



"""simple docstring"""


import os

import pytest

from datasets import (
    get_dataset_config_info,
    get_dataset_config_names,
    get_dataset_infos,
    get_dataset_split_names,
    inspect_dataset,
    inspect_metric,
)


snake_case_    					=	pytest.mark.integration

@pytest.mark.parametrize('path'		,     ['paws', 'csv']						)
def 			_lowerCAmelCase				(       lowercase_		,     lowercase_						):
						inspect_dataset(lowercase_		,     lowercase_						)
						UpperCAmelCase					=			path + '.py'
						assert script_name in os.listdir(lowercase_						)
						assert "__pycache__" not in os.listdir(lowercase_						)

@pytest.mark.filterwarnings('ignore:inspect_metric is deprecated:FutureWarning'						)
@pytest.mark.filterwarnings('ignore:metric_module_factory is deprecated:FutureWarning'						)
@pytest.mark.parametrize('path'		,     ['accuracy']						)
def 			_lowerCAmelCase				(       lowercase_		,     lowercase_						):
						inspect_metric(lowercase_		,     lowercase_						)
						UpperCAmelCase					=			path + '.py'
						assert script_name in os.listdir(lowercase_						)
						assert "__pycache__" not in os.listdir(lowercase_						)

@pytest.mark.parametrize(
    'path, config_name, expected_splits'		,     [
        ('squad', 'plain_text', ['train', 'validation']),
        ('dalle-mini/wit', 'dalle-mini--wit', ['train']),
        ('paws', 'labeled_final', ['train', 'test', 'validation']),
    ]		,     )
def 			_lowerCAmelCase				(       lowercase_		,     lowercase_		,     lowercase_						):
						UpperCAmelCase					=			get_dataset_config_info(lowercase_		,     config_name=lowercase_						)
						assert info.config_name == config_name
						assert list(info.splits.keys()						) == expected_splits

@pytest.mark.parametrize(
    'path, config_name, expected_exception'		,     [
        ('paws', None, ValueError),
    ]		,     )
def 			_lowerCAmelCase				(       lowercase_		,     lowercase_		,     lowercase_						):
						with pytest.raises(lowercase_						):
												get_dataset_config_info(lowercase_		,     config_name=lowercase_						)

@pytest.mark.parametrize(
    'path, expected'		,     [
        ('squad', 'plain_text'),
        ('acronym_identification', 'default'),
        ('lhoestq/squad', 'plain_text'),
        ('lhoestq/test', 'default'),
        ('lhoestq/demo1', 'lhoestq--demo1'),
        ('dalle-mini/wit', 'dalle-mini--wit'),
    ]		,     )
def 			_lowerCAmelCase				(       lowercase_		,     lowercase_						):
						UpperCAmelCase					=			get_dataset_config_names(lowercase_						)
						assert expected in config_names

@pytest.mark.parametrize(
    'path, expected_configs, expected_splits_in_first_config'		,     [
        ('squad', ['plain_text'], ['train', 'validation']),
        ('dalle-mini/wit', ['dalle-mini--wit'], ['train']),
        ('paws', ['labeled_final', 'labeled_swap', 'unlabeled_final'], ['train', 'test', 'validation']),
    ]		,     )
def 			_lowerCAmelCase				(       lowercase_		,     lowercase_		,     lowercase_						):
						UpperCAmelCase					=			get_dataset_infos(lowercase_						)
						assert list(infos.keys()						) == expected_configs
						UpperCAmelCase					=			expected_configs[0]
						assert expected_config in infos
						UpperCAmelCase					=			infos[expected_config]
						assert info.config_name == expected_config
						assert list(info.splits.keys()						) == expected_splits_in_first_config

