# SPDX-License-Identifier: Apache-2.0 import pytest from ...utils import EmbedModelInfo from .embed_utils import correctness_test_embed_models from .mteb_utils import mteb_test_embed_models MODELS = [ ########## BertModel EmbedModelInfo("intfloat/e5-small", architecture="BertModel", enable_test=True), EmbedModelInfo("intfloat/e5-base", architecture="BertModel", enable_test=False), EmbedModelInfo("intfloat/e5-large", architecture="BertModel", enable_test=False), EmbedModelInfo("intfloat/multilingual-e5-small", architecture="BertModel", enable_test=False), ########## XLMRobertaModel EmbedModelInfo("intfloat/multilingual-e5-base", architecture="XLMRobertaModel", enable_test=True), EmbedModelInfo("intfloat/multilingual-e5-large", architecture="XLMRobertaModel", enable_test=False), EmbedModelInfo("intfloat/multilingual-e5-large-instruct", architecture="XLMRobertaModel", enable_test=False), ] @pytest.mark.parametrize("model_info", MODELS) def test_embed_models_mteb(hf_runner, vllm_runner, model_info: EmbedModelInfo) -> None: mteb_test_embed_models(hf_runner, vllm_runner, model_info) @pytest.mark.parametrize("model_info", MODELS) def test_embed_models_correctness(hf_runner, vllm_runner, model_info: EmbedModelInfo, example_prompts) -> None: correctness_test_embed_models(hf_runner, vllm_runner, model_info, example_prompts)