"""Generate a random baseline submission (random.parquet).""" from pathlib import Path import numpy as np import pandas as pd PAIR_TIMESTEPS = { 1: 500, 2: 2000, 3: 500, 4: 2000, 5: 500, 6: 1500, 7: 1500, 8: 500, 9: 500, } SPATIAL_DIM = 19400 FEATURE_COLS = [f"f{i}" for i in range(1, SPATIAL_DIM + 1)] OUT_FILE = Path(__file__).parent / "random.parquet" def main(): rng = np.random.default_rng(seed=43) total_rows = sum(PAIR_TIMESTEPS.values()) ids = [] pair_ids = [] timesteps = [] for pair_id, n_ts in PAIR_TIMESTEPS.items(): ids.extend(f"{pair_id}_{t}" for t in range(n_ts)) pair_ids.extend([pair_id] * n_ts) timesteps.extend(range(n_ts)) df = pd.DataFrame(rng.standard_normal((total_rows, SPATIAL_DIM)), columns=FEATURE_COLS) df.insert(0, "id", ids) df.insert(1, "pair_id", pair_ids) df.insert(2, "timestep", timesteps) df.to_parquet(OUT_FILE, index=False) print(f"Wrote {len(df)} rows to {OUT_FILE}") if __name__ == "__main__": main()