@pytest.mark.parametrize(
    'path, expected_config, expected_splits'		,     [
        ('squad', 'plain_text', ['train', 'validation']),
        ('dalle-mini/wit', 'dalle-mini--wit', ['train']),
        ('paws', 'labeled_final', ['train', 'test', 'validation']),
    ]		,     )
def 			_lowerCAmelCase				(       lowercase_		,     lowercase_		,     lowercase_						):
						UpperCAmelCase					=			get_dataset_infos(lowercase_						)
						assert expected_config in infos
						UpperCAmelCase					=			infos[expected_config]
						assert info.config_name == expected_config
						assert list(info.splits.keys()						) == expected_splits






@pytest.mark.parametrize(
    'path, config_name, expected_exception'		,     [
        ('paws', None, ValueError),
    ]		,     )
def 			_lowerCAmelCase				(       lowercase_		,     lowercase_		,     lowercase_						):
						with pytest.raises(lowercase_						):
												get_dataset_split_names(lowercase_		,     config_name=lowercase_						)










"""simple docstring"""


import importlib
import json
import os
import sys
import tempfile
import unittest
from pathlib import Path

import transformers
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, get_tests_dir


sys.path.append(str(Path(__file__).parent.parent.parent.parent / """utils"""))

from test_module.custom_configuration import CustomConfig  # noqa E402


snake_case_    					=	get_tests_dir("""fixtures/dummy-config.json""")







class 				A_      (					unittest.TestCase    ):



						"""simple docstring"""






						def      UpperCAmelCase__					( self			:int )    ->      Optional[Any]:
												UpperCAmelCase					=			0






						def      UpperCAmelCase__					( self			:List[str] )    ->      str:
												self.assertIsNotNone(transformers.models.auto.__spec__ )
												self.assertIsNotNone(importlib.util.find_spec('transformers.models.auto' ) )






						def      UpperCAmelCase__					( self			:List[Any] )    ->      List[str]:
												UpperCAmelCase					=			AutoConfig.from_pretrained('bert-base-uncased' )
												self.assertIsInstance(lowercase_       ,  lowercase_ )






						def      UpperCAmelCase__					( self			:Optional[int] )    ->      int:
												UpperCAmelCase					=			AutoConfig.from_pretrained(lowercase_ )
												self.assertIsInstance(lowercase_       ,  lowercase_ )






						def      UpperCAmelCase__					( self			:int )    ->      Any:
												UpperCAmelCase					=			AutoConfig.from_pretrained(lowercase_ )
												self.assertIsInstance(lowercase_       ,  lowercase_ )






						def      UpperCAmelCase__					( self			:Optional[Any] )    ->      List[str]:
												UpperCAmelCase					=			AutoConfig.for_model('roberta' )
												self.assertIsInstance(lowercase_       ,  lowercase_ )






						def      UpperCAmelCase__					( self			:str )    ->      List[str]:
												with tempfile.TemporaryDirectory() as tmp_dir:
																		# This model name contains bert and roberta, but roberta ends up being picked.
																		UpperCAmelCase					=			os.path.join(lowercase_       ,  'fake-roberta' )
																		os.makedirs(lowercase_       ,  exist_ok=lowercase_ )
																		with open(os.path.join(lowercase_       ,  'config.json' )       ,  'w' ) as f:
																								f.write(json.dumps({} ) )
																		UpperCAmelCase					=			AutoConfig.from_pretrained(lowercase_ )
																		self.assertEqual(type(lowercase_ )       ,  lowercase_ )






						def      UpperCAmelCase__					( self			:int )    ->      Union[str, Any]:
												try:
																		AutoConfig.register('custom'       ,  lowercase_ )
																		# Wrong model type will raise an error
																		with self.assertRaises(lowercase_ ):
																								AutoConfig.register('model'       ,  lowercase_ )
																		# Trying to register something existing in the Transformers library will raise an error
																		with self.assertRaises(lowercase_ ):
																								AutoConfig.register('bert'       ,  lowercase_ )

