'''simple docstring'''




from unittest import TestCase

from datasets import Dataset
from minhash_deduplication import deduplicate_dataset, make_duplicate_clusters




def 							lowerCamelCase			(   )    ->   Tuple:
							lowercase_      :    Optional[Any]       		= {
							    """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(UpperCAmelCase__				)
							return dataset





class 					__magic_name__		(					UpperCamelCase__):







			def 			SCREAMING_SNAKE_CASE_  (			self       :						Tuple					):
										lowercase_      :    List[str]       		= get_dataset()
										lowercase_      :    str       		= make_duplicate_clusters(lowercase_       ,    0.85					)
										self.assertEqual(len(duplicate_clusters[0]					)       ,    2					)







			def 			SCREAMING_SNAKE_CASE_  (			self       :						Optional[int]					):
										lowercase_      :    List[str]       		= get_dataset()
										lowercase_		,		lowercase_      :    Union[str, Any]       		= deduplicate_dataset(lowercase_					)
										self.assertEqual(len(lowercase_					)       ,    2					)
										print(lowercase_					)
										self.assertEqual(duplicate_clusters[0][0]["""copies"""]       ,    2					)
										self.assertEqual(duplicate_clusters[0][0]["""is_extreme"""]       ,    lowercase_					)






'''simple docstring'''




import copy
from dataclasses import dataclass, field
from typing import ClassVar, Dict

from ..features import ClassLabel, Features, Image
from .base import TaskTemplate





@dataclass(frozen=_UpperCAmelCase)
class 					__magic_name__		(					_UpperCAmelCase):
			UpperCamelCase__       = field(default='''image-classification''',  metadata={'''include_in_asdict_even_if_is_default''': True})
			UpperCamelCase__       = Features({'''image''': Image()})
			UpperCamelCase__       = Features({'''labels''': ClassLabel})
			UpperCamelCase__       = "image"
			UpperCamelCase__       = "labels"







			def 			SCREAMING_SNAKE_CASE_  (			self       :						Tuple       ,    lowercase_       :						str					):
										if self.label_column not in features:
																	raise ValueError(f'''Column {self.label_column} is not present in features.'''					)
										if not isinstance(features[self.label_column]       ,    lowercase_					):
																	raise ValueError(f'''Column {self.label_column} is not a ClassLabel.'''					)
										lowercase_      :    List[str]       		= copy.deepcopy(self					)
										lowercase_      :    List[str]       		= self.label_schema.copy()
										lowercase_      :    List[Any]       		= features[self.label_column]
										lowercase_      :    Optional[Any]       		= label_schema
										return task_template







			@property
			def 			SCREAMING_SNAKE_CASE_  (			self       :						int					):
										return {
										    self.image_column: "image",
										    self.label_column: "labels",
										}





