"""Compare the outputs of HF and Aphrodite when using greedy sampling. This tests danube3 separately because its head size isn't supported on CPU yet. Run `pytest tests/models/test_danube3_4b.py`. """ import pytest from .utils import check_outputs_equal MODELS = ["h2oai/h2o-danube3-4b-base"] target_dtype = "half" @pytest.mark.parametrize("model", MODELS) @pytest.mark.parametrize("dtype", [target_dtype]) @pytest.mark.parametrize("max_tokens", [32]) def test_models( hf_runner, aphrodite_runner, example_prompts, model: str, dtype: str, max_tokens: int, ) -> None: with hf_runner(model, dtype=dtype) as hf_model: hf_outputs = hf_model.generate_greedy(example_prompts, max_tokens) with aphrodite_runner(model, dtype=dtype) as aphrodite_model: aphrodite_outputs = aphrodite_model.generate_greedy( example_prompts, max_tokens) check_outputs_equal( outputs_0_lst=hf_outputs, outputs_1_lst=aphrodite_outputs, name_0="hf", name_1="aphrodite", ) @pytest.mark.parametrize("model", MODELS) @pytest.mark.parametrize("dtype", [target_dtype]) def test_model_print( aphrodite_runner, model: str, dtype: str, ) -> None: with aphrodite_runner(model, dtype=dtype) as aphrodite_model: # This test is for verifying whether the model's extra_repr # can be printed correctly. print(aphrodite_model.model.llm_engine.model_executor.driver_worker. model_runner.model)