import pytest MODELS = [ "EleutherAI/pythia-70m-deduped", "meta-llama/Llama-2-7b-hf", "Deci/DeciLM-7b", "tiiuae/falcon-7b", "microsoft/phi-2", ] @pytest.mark.parametrize("model", MODELS) @pytest.mark.parametrize("dtype", ["half"]) @pytest.mark.parametrize("max_tokens", [128]) def test_models( hf_runner, aphrodite_runner, example_prompts, model: str, dtype: str, max_tokens: int, ) -> None: hf_model = hf_runner(model, dtype=dtype) hf_outputs = hf_model.generate_greedy(example_prompts, max_tokens) del hf_model aphrodite_model = aphrodite_runner(model, dtype=dtype) aphrodite_outputs = aphrodite_model.generate_greedy( example_prompts, max_tokens) del aphrodite_model for i in range(len(example_prompts)): hf_output_ids, hf_output_str = hf_outputs[i] aphrodite_output_ids, aphrodite_output_str = aphrodite_outputs[i] assert hf_output_str == aphrodite_output_str, ( f"Test{i}:\nHF: {hf_output_str!r}\nAphrodite: " f"{aphrodite_output_str!r}") assert hf_output_ids == aphrodite_output_ids, ( f"Test{i}:\nHF: {hf_output_ids}\nAphrodite: {aphrodite_output_ids}" )