import torch import torch.distributed as dist from colossalai.gemini.chunk import Chunk from colossalai.utils import get_current_device def get_temp_total_chunk_on_cuda(chunk: Chunk): if chunk.is_gathered: return chunk.chunk_total if chunk.cuda_shard is not None: shard_temp = chunk.cuda_shard else: shard_temp = chunk.cpu_shard.to(get_current_device()) total_temp = torch.zeros(chunk.chunk_size, dtype=chunk.dtype, device=get_current_device()) gather_list = list(torch.chunk(input=total_temp, chunks=chunk.pg_size, dim=0)) dist.all_gather(tensor_list=gather_list, tensor=shard_temp, group=chunk.torch_pg) return total_temp