# # 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. # This file is a part of the vllm-ascend project. # Adapted from vllm/tests/basic_correctness/test_basic_correctness.py # import os import pytest from tests.e2e.conftest import VllmRunner from tests.e2e.utils import check_embeddings_close os.environ["VLLM_WORKER_MULTIPROC_METHOD"] = "spawn" MODELS = ["BAAI/bge-m3"] @pytest.mark.parametrize("model_name", MODELS) def test_aclgrpah_embed_models_correctness(model_name): queries = ['What is the capital of China?', 'Explain gravity'] with VllmRunner( model_name, task="embed", enforce_eager=False, ) as vllm_aclgraph_runner: vllm_aclgraph_outputs = vllm_aclgraph_runner.encode(queries) with VllmRunner( model_name, task="embed", enforce_eager=True, ) as vllm_runner: vllm_outputs = vllm_runner.encode(queries) check_embeddings_close( embeddings_0_lst=vllm_outputs, embeddings_1_lst=vllm_aclgraph_outputs, name_0="hf", name_1="vllm", tol=1e-2, )