# coding=utf-8 # Copyright 2019-present, the HuggingFace Inc. team. # # 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 from transformers.models.auto.configuration_auto import CONFIG_MAPPING, AutoConfig from transformers.models.bert.configuration_bert import BertConfig from transformers.models.roberta.configuration_roberta import RobertaConfig from transformers.testing_utils import DUMMY_UNKWOWN_IDENTIFIER SAMPLE_ROBERTA_CONFIG = os.path.join(os.path.dirname(os.path.abspath(__file__)), "fixtures/dummy-config.json") class AutoConfigTest(unittest.TestCase): def test_config_from_model_shortcut(self): config = AutoConfig.from_pretrained("bert-base-uncased") self.assertIsInstance(config, BertConfig) def test_config_model_type_from_local_file(self): config = AutoConfig.from_pretrained(SAMPLE_ROBERTA_CONFIG) self.assertIsInstance(config, RobertaConfig) def test_config_model_type_from_model_identifier(self): config = AutoConfig.from_pretrained(DUMMY_UNKWOWN_IDENTIFIER) self.assertIsInstance(config, RobertaConfig) def test_config_for_model_str(self): config = AutoConfig.for_model("roberta") self.assertIsInstance(config, RobertaConfig) def test_pattern_matching_fallback(self): """ In cases where config.json doesn't include a model_type, perform a few safety checks on the config mapping's order. """ # no key string should be included in a later key string (typical failure case) keys = list(CONFIG_MAPPING.keys()) for i, key in enumerate(keys): self.assertFalse(any(key in later_key for later_key in keys[i + 1 :]))