"""A script to check if any demonstration dataset does not have the exact number of demonstration trajectories""" from pathlib import Path import h5py import numpy as np from libero.libero import get_libero_path error_datasets = [] for demo_file_name in Path(get_libero_path("datasets")).rglob("*hdf5"): demo_file = h5py.File(demo_file_name) count = 0 for key in demo_file["data"].keys(): if "demo" in key: count += 1 if count == 50: traj_lengths = [] action_min = np.inf action_max = -np.inf for demo_name in demo_file["data"].keys(): traj_lengths.append(demo_file["data/{}/actions".format(demo_name)].shape[0]) traj_lengths = np.array(traj_lengths) print(f"[info] dataset {demo_file_name} is in tact, test passed \u2714") print(np.mean(traj_lengths), " +- ", np.std(traj_lengths)) if demo_file["data"].attrs["tag"] == "libero-v1": print("Version correct") print("=========================================") else: print("[error] !!!") error_datasets.append(demo_file_name) if len(error_datasets) > 0: print("[error] The following datasets are corrupted:") for dataset in error_datasets: print(dataset)