Files
OpenLLM/openllm-python/tests/package_test.py
2023-09-01 17:00:49 +00:00

59 lines
2.2 KiB
Python

from __future__ import annotations
import functools
import os
import typing as t
import pytest
import transformers
import openllm
from bentoml._internal.configuration.containers import BentoMLContainer
if t.TYPE_CHECKING:
from pathlib import Path
HF_INTERNAL_T5_TESTING = 'hf-internal-testing/tiny-random-t5'
actions_xfail = functools.partial(pytest.mark.xfail,
condition=os.getenv('GITHUB_ACTIONS') is not None,
reason='Marking GitHub Actions to xfail due to flakiness and building environment not isolated.',
)
@actions_xfail
def test_general_build_with_internal_testing():
bento_store = BentoMLContainer.bento_store.get()
llm = openllm.AutoLLM.for_model('flan-t5', model_id=HF_INTERNAL_T5_TESTING)
bento = openllm.build('flan-t5', model_id=HF_INTERNAL_T5_TESTING)
assert llm.llm_type == bento.info.labels['_type']
assert llm.config['env']['backend_value'] == bento.info.labels['_framework']
bento = openllm.build('flan-t5', model_id=HF_INTERNAL_T5_TESTING)
assert len(bento_store.list(bento.tag)) == 1
@actions_xfail
def test_general_build_from_local(tmp_path_factory: pytest.TempPathFactory):
local_path = tmp_path_factory.mktemp('local_t5')
llm = openllm.AutoLLM.for_model('flan-t5', model_id=HF_INTERNAL_T5_TESTING, ensure_available=True)
if isinstance(llm.model, transformers.Pipeline):
llm.model.save_pretrained(str(local_path))
else:
llm.model.save_pretrained(str(local_path))
llm.tokenizer.save_pretrained(str(local_path))
assert openllm.build('flan-t5', model_id=local_path.resolve().__fspath__(), model_version='local')
@pytest.fixture()
def dockerfile_template(tmp_path_factory: pytest.TempPathFactory):
file = tmp_path_factory.mktemp('dockerfiles') / 'Dockerfile.template'
file.write_text("{% extends bento_base_template %}\n{% block SETUP_BENTO_ENTRYPOINT %}\n{{ super() }}\nRUN echo 'sanity from custom dockerfile'\n{% endblock %}")
return file
@pytest.mark.usefixtures('dockerfile_template')
@actions_xfail
def test_build_with_custom_dockerfile(dockerfile_template: Path):
assert openllm.build('flan-t5', model_id=HF_INTERNAL_T5_TESTING, dockerfile_template=str(dockerfile_template))