# SPDX-License-Identifier: Apache-2.0 # SPDX-FileCopyrightText: Copyright contributors to the vLLM project from typing import Any import torch.distributed as dist from flashinfer.comm.mnnvl import CommBackend as CommBackend from vllm.utils.flashinfer import has_flashinfer_nvlink_two_sided assert has_flashinfer_nvlink_two_sided(), "Flashinfer alltoallv module cannot be found" class CustomCommunicator(CommBackend): def __init__(self, group): self._group = group def Get_rank(self) -> int: return self._group.rank() def Get_size(self) -> int: return self._group.size() def allgather(self, data: int): gathered = [None] * self.Get_size() dist.all_gather_object(gathered, data, group=self._group) return gathered def bcast(self, data: Any, root: int) -> Any: obj_list = [data] # broadcast_object_list mutates obj_list in-place dist.broadcast_object_list(obj_list, src=root, group=self._group) return obj_list[0] def barrier(self) -> None: dist.barrier(group=self._group) def Split(self, color: int, key: int) -> "CustomCommunicator": return self