from __future__ import annotations import itertools, os, typing as t, pytest, openllm if t.TYPE_CHECKING: from openllm_core._typing_compat import LiteralRuntime _FRAMEWORK_MAPPING = {"flan_t5": "google/flan-t5-small", "opt": "facebook/opt-125m", "baichuan": "baichuan-inc/Baichuan-7B",} _PROMPT_MAPPING = {"qa": "Answer the following yes/no question by reasoning step-by-step. Can you write a whole Haiku in a single tweet?",} def parametrise_local_llm(model: str,) -> t.Generator[tuple[str, openllm.LLMRunner[t.Any, t.Any] | openllm.LLM[t.Any, t.Any]], None, None]: if model not in _FRAMEWORK_MAPPING: pytest.skip(f"'{model}' is not yet supported in framework testing.") runtime_impl: tuple[LiteralRuntime, ...] = tuple() if model in openllm.MODEL_MAPPING_NAMES: runtime_impl += ("pt",) if model in openllm.MODEL_FLAX_MAPPING_NAMES: runtime_impl += ("flax",) if model in openllm.MODEL_TF_MAPPING_NAMES: runtime_impl += ("tf",) for framework, prompt in itertools.product(runtime_impl, _PROMPT_MAPPING.keys()): llm = openllm.Runner(model, model_id=_FRAMEWORK_MAPPING[model], ensure_available=True, implementation=framework, init_local=True,) yield prompt, llm def pytest_generate_tests(metafunc: pytest.Metafunc) -> None: if os.getenv("GITHUB_ACTIONS") is None: if "prompt" in metafunc.fixturenames and "llm" in metafunc.fixturenames: metafunc.parametrize("prompt,llm", [(p, llm) for p, llm in parametrise_local_llm(metafunc.function.__name__[5:-15])]) def pytest_sessionfinish(session: pytest.Session, exitstatus: int): # If no tests are collected, pytest exists with code 5, which makes the CI fail. if exitstatus == 5: session.exitstatus = 0