Files
OpenLLM/tests/conftest.py
2023-07-31 07:54:26 -04:00

55 lines
2.3 KiB
Python

# Copyright 2023 BentoML Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from __future__ import annotations
import itertools
import os
import typing as t
import pytest
import openllm
if t.TYPE_CHECKING:
from openllm._types 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