from __future__ import annotations import pytest import mteb from mteb import get_tasks from mteb.abstasks.TaskMetadata import TASK_DOMAIN, TASK_TYPE from mteb.overview import MTEBTasks def test_get_tasks_size_differences(): assert len(get_tasks()) > 0 assert len(get_tasks()) >= len(get_tasks(languages=["eng"])) assert len(get_tasks()) >= len(get_tasks(script=["Latn"])) assert len(get_tasks()) >= len(get_tasks(domains=["Legal"])) assert len(get_tasks()) >= len(get_tasks(languages=["eng", "deu"])) assert len(get_tasks(languages=["eng", "deu"])) >= len( get_tasks(languages=["eng", "deu"]) ) @pytest.mark.parametrize("languages", [["eng", "deu"], ["eng"], None]) @pytest.mark.parametrize("script", [["Latn"], ["Cyrl"], None]) @pytest.mark.parametrize("domains", [["Legal"], ["Medical", "Non-fiction"], None]) @pytest.mark.parametrize("task_types", [["Classification"], ["Clustering"], None]) @pytest.mark.parametrize("exclude_superseeded_datasets", [True, False]) def test_get_task( languages: list[str], script: list[str], domains: list[TASK_DOMAIN], task_types: list[TASK_TYPE] | None, exclude_superseeded_datasets: bool, ): tasks = mteb.get_tasks( languages=languages, script=script, domains=domains, task_types=task_types, exclude_superseeded=exclude_superseeded_datasets, ) for task in tasks: if languages: assert set(languages).intersection(task.metadata.languages) if script: assert set(script).intersection(task.metadata.scripts) if domains: task_domains = ( set(task.metadata.domains) if task.metadata.domains else set() ) assert set(domains).intersection(set(task_domains)) if task_types: assert task.metadata.type in task_types if exclude_superseeded_datasets: assert task.superseeded_by is None def test_get_tasks_filtering(): """Tests that get_tasks filters tasks for languages within the task, i.e. that a multilingual task returns only relevant subtasks for the specified languages """ tasks = get_tasks(languages=["eng"]) for task in tasks: if task.is_multilingual: assert isinstance(task.metadata.eval_langs, dict) for hf_subset in task.hf_subsets: assert "eng-Latn" in task.metadata.eval_langs[hf_subset] @pytest.mark.parametrize("script", [["Latn"], ["Cyrl"], None]) @pytest.mark.parametrize("task_types", [["Classification"], ["Clustering"], None]) def test_MTEBTasks( script: list[str], task_types: list[TASK_TYPE] | None, ): tasks = mteb.get_tasks(script=script, task_types=task_types) assert isinstance(tasks, MTEBTasks) langs = tasks.languages for t in tasks: assert len(langs.intersection(t.languages)) > 0 # check for header of a table n_langs = len(tasks) assert len(tasks.to_markdown().split("\n")) - 3 == n_langs