from typing import List, Tuple import h5py import numpy as np def loader( hdf5_file: str, folds: List[int] ) -> Tuple[np.ndarray, np.ndarray, np.ndarray, List[str]]: post = [] pre = [] masks = [] names = [] # Read hdf5 file and filter by fold with h5py.File(hdf5_file, "r") as f: for uuid, values in f.items(): if values.attrs["fold"] not in folds: continue if "pre_fire" not in values: continue post.append(values["post_fire"][...]) pre.append(values["pre_fire"][...]) masks.append(values["mask"][...]) names.append(uuid) # Convert to numpy arrays post = np.stack(post, axis=0, dtype=np.int32) pre = np.stack(pre, axis=0, dtype=np.int32) masks = np.stack(masks, axis=0, dtype=np.int32) return post, pre, masks, names