test_intfloat.py

# SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest

from ...utils import CLSPoolingEmbedModelInfo, EmbedModelInfo
from .embed_utils import correctness_test_embed_models
from .mteb_utils import mteb_test_embed_models

MODELS = [
    ########## BertModel
    CLSPoolingEmbedModelInfo("intfloat/e5-small",
                             architecture="BertModel",
                             enable_test=True),
    CLSPoolingEmbedModelInfo("intfloat/e5-base",
                             architecture="BertModel",
                             enable_test=False),
    CLSPoolingEmbedModelInfo("intfloat/e5-large",
                             architecture="BertModel",
                             enable_test=False),
    CLSPoolingEmbedModelInfo("intfloat/multilingual-e5-small",
                             architecture="BertModel",
                             enable_test=False),
    ########## XLMRobertaModel
    CLSPoolingEmbedModelInfo("intfloat/multilingual-e5-base",
                             architecture="XLMRobertaModel",
                             enable_test=True),
    CLSPoolingEmbedModelInfo("intfloat/multilingual-e5-large",
                             architecture="XLMRobertaModel",
                             enable_test=False),
    CLSPoolingEmbedModelInfo("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)