# Copyright 2024 Bytedance Ltd. and/or its affiliates # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import logging import time import ray from cupy.cuda.nccl import NcclCommunicator, get_unique_id from ray.util import list_named_actors @ray.remote class NCCLIDStore: def __init__(self, nccl_id): self._nccl_id = nccl_id def get(self): return self._nccl_id def get_nccl_id_store_by_name(name): all_actors = list_named_actors(all_namespaces=True) matched_actors = [actor for actor in all_actors if actor.get("name", None) == name] if len(matched_actors) == 1: actor = matched_actors[0] return ray.get_actor(**actor) elif len(matched_actors) > 1: logging.warning("multiple actors with same name found: %s", matched_actors) elif len(matched_actors) == 0: logging.info("failed to get any actor named %s", name) return None def create_nccl_communicator_in_ray(rank: int, world_size: int, group_name: str, max_retries: int = 100, interval_s: int = 5): if rank == 0: nccl_id = get_unique_id() nccl_id_store = NCCLIDStore.options(name=group_name).remote(nccl_id) assert ray.get(nccl_id_store.get.remote()) == nccl_id communicator = NcclCommunicator( ndev=world_size, commId=nccl_id, rank=0, ) return communicator else: for i in range(max_retries): nccl_id_store = get_nccl_id_store_by_name(group_name) if nccl_id_store is not None: logging.info("nccl_id_store %s got", group_name) nccl_id = ray.get(nccl_id_store.get.remote()) logging.info("nccl id for %s got: %s", group_name, nccl_id) communicator = NcclCommunicator( ndev=world_size, commId=nccl_id, rank=rank, ) return communicator logging.info("failed to get nccl_id for %d time, sleep for %d seconds", i + 1, interval_s) time.sleep(interval_s)