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| # Copyright 2025 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 ray | |
| from verl.single_controller.base.decorator import Dispatch, register | |
| from verl.single_controller.base.worker import Worker | |
| from verl.single_controller.ray.base import RayClassWithInitArgs, RayResourcePool, RayWorkerGroup | |
| class TestActor(Worker): | |
| # TODO: pass *args and **kwargs is bug prone and not very convincing | |
| def __init__(self, x) -> None: | |
| super().__init__() | |
| self.a = x | |
| def get(self): | |
| return self.a + self.rank | |
| class TestHighLevelActor(Worker): | |
| def __init__(self, x=None) -> None: | |
| super().__init__() | |
| self.test_actor = TestActor(x=x) | |
| def get(self): | |
| return self.test_actor.get() | |
| def test_nested_worker(): | |
| ray.init(num_cpus=100) | |
| # create 4 workers, each hold a GPU | |
| resource_pool = RayResourcePool([4], use_gpu=True) | |
| class_with_args = RayClassWithInitArgs(cls=ray.remote(TestActor), x=2) | |
| worker_group = RayWorkerGroup( | |
| resource_pool=resource_pool, ray_cls_with_init=class_with_args, name_prefix="worker_group_basic" | |
| ) | |
| output = worker_group.get() | |
| assert output == [2, 3, 4, 5] | |
| class_with_args = RayClassWithInitArgs(cls=ray.remote(TestHighLevelActor), x=2) | |
| high_level_worker_group = RayWorkerGroup( | |
| resource_pool=resource_pool, ray_cls_with_init=class_with_args, name_prefix="worker_group_basic_2" | |
| ) | |
| output_1 = high_level_worker_group.get() | |
| assert output_1 == [2, 3, 4, 5] | |
| ray.shutdown() | |