"""Compare the outputs of HF and vLLM for Mistral models using greedy sampling. Run `pytest tests/models/test_mistral.py`. """ import pytest from .utils import check_logprobs_close MODELS = [ "mistralai/Mistral-7B-Instruct-v0.1", "mistralai/Mistral-7B-Instruct-v0.3", ] @pytest.mark.parametrize("model", MODELS) @pytest.mark.parametrize("dtype", ["bfloat16"]) @pytest.mark.parametrize("max_tokens", [64]) @pytest.mark.parametrize("num_logprobs", [5]) def test_models( hf_runner, vllm_runner, example_prompts, model: str, dtype: str, max_tokens: int, num_logprobs: int, ) -> None: # TODO(sang): Sliding window should be tested separately. hf_model = hf_runner(model, dtype=dtype) hf_outputs = hf_model.generate_greedy_logprobs_limit( example_prompts, max_tokens, num_logprobs) del hf_model vllm_model = vllm_runner(model, dtype=dtype) vllm_outputs = vllm_model.generate_greedy_logprobs(example_prompts, max_tokens, num_logprobs) del vllm_model check_logprobs_close( outputs_0_lst=hf_outputs, outputs_1_lst=vllm_outputs, name_0="hf", name_1="vllm", )