"""Test the criteria eval chain.""" from langchain.evaluation.criteria.eval_chain import ( HELPFULNESS_CRITERION, CriteriaEvalChain, ) from langchain.evaluation.schema import StringEvaluator from tests.unit_tests.llms.fake_llm import FakeLLM def test_resolve_criteria() -> None: assert CriteriaEvalChain.resolve_criteria("helpfulness") == HELPFULNESS_CRITERION assert CriteriaEvalChain.resolve_criteria(["helpfulness"]) == HELPFULNESS_CRITERION def test_criteria_eval_chain() -> None: chain = CriteriaEvalChain.from_llm( llm=FakeLLM( queries={"text": "The meaning of life\nY"}, sequential_responses=True ), criteria={"my criterion": "my criterion description"}, ) result = chain.evaluate_strings( prediction="my prediction", reference="my reference", input="my input" ) assert result["reasoning"] == "The meaning of life" def test_implements_string_protocol() -> None: assert isinstance(CriteriaEvalChain, StringEvaluator)