Skip to content

GitLab

Switch branch/tag
Find file Normal viewHistoryPermalink
test_intfloat.py 1.74 KB
Newer Older
wang.yuqi's avatar
Improve the output precision of embedding models (#19092)  
wang.yuqi committed
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46 
# 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)