# 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. from typing import Dict, Optional import ray from .base import RayWorkerGroup, RayResourcePool, RayClassWithInitArgs from single_controller.base.megatron.worker import DistRankInfo, DistGlobalInfo from single_controller.base.megatron.worker_group import MegatronWorkerGroup # NOTE(sgm): for opensource megatron-core class NVMegatronRayWorkerGroup(RayWorkerGroup, MegatronWorkerGroup): """ MegatronWorkerGroup will query each worker of its megatron rank info and store it inside the WorkerGroup so that the dispatcher can use it to dispatch data. """ def __init__(self, resource_pool: RayResourcePool, ray_cls_with_init: RayClassWithInitArgs, **kwargs): super().__init__(resource_pool=resource_pool, ray_cls_with_init=ray_cls_with_init, **kwargs) self._megatron_rank_info: DistRankInfo = self.execute_all_sync(method_name='get_megatron_rank_info') self._megatron_global_info: DistGlobalInfo = ray.get( self.execute_rank_zero_async(method_name='get_megatron_global_info')) class MegatronRayWorkerGroup(RayWorkerGroup, MegatronWorkerGroup): """ MegatronWorkerGroup will query each worker of its megatron rank info and store it inside the WorkerGroup so that the dispatcher can use it to dispatch data. """ def __init__(self, resource_pool: RayResourcePool, ray_cls_with_init: RayClassWithInitArgs, default_megatron_kwargs: Dict = None, **kwargs): super().__init__(resource_pool=resource_pool, ray_cls_with_init=ray_cls_with_init, default_megatron_kwargs=default_megatron_kwargs, **kwargs) self.init_megatron(default_megatron_kwargs=default_megatron_kwargs) self._megatron_rank_info: DistRankInfo = self.execute_all_sync(method_name='get_megatron_rank_info') self._megatron_global_info: DistGlobalInfo = ray.get( self.execute_rank_zero_async(method_name='get_megatron_global_info')) def init_megatron(self, default_megatron_kwargs: Optional[Dict] = None): # after super, we will call init of each worker if not self._is_init_with_detached_workers: # only init_megatron if the WorkerGroup is created from scratch self.execute_all_sync(method_name='init_megatron', default_megatron_kwargs=default_megatron_kwargs)