																		# Now that the config is registered, it can be used as any other config with the auto-API
																		UpperCAmelCase					=			CustomConfig()
																		with tempfile.TemporaryDirectory() as tmp_dir:
																								config.save_pretrained(lowercase_ )
																								UpperCAmelCase					=			AutoConfig.from_pretrained(lowercase_ )
																								self.assertIsInstance(lowercase_       ,  lowercase_ )

												finally:
																		if "custom" in CONFIG_MAPPING._extra_content:
																								del CONFIG_MAPPING._extra_content["custom"]






						def      UpperCAmelCase__					( self			:str )    ->      Dict:
												with self.assertRaisesRegex(
												    lowercase_       ,  'bert-base is not a local folder and is not a valid model identifier' ):
																		UpperCAmelCase					=			AutoConfig.from_pretrained('bert-base' )






						def      UpperCAmelCase__					( self			:List[Any] )    ->      Optional[int]:
												with self.assertRaisesRegex(
												    lowercase_       ,  R'aaaaaa is not a valid git identifier \(branch name, tag name or commit id\)' ):
																		UpperCAmelCase					=			AutoConfig.from_pretrained(lowercase_       ,  revision='aaaaaa' )






						def      UpperCAmelCase__					( self			:List[str] )    ->      str:
												with self.assertRaisesRegex(
												    lowercase_       ,  'hf-internal-testing/no-config-test-repo does not appear to have a file named config.json.'       ,  ):
																		UpperCAmelCase					=			AutoConfig.from_pretrained('hf-internal-testing/no-config-test-repo' )






						def      UpperCAmelCase__					( self			:str )    ->      int:
												# If remote code is not set, we will time out when asking whether to load the model.
												with self.assertRaises(lowercase_ ):
																		UpperCAmelCase					=			AutoConfig.from_pretrained('hf-internal-testing/test_dynamic_model' )
												# If remote code is disabled, we can't load this config.
												with self.assertRaises(lowercase_ ):
																		UpperCAmelCase					=			AutoConfig.from_pretrained('hf-internal-testing/test_dynamic_model'       ,  trust_remote_code=lowercase_ )

												UpperCAmelCase					=			AutoConfig.from_pretrained('hf-internal-testing/test_dynamic_model'       ,  trust_remote_code=lowercase_ )
												self.assertEqual(config.__class__.__name__       ,  'NewModelConfig' )

												# Test config can be reloaded.
												with tempfile.TemporaryDirectory() as tmp_dir:
																		config.save_pretrained(lowercase_ )
																		UpperCAmelCase					=			AutoConfig.from_pretrained(lowercase_       ,  trust_remote_code=lowercase_ )
												self.assertEqual(reloaded_config.__class__.__name__       ,  'NewModelConfig' )






						def      UpperCAmelCase__					( self			:List[Any] )    ->      Optional[int]:







												class 				A_      (					SCREAMING_SNAKE_CASE_    ):



																		"""simple docstring"""
																		__UpperCamelCase		    =							"""new-model"""

												try:
																		AutoConfig.register('new-model'       ,  lowercase_ )
																		# If remote code is not set, the default is to use local
																		UpperCAmelCase					=			AutoConfig.from_pretrained('hf-internal-testing/test_dynamic_model' )
																		self.assertEqual(config.__class__.__name__       ,  'NewModelConfigLocal' )

																		# If remote code is disabled, we load the local one.
																		UpperCAmelCase					=			AutoConfig.from_pretrained('hf-internal-testing/test_dynamic_model'       ,  trust_remote_code=lowercase_ )
																		self.assertEqual(config.__class__.__name__       ,  'NewModelConfigLocal' )

																		# If remote is enabled, we load from the Hub
																		UpperCAmelCase					=			AutoConfig.from_pretrained('hf-internal-testing/test_dynamic_model'       ,  trust_remote_code=lowercase_ )
																		self.assertEqual(config.__class__.__name__       ,  'NewModelConfig' )

												finally:
																		if "new-model" in CONFIG_MAPPING._extra_content:
																								del CONFIG_MAPPING._extra_content["new-model"]





