import torch from contextlib import suppress # amp_bfloat16 is more stable than amp float16 for clip training def get_autocast(precision): if precision == 'amp': return torch.cuda.amp.autocast elif precision == 'amp_bfloat16': return lambda: torch.cuda.amp.autocast(dtype=torch.bfloat16) elif precision == 'fp32': return lambda: torch.cuda.amp.autocast(enabled=False) else: return suppress