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()