import os import warnings from functools import wraps from pytorch_lightning import _logger as log def rank_zero_only(fn): @wraps(fn) def wrapped_fn(*args, **kwargs): if rank_zero_only.rank == 0: return fn(*args, **kwargs) return wrapped_fn # add the attribute to the function but don't overwrite in case Trainer has already set it rank_zero_only.rank = getattr(rank_zero_only, 'rank', int(os.environ.get('LOCAL_RANK', 0))) def _warn(*args, **kwargs): warnings.warn(*args, **kwargs) def _info(*args, **kwargs): log.info(*args, **kwargs) def _debug(*args, **kwargs): log.info(*args, **kwargs) rank_zero_debug = rank_zero_only(_debug) rank_zero_info = rank_zero_only(_info) rank_zero_warn = rank_zero_only(_warn)