loadSongDir } from "./dataset.ts";
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import { createPipeline } from "../pipeline/run.ts";
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import { scoreSong, type OracleFlags } from "../eval/score.ts";
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import { renderReport, type BenchRun } from "./report.ts";
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export const MODES: Record<string, OracleFlags> = {
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"full": { oracleStems: false, oracleTempo: false, oracleNotes: false },
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"oracle-stems": { oracleStems: true, oracleTempo: false, oracleNotes: false },
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"oracle-tempo": { oracleStems: true, oracleTempo: true, oracleNotes: false },
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"oracle-notes": { oracleStems: true, oracleTempo: true, oracleNotes: true },
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};
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const MODEL_PATHS = { demucs: "models/demucs/htdemucs_6s.onnx", basicPitch: "models/basic-pitch/nmp.onnx" };
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async function sha256(bytes: Uint8Array): Promise<string> {
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const h = new Bun.CryptoHasher("sha256");
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h.update(bytes);
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return h.digest("hex");
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}
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export async function runBench(opts: {
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tiers: TierId[]; seeds: number[]; modes: string[]; runId: string; root: string; out: string; resultsDir?: string;
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}): Promise<BenchRun> {
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for (const m of opts.modes) if (!Object.hasOwn(MODES, m)) throw new Error(`unknown mode: ${m}`);
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const demucs = new Uint8Array(await Bun.file(MODEL_PATHS.demucs).arrayBuffer());
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const basicPitch = new Uint8Array(await Bun.file(MODEL_PATHS.basicPitch).arrayBuffer());
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const pipeline = await createPipeline({ demucs, basicPitch }); // model load once per run
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const run: BenchRun = {
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runId: opts.runId,
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date: new Date().toISOString(),
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modes: opts.modes.map((name) => ({ name, flags: MODES[name]! })),
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results: [],
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meta: {
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machine: `${os.cpus()[0]?.model ?? "unknown cpu"} x${os.cpus().length}, ${os.platform()} ${os.arch()}, bun ${Bun.version}`,
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models: { "htdemucs_6s.onnx": await sha256(demucs), "nmp.onnx": await sha256(basicPitch) },
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soundFont: "alphaTab bundled sonivox.sf2 (Apache-2.0)",
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},
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};
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for (const tier of opts.tiers) for (const seed of opts.seeds) {
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const dir = await buildSong(tier, seed, opts.root);
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const { truth, mix, stems } = await loadSongDir(dir);
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const outDir = join(opts.out, opts.runId, tier, String(seed));
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for (const mode of run.modes) {
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const t0 = performance.now();
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const res = await pipeline({ mix, oracle: { stems, truth } }, mode.flags);
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const seconds = (performance.now() - t0) / 1000;
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const score = scoreSong(truth, res.output, mode.flags);
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const d = join(outDir, mode.name);
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await mkdir(d, { recursive: true });
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await Bun.write(join(d, "notes.json"), JSON.stringify({
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grid: res.output.grid, tracks: res.output.tracks, warnings: res.warnings, flags: mode.flags, seconds,
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}));
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await Bun.write(join(d, "out.gp"), res.gp);
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await Bun.write(join(d, "score.json"), JSON.stringify(score, null, 1));
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run.results.push({ tier, seed, mode: mode.name, score, seconds });
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console.log(`${tier}/${seed} ${mode.name}: guitar F1 ${score.guitarMerged.f1?.toFixed(3) ?? "n/a"} (${seconds.toFixed(1)}s)`);
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}
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}
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const rdir = opts.resultsDir ?? "results";
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await mkdir(rdir, { recursive: true });
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await Bun.write(join(rdir, `${opts.runId}.json`), JSON.stringify(run, null, 1));
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await Bun.write(join(rdir, `${opts.runId}.md`), renderReport(run));
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return run;
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}
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