run_exploration.py

from __future__ import annotations

import argparse
import json
from pathlib import Path

from hutace_benchmark.config import EnvConfig
from hutace_benchmark.datasets import NpzTerrainDataset
from hutace_benchmark.environment import CoverageExplorationEnv
from hutace_benchmark.evaluation import model_action
from inference import load_model


def main() -> None:
    parser = argparse.ArgumentParser()
    parser.add_argument("--terrain", required=True, help="NPZ with elevation_m float32[64,64]")
    parser.add_argument("--seed", type=int, default=523)
    parser.add_argument("--repo-dir", default=str(Path(__file__).resolve().parent))
    parser.add_argument("--output", default="exploration_result.json")
    args = parser.parse_args()
    dataset = NpzTerrainDataset(args.terrain)
    env = CoverageExplorationEnv(dataset, EnvConfig())
    env.reset("inference", dataset.terrain_id, args.seed)
    model = load_model(args.repo_dir)
    while not env.done:
        env.step(model_action(env, model))
    result = {
        "metrics": env.metrics(),
        "path_cells": [list(item) for item in env.path_history],
        "terrain": str(Path(args.terrain).resolve()),
        "seed": args.seed,
    }
    Path(args.output).write_text(json.dumps(result, indent=2) + "\n", encoding="utf-8")
    print(json.dumps(result["metrics"], indent=2))


if __name__ == "__main__":
    main()