File size: 1,468 Bytes
73cc8d2 | 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 47 48 49 50 51 52 53 54 55 56 57 58 59 | from __future__ import annotations
import logging
from typing import Union
import pytest
from sentence_transformers import SentenceTransformer
from mteb import MTEB
from mteb.abstasks import AbsTask
from mteb.tasks.BitextMining.dan.BornholmskBitextMining import BornholmBitextMining
logging.basicConfig(level=logging.INFO)
def test_two_mteb_tasks():
"""Test that two tasks can be fetched and run"""
model = SentenceTransformer("average_word_embeddings_komninos")
eval = MTEB(
tasks=[
"STS12",
"SummEval",
]
)
eval.run(model, output_folder="tests/results", overwrite_results=True)
@pytest.mark.parametrize(
"task",
[
BornholmBitextMining(),
"TwentyNewsgroupsClustering",
"TwentyNewsgroupsClustering.v2",
"Banking77Classification",
"SciDocsRR",
"SprintDuplicateQuestions",
"NFCorpus",
"MalteseNewsClassification",
"STS12",
"SummEval",
],
)
@pytest.mark.parametrize(
"model_name",
[
"average_word_embeddings_levy_dependency",
],
)
def test_mteb_task(task: Union[str, AbsTask], model_name: str):
"""Test that a task can be fetched and run"""
model = SentenceTransformer(model_name)
eval = MTEB(tasks=[task])
eval.run(model, output_folder="tests/results", overwrite_results=True)
def test_all_tasks_fetch():
"""Test that all tasks can be fetched"""
MTEB.mteb_tasks()
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