"""Write splits.json into a release tree. python scripts/build_splits.py --root /media/yxma/Disk1/twm/release/motherboard """ from __future__ import annotations import argparse import json import sys from pathlib import Path sys.path.insert(0, str(Path(__file__).resolve().parents[2])) from react_paths import release_root # noqa: E402 from twm.splits import (MAX_TRAIN_WINDOW, TARGET_TEST_FRACTION, # noqa: E402 TEST_INTERVAL_FRAMES, build_splits) def main() -> int: ap = argparse.ArgumentParser() ap.add_argument("--root", default=str(release_root("motherboard"))) ap.add_argument("--seed", type=int, default=0) ap.add_argument("--test-len", type=int, default=TEST_INTERVAL_FRAMES) ap.add_argument("--max-train-window", type=int, default=MAX_TRAIN_WINDOW) ap.add_argument("--hold-out", nargs="*", default=(), metavar="DATE/EPISODE", help="episodes held out WHOLE, e.g. a validation session. " "Leaving them out of the file instead makes a loader " "treat them as training data, silently.") ap.add_argument("--target", type=float, default=TARGET_TEST_FRACTION) a = ap.parse_args() root = Path(a.root) eps = [json.loads(l) for l in (root / "episodes.jsonl").read_text().splitlines() if l.strip()] bad = json.loads((root / "bad_frames.json").read_text())["episodes"] s = build_splits(eps, bad, seed=a.seed, test_len=a.test_len, hold_out=a.hold_out, max_train_window=a.max_train_window, target=a.target) (root / "splits.json").write_text(json.dumps(s, indent=1)) st = s["stats"] print(f"{root/'splits.json'}") print(f" test {st['test_fraction']*100:.1f}% guard {st['guard_fraction']*100:.1f}%" f" train {(1-st['test_fraction']-st['guard_fraction'])*100:.1f}%") print(f" {st['n_test_intervals']} intervals + {st['n_whole_test_episodes']} " f"whole-test episodes, guard {s['guard_frames']} frames " f"(max_train_window {s['max_train_window']})") return 0 if __name__ == "__main__": raise SystemExit(main())