from abc import ABC, abstractmethod from typing import List, Optional import torch.distributed as dist from colossalai.zero.legacy.sharded_param.sharded_tensor import ShardedTensor class BaseShardStrategy(ABC): def __init__(self) -> None: """Abstract Shard Strategy. Use to shard a tensors on multiple GPUs. """ super().__init__() @abstractmethod def shard(self, tensor_list: List[ShardedTensor], process_group: Optional[dist.ProcessGroup] = None): pass @abstractmethod def gather(self, tensor_list: List[ShardedTensor], process_group: Optional[dist.ProcessGroup] = None): pass