Instructions to use lysandre/tests with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use lysandre/tests with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("feature-extraction", model="lysandre/tests")# Load model directly from transformers import AutoTokenizer, AutoModel tokenizer = AutoTokenizer.from_pretrained("lysandre/tests") model = AutoModel.from_pretrained("lysandre/tests", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| # Copyright 2020 The HuggingFace 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. | |
| import os | |
| import unittest | |
| import transformers.models.bart.tokenization_bart | |
| from transformers import logging | |
| from transformers.testing_utils import CaptureLogger, mockenv | |
| class HfArgumentParserTest(unittest.TestCase): | |
| def test_set_level(self): | |
| logger = logging.get_logger() | |
| # the current default level is logging.WARNING | |
| level_origin = logging.get_verbosity() | |
| logging.set_verbosity_error() | |
| self.assertEqual(logger.getEffectiveLevel(), logging.get_verbosity()) | |
| logging.set_verbosity_warning() | |
| self.assertEqual(logger.getEffectiveLevel(), logging.get_verbosity()) | |
| logging.set_verbosity_info() | |
| self.assertEqual(logger.getEffectiveLevel(), logging.get_verbosity()) | |
| logging.set_verbosity_debug() | |
| self.assertEqual(logger.getEffectiveLevel(), logging.get_verbosity()) | |
| # restore to the original level | |
| logging.set_verbosity(level_origin) | |
| def test_integration(self): | |
| level_origin = logging.get_verbosity() | |
| logger = logging.get_logger("transformers.models.bart.tokenization_bart") | |
| msg = "Testing 1, 2, 3" | |
| # should be able to log warnings (if default settings weren't overridden by `pytest --log-level-all`) | |
| if level_origin <= logging.WARNING: | |
| with CaptureLogger(logger) as cl: | |
| logger.warning(msg) | |
| self.assertEqual(cl.out, msg + "\n") | |
| # this is setting the level for all of `transformers.*` loggers | |
| logging.set_verbosity_error() | |
| # should not be able to log warnings | |
| with CaptureLogger(logger) as cl: | |
| logger.warning(msg) | |
| self.assertEqual(cl.out, "") | |
| # should be able to log warnings again | |
| logging.set_verbosity_warning() | |
| with CaptureLogger(logger) as cl: | |
| logger.warning(msg) | |
| self.assertEqual(cl.out, msg + "\n") | |
| # restore to the original level | |
| logging.set_verbosity(level_origin) | |
| def test_env_override(self): | |
| # reset for the env var to take effect, next time some logger call is made | |
| transformers.utils.logging._reset_library_root_logger() | |
| # this action activates the env var | |
| _ = logging.get_logger("transformers.models.bart.tokenization_bart") | |
| env_level_str = os.getenv("TRANSFORMERS_VERBOSITY", None) | |
| env_level = logging.log_levels[env_level_str] | |
| current_level = logging.get_verbosity() | |
| self.assertEqual( | |
| env_level, | |
| current_level, | |
| f"TRANSFORMERS_VERBOSITY={env_level_str}/{env_level}, but internal verbosity is {current_level}", | |
| ) | |
| # restore to the original level | |
| os.environ["TRANSFORMERS_VERBOSITY"] = "" | |
| transformers.utils.logging._reset_library_root_logger() | |
| def test_env_invalid_override(self): | |
| # reset for the env var to take effect, next time some logger call is made | |
| transformers.utils.logging._reset_library_root_logger() | |
| logger = logging.logging.getLogger() | |
| with CaptureLogger(logger) as cl: | |
| # this action activates the env var | |
| logging.get_logger("transformers.models.bart.tokenization_bart") | |
| self.assertIn("Unknown option TRANSFORMERS_VERBOSITY=super-error", cl.out) | |
| # no need to restore as nothing was changed | |