




"""simple docstring"""






from typing import Callable, Optional

from .. import Features
from ..packaged_modules.generator.generator import Generator
from .abc import AbstractDatasetInputStream




class   a__			(       __lowercase  ):





						def __init__(							self      :	Union[str, Any]     ,a__      :	List[Any]     ,a__      :	Tuple = None     ,a__      :	Any = None     ,a__      :	Optional[Any] = False     ,a__      :	Any = False     ,a__      :	str = None     ,a__      :	List[str] = None     ,**a__      :	Tuple     ,)						->       List[str]:




											"""simple docstring"""







											super().__init__(
											    features=__A     ,cache_dir=__A     ,keep_in_memory=__A     ,streaming=__A     ,num_proc=__A     ,**__A     ,)
											_lowerCAmelCase:Dict									=  Generator(
											    cache_dir=__A     ,features=__A     ,generator=__A     ,gen_kwargs=__A     ,**__A     ,)







						def       __UpperCamelCase     (							self      :	Optional[int])						->       List[str]:




											"""simple docstring"""







											if self.streaming:
																_lowerCAmelCase:List[Any]									=  self.builder.as_streaming_dataset(split='''train''')
											# Build regular (map-style) dataset
											else:
																_lowerCAmelCase:int									=  None
																_lowerCAmelCase:List[Any]									=  None
																_lowerCAmelCase:Optional[int]									=  None
																_lowerCAmelCase:int									=  None

																self.builder.download_and_prepare(
																    download_config=__A     ,download_mode=__A     ,verification_mode=__A     ,base_path=__A     ,num_proc=self.num_proc     ,)
																_lowerCAmelCase:Optional[Any]									=  self.builder.as_dataset(
																    split='''train'''     ,verification_mode=__A     ,in_memory=self.keep_in_memory)
											return dataset












"""simple docstring"""






import warnings

from ...utils import logging
from .image_processing_poolformer import PoolFormerImageProcessor


UpperCamelCase__						=			logging.get_logger(__name__)




class   a__			(       UpperCamelCase_  ):





						def __init__(							self      :	Dict     ,*a__      :	List[str]     ,**a__      :	str)						->       None:




											"""simple docstring"""







											warnings.warn(
											    '''The class PoolFormerFeatureExtractor is deprecated and will be removed in version 5 of Transformers.'''
											    ''' Please use PoolFormerImageProcessor instead.'''     ,a__     ,)
											super().__init__(*a__     ,**a__)






