# # Copyright (c) 2025 Huawei Technologies Co., Ltd. All Rights Reserved. # Copyright 2023 The vLLM team. # # 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. # """ Compare the outputs of vLLM with and without aclgraph. Run `pytest tests/compile/test_aclgraph.py`. """ import pytest from vllm import SamplingParams from tests.e2e.conftest import VllmRunner from tests.e2e.model_utils import check_outputs_equal MODELS = [ "Qwen/Qwen3-0.6B", ] @pytest.mark.parametrize("model", MODELS) @pytest.mark.parametrize("max_tokens", [32]) def test_models_with_aclgraph( model: str, max_tokens: int, ) -> None: prompts = [ "Hello, my name is", "The president of the United States is", "The capital of France is", "The future of AI is" ] sampling_params = SamplingParams(max_tokens=max_tokens, temperature=0.0) with VllmRunner( model, max_model_len=1024, enforce_eager=False, ) as runner: vllm_aclgraph_outputs = runner.model.generate(prompts, sampling_params) with VllmRunner( model, max_model_len=1024, enforce_eager=True, ) as runner: vllm_eager_outputs = runner.model.generate(prompts, sampling_params) vllm_aclgraph_outputs_list = [] for output in vllm_aclgraph_outputs: vllm_aclgraph_outputs_list.append( (output.outputs[0].index, output.outputs[0].text)) vllm_eager_outputs_list = [] for output in vllm_eager_outputs: vllm_eager_outputs_list.append( (output.outputs[0].index, output.outputs[0].text)) check_outputs_equal( outputs_0_lst=vllm_eager_outputs_list, outputs_1_lst=vllm_aclgraph_outputs_list, name_0="vllm_eager_outputs", name_1="vllm_aclgraph_outputs", )