# SPDX-License-Identifier: Apache-2.0 import pytest from vllm import LLM from ...utils import create_new_process_for_each_test @pytest.mark.parametrize("tp_size", [1, 2]) @pytest.mark.parametrize("backend", ["mp", "ray"]) @create_new_process_for_each_test() def test_collective_rpc(tp_size, backend): if tp_size == 1 and backend == "ray": pytest.skip("Skip duplicate test case") if tp_size == 1: backend = None # intentionally define the method and class in the test function, # to test if they can be serialized and sent to the workers def echo_rank(self): return self.rank llm = LLM(model="meta-llama/Llama-3.2-1B-Instruct", enforce_eager=True, load_format="dummy", tensor_parallel_size=tp_size, distributed_executor_backend=backend) assert llm.collective_rpc(echo_rank) == list(range(tp_size))