
'''simple docstring'''







from unittest import TestCase

from datasets import Dataset
from minhash_deduplication import deduplicate_dataset, make_duplicate_clusters
def  snake_case_		(    ):



						"""simple docstring"""





						lowercase_     :					List[str]													=	{
						    '''repo_name''': ['''test_repo1''', '''test_repo2''', '''test_repo3'''],
						    '''path''': ['''test_1.py''', '''test_2.py''', '''unit_test.py'''],
						    '''content''': ['''a ''' * 20, '''a ''' * 30, '''b ''' * 7],
						}
						lowercase_     :					Optional[int]													=	Dataset.from_dict(__SCREAMING_SNAKE_CASE							)
						return dataset






class 			lowerCAmelCase__       (  lowerCamelCase_					):






					def      _snake_case   (       self		):


											"""simple docstring"""





											lowercase_     :					Optional[Any]													=	get_dataset()
											lowercase_     :					int													=	make_duplicate_clusters(__SCREAMING_SNAKE_CASE    ,							0.85		)
											self.assertEqual(len(duplicate_clusters[0]		)    ,							2		)






					def      _snake_case   (       self		):


											"""simple docstring"""





											lowercase_     :					List[str]													=	get_dataset()
											lowercase_						,			lowercase_     :					str													=	deduplicate_dataset(__SCREAMING_SNAKE_CASE		)
											self.assertEqual(len(__SCREAMING_SNAKE_CASE		)    ,							2		)
											print(__SCREAMING_SNAKE_CASE		)
											self.assertEqual(duplicate_clusters[0][0]['''copies''']    ,							2		)
											self.assertEqual(duplicate_clusters[0][0]['''is_extreme''']    ,							__SCREAMING_SNAKE_CASE		)





'''simple docstring'''







from typing import TYPE_CHECKING

from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available


_lowercase			:  Tuple   							=	{"configuration_vit_msn": ["VIT_MSN_PRETRAINED_CONFIG_ARCHIVE_MAP", "ViTMSNConfig"]}

try:
							if not is_torch_available():
														raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
							pass
else:
							_lowercase			:  str   							=	[
							    "VIT_MSN_PRETRAINED_MODEL_ARCHIVE_LIST",
							    "ViTMSNModel",
							    "ViTMSNForImageClassification",
							    "ViTMSNPreTrainedModel",
							]

if TYPE_CHECKING:
							from .configuration_vit_msn import VIT_MSN_PRETRAINED_CONFIG_ARCHIVE_MAP, ViTMSNConfig

							try:
														if not is_torch_available():
																					raise OptionalDependencyNotAvailable()
							except OptionalDependencyNotAvailable:
														pass
							else:
														from .modeling_vit_msn import (
														    VIT_MSN_PRETRAINED_MODEL_ARCHIVE_LIST,
														    ViTMSNForImageClassification,
														    ViTMSNModel,
														    ViTMSNPreTrainedModel,
														)

else:
							import sys

							_lowercase			:  int   							=	_LazyModule(__name__, globals()["__file__"], _import_structure, module_spec=__spec__)



