"""Test huggingface cross encoders.""" from langchain_community.cross_encoders import HuggingFaceCrossEncoder def _assert(encoder: HuggingFaceCrossEncoder) -> None: query = "I love you" texts = ["I love you", "I like you", "I don't like you", "I hate you"] output = encoder.score([(query, text) for text in texts]) for i in range(len(texts) - 1): assert output[i] > output[i + 1] def test_huggingface_cross_encoder() -> None: encoder = HuggingFaceCrossEncoder() _assert(encoder) def test_huggingface_cross_encoder_with_designated_model_name() -> None: encoder = HuggingFaceCrossEncoder(model_name="cross-encoder/ms-marco-MiniLM-L-6-v2") _assert(encoder)