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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 | from __future__ import annotations
import logging
import pytest
import mteb
from mteb import MTEB
from mteb.encoder_interface import Encoder, EncoderWithQueryCorpusEncode
from mteb.model_meta import ModelMeta
logging.basicConfig(level=logging.INFO)
@pytest.mark.parametrize("task_name", ["BornholmBitextMining"])
@pytest.mark.parametrize("model_name", ["sentence-transformers/all-MiniLM-L6-v2"])
def test_reproducibility_workflow(task_name: str, model_name: str):
"""Test that a model and a task can be fetched and run in a reproducible fashion."""
model_meta = mteb.get_model_meta(model_name)
task = mteb.get_task(task_name)
assert isinstance(model_meta, ModelMeta)
assert isinstance(task, mteb.AbsTask)
model = mteb.get_model(model_name)
assert isinstance(model, (Encoder, EncoderWithQueryCorpusEncode))
eval = MTEB(tasks=[task])
eval.run(model, output_folder="tests/results", overwrite_results=True)
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