[bugfix] respect distributed_executor_backend in world_size=1 (#12934)
Signed-off-by: youkaichao <youkaichao@gmail.com>
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@ -55,6 +55,7 @@ def test_custom_executor(model, tmp_path):
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engine_args = EngineArgs(
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model=model,
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distributed_executor_backend=CustomUniExecutor,
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enforce_eager=True, # reduce test time
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)
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engine = LLMEngine.from_engine_args(engine_args)
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sampling_params = SamplingParams(max_tokens=1)
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@ -75,7 +76,10 @@ def test_custom_executor_async(model, tmp_path):
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assert not os.path.exists(".marker")
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engine_args = AsyncEngineArgs(
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model=model, distributed_executor_backend=CustomUniExecutorAsync)
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model=model,
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distributed_executor_backend=CustomUniExecutorAsync,
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enforce_eager=True, # reduce test time
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)
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engine = AsyncLLMEngine.from_engine_args(engine_args)
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sampling_params = SamplingParams(max_tokens=1)
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@ -89,3 +93,18 @@ def test_custom_executor_async(model, tmp_path):
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assert os.path.exists(".marker")
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finally:
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os.chdir(cwd)
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@pytest.mark.parametrize("model", ["facebook/opt-125m"])
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def test_respect_ray(model):
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# even for TP=1 and PP=1,
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# if users specify ray, we should use ray.
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# users might do this if they want to manage the
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# resources using ray.
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engine_args = EngineArgs(
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model=model,
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distributed_executor_backend="ray",
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enforce_eager=True, # reduce test time
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)
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engine = LLMEngine.from_engine_args(engine_args)
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assert engine.model_executor.uses_ray
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@ -1401,6 +1401,9 @@ class ParallelConfig:
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logger.info("Defaulting to use %s for distributed inference",
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backend)
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if self.distributed_executor_backend is None and self.world_size == 1:
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self.distributed_executor_backend = "uni"
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self._verify_args()
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@property
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@ -434,6 +434,7 @@ class LLMEngine:
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@classmethod
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def _get_executor_cls(cls,
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engine_config: VllmConfig) -> Type[ExecutorBase]:
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# distributed_executor_backend must be set in VllmConfig.__post_init__
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distributed_executor_backend = (
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engine_config.parallel_config.distributed_executor_backend)
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# Initialize the cluster and specify the executor class.
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@ -443,30 +444,29 @@ class LLMEngine:
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"distributed_executor_backend must be a subclass of "
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f"ExecutorBase. Got {distributed_executor_backend}.")
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executor_class = distributed_executor_backend
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elif engine_config.parallel_config.world_size > 1:
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if distributed_executor_backend == "ray":
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from vllm.executor.ray_distributed_executor import (
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RayDistributedExecutor)
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executor_class = RayDistributedExecutor
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elif distributed_executor_backend == "mp":
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from vllm.executor.mp_distributed_executor import (
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MultiprocessingDistributedExecutor)
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assert not envs.VLLM_USE_RAY_SPMD_WORKER, (
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"multiprocessing distributed executor backend does not "
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"support VLLM_USE_RAY_SPMD_WORKER=1")
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executor_class = MultiprocessingDistributedExecutor
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elif distributed_executor_backend == "uni":
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# JAX-style, single-process, multi-device executor.
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from vllm.executor.uniproc_executor import UniProcExecutor
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executor_class = UniProcExecutor
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elif distributed_executor_backend == "external_launcher":
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# executor with external launcher
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from vllm.executor.uniproc_executor import ( # noqa
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ExecutorWithExternalLauncher)
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executor_class = ExecutorWithExternalLauncher
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else:
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elif distributed_executor_backend == "ray":
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from vllm.executor.ray_distributed_executor import (
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RayDistributedExecutor)
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executor_class = RayDistributedExecutor
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elif distributed_executor_backend == "mp":
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from vllm.executor.mp_distributed_executor import (
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MultiprocessingDistributedExecutor)
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assert not envs.VLLM_USE_RAY_SPMD_WORKER, (
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"multiprocessing distributed executor backend does not "
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"support VLLM_USE_RAY_SPMD_WORKER=1")
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executor_class = MultiprocessingDistributedExecutor
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elif distributed_executor_backend == "uni":
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# JAX-style, single-process, multi-device executor.
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from vllm.executor.uniproc_executor import UniProcExecutor
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executor_class = UniProcExecutor
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elif distributed_executor_backend == "external_launcher":
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# executor with external launcher
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from vllm.executor.uniproc_executor import ( # noqa
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ExecutorWithExternalLauncher)
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executor_class = ExecutorWithExternalLauncher
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else:
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raise ValueError("unrecognized distributed_executor_backend: "
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f"{distributed_executor_backend}")
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return executor_class
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@classmethod
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@ -25,15 +25,14 @@ class Executor(ExecutorBase):
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parallel_config = vllm_config.parallel_config
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distributed_executor_backend = (
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parallel_config.distributed_executor_backend)
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if distributed_executor_backend is None:
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# If the user does not specify the distributed executor backend,
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# we will choose the backend based on the world size.
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if parallel_config.world_size > 1:
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distributed_executor_backend = "mp"
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else:
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distributed_executor_backend = "uni"
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if distributed_executor_backend == "ray":
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# distributed_executor_backend must be set in VllmConfig.__post_init__
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if isinstance(distributed_executor_backend, type):
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if not issubclass(distributed_executor_backend, ExecutorBase):
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raise TypeError(
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"distributed_executor_backend must be a subclass of "
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f"ExecutorBase. Got {distributed_executor_backend}.")
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executor_class = distributed_executor_backend
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elif distributed_executor_backend == "ray":
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executor_class = RayDistributedExecutor
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elif distributed_executor_backend == "mp":
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from vllm.v1.executor.multiproc_executor import MultiprocExecutor
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