# SPDX-License-Identifier: Apache-2.0 # SPDX-FileCopyrightText: Copyright contributors to the vLLM project import pytest from ...utils import (CLSPoolingEmbedModelInfo, EmbedModelInfo, LASTPoolingEmbedModelInfo) from .mteb_utils import mteb_test_embed_models # ST models with projector (Dense) layers ST_PROJECTOR_MODELS = [ CLSPoolingEmbedModelInfo( "TencentBAC/Conan-embedding-v1", architecture="BertModel", mteb_score=0.688611955, enable_test=True, ), LASTPoolingEmbedModelInfo("google/embeddinggemma-300m", architecture="Gemma3TextModel", mteb_score=0.7473819294684156, enable_test=True) ] @pytest.mark.parametrize("model_info", ST_PROJECTOR_MODELS) def test_embed_models_mteb(hf_runner, vllm_runner, model_info: EmbedModelInfo) -> None: mteb_test_embed_models(hf_runner, vllm_runner, model_info)