mirror of
https://github.com/huggingface/transformers.git
synced 2025-07-31 18:22:34 +06:00
44b21f117b
* Allow dynamic modules to use relative imports * Work for configs * Fix last merge conflict * Save code of registered custom objects * Map strings to strings * Fix test * Add tokenizer * Rework tests * Tests * Ignore fixtures py files for tests * Tokenizer test + fix collection * With full path * Rework integration * Fix typo * Remove changes in conftest * Test for tokenizers * Add documentation * Update docs/source/custom_models.mdx Co-authored-by: Lysandre Debut <lysandre@huggingface.co> * Add file structure and file content * Add more doc * Style * Update docs/source/custom_models.mdx Co-authored-by: Suraj Patil <surajp815@gmail.com> * Address review comments Co-authored-by: Lysandre Debut <lysandre@huggingface.co> Co-authored-by: Suraj Patil <surajp815@gmail.com>
112 lines
4.6 KiB
Python
112 lines
4.6 KiB
Python
# 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 importlib
|
|
import os
|
|
import sys
|
|
import tempfile
|
|
import unittest
|
|
from pathlib import Path
|
|
|
|
import transformers.models.auto
|
|
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_UNKNOWN_IDENTIFIER
|
|
|
|
|
|
sys.path.append(str(Path(__file__).parent.parent / "utils"))
|
|
|
|
from test_module.custom_configuration import CustomConfig # noqa E402
|
|
|
|
|
|
SAMPLE_ROBERTA_CONFIG = os.path.join(os.path.dirname(os.path.abspath(__file__)), "fixtures/dummy-config.json")
|
|
|
|
|
|
class AutoConfigTest(unittest.TestCase):
|
|
def test_module_spec(self):
|
|
self.assertIsNotNone(transformers.models.auto.__spec__)
|
|
self.assertIsNotNone(importlib.util.find_spec("transformers.models.auto"))
|
|
|
|
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_UNKNOWN_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 :]))
|
|
|
|
def test_new_config_registration(self):
|
|
try:
|
|
AutoConfig.register("custom", CustomConfig)
|
|
# Wrong model type will raise an error
|
|
with self.assertRaises(ValueError):
|
|
AutoConfig.register("model", CustomConfig)
|
|
# Trying to register something existing in the Transformers library will raise an error
|
|
with self.assertRaises(ValueError):
|
|
AutoConfig.register("bert", BertConfig)
|
|
|
|
# Now that the config is registered, it can be used as any other config with the auto-API
|
|
config = CustomConfig()
|
|
with tempfile.TemporaryDirectory() as tmp_dir:
|
|
config.save_pretrained(tmp_dir)
|
|
new_config = AutoConfig.from_pretrained(tmp_dir)
|
|
self.assertIsInstance(new_config, CustomConfig)
|
|
|
|
finally:
|
|
if "custom" in CONFIG_MAPPING._extra_content:
|
|
del CONFIG_MAPPING._extra_content["custom"]
|
|
|
|
def test_repo_not_found(self):
|
|
with self.assertRaisesRegex(
|
|
EnvironmentError, "bert-base is not a local folder and is not a valid model identifier"
|
|
):
|
|
_ = AutoConfig.from_pretrained("bert-base")
|
|
|
|
def test_revision_not_found(self):
|
|
with self.assertRaisesRegex(
|
|
EnvironmentError, r"aaaaaa is not a valid git identifier \(branch name, tag name or commit id\)"
|
|
):
|
|
_ = AutoConfig.from_pretrained(DUMMY_UNKNOWN_IDENTIFIER, revision="aaaaaa")
|
|
|
|
def test_configuration_not_found(self):
|
|
with self.assertRaisesRegex(
|
|
EnvironmentError,
|
|
"hf-internal-testing/no-config-test-repo does not appear to have a file named config.json.",
|
|
):
|
|
_ = AutoConfig.from_pretrained("hf-internal-testing/no-config-test-repo")
|
|
|
|
def test_from_pretrained_dynamic_config(self):
|
|
config = AutoConfig.from_pretrained("hf-internal-testing/test_dynamic_model", trust_remote_code=True)
|
|
self.assertEqual(config.__class__.__name__, "NewModelConfig")
|