





from typing import Optional

from .. import Features, NamedSplit
from ..packaged_modules.text.text import Text
from ..utils.typing import NestedDataStructureLike, PathLike
from .abc import AbstractDatasetReader

class  __A       (  a      ):


				def __init__(						self				,	UpperCAmelCase_				,	UpperCAmelCase_ = None				,	UpperCAmelCase_ = None				,	UpperCAmelCase_ = None				,	UpperCAmelCase_ = False				,	UpperCAmelCase_ = False				,	UpperCAmelCase_ = None				,	**UpperCAmelCase_				,	):
								super().__init__(
								    _A				,	split=_A				,	features=_A				,	cache_dir=_A				,	keep_in_memory=_A				,	streaming=_A				,	num_proc=_A				,	**_A				,	)
								lowerCamelCase			=path_or_paths if isinstance(_A				,	_A							) else {self.split: path_or_paths}
								lowerCamelCase			=Text(
								    cache_dir=_A				,	data_files=_A				,	features=_A				,	**_A				,	)


				def _snake_case    (						self							):
								# Build iterable dataset
								if self.streaming:
												lowerCamelCase			=self.builder.as_streaming_dataset(split=self.split							)
								# Build regular (map-style) dataset
								else:
												lowerCamelCase			=None
												lowerCamelCase			=None
												lowerCamelCase			=None
												lowerCamelCase			=None

												self.builder.download_and_prepare(
												    download_config=_A				,	download_mode=_A				,	verification_mode=_A				,	base_path=_A				,	num_proc=self.num_proc				,	)
												lowerCamelCase			=self.builder.as_dataset(
												    split=self.split				,	verification_mode=_A				,	in_memory=self.keep_in_memory							)
								return dataset









from ...configuration_utils import PretrainedConfig
from ...utils import logging


UpperCAmelCase__  :     Union[str, Any]   			=logging.get_logger(__name__)

UpperCAmelCase__  :     Any   			={
    '''sayakpaul/vit-msn-base''': '''https://huggingface.co/sayakpaul/vit-msn-base/resolve/main/config.json''',
    # See all ViT MSN models at https://huggingface.co/models?filter=vit_msn
}

class  __A       (  a      ):
				__A								=			"""vit_msn"""


				def __init__(						self				,	UpperCAmelCase_=768				,	UpperCAmelCase_=12				,	UpperCAmelCase_=12				,	UpperCAmelCase_=3072				,	UpperCAmelCase_="gelu"				,	UpperCAmelCase_=0.0				,	UpperCAmelCase_=0.0				,	UpperCAmelCase_=0.0_2				,	UpperCAmelCase_=1E-06				,	UpperCAmelCase_=224				,	UpperCAmelCase_=16				,	UpperCAmelCase_=3				,	UpperCAmelCase_=True				,	**UpperCAmelCase_				,	):
								super().__init__(**UpperCAmelCase_							)

								lowerCamelCase			=hidden_size
								lowerCamelCase			=num_hidden_layers
								lowerCamelCase			=num_attention_heads
								lowerCamelCase			=intermediate_size
								lowerCamelCase			=hidden_act
								lowerCamelCase			=hidden_dropout_prob
								lowerCamelCase			=attention_probs_dropout_prob
								lowerCamelCase			=initializer_range
								lowerCamelCase			=layer_norm_eps
								lowerCamelCase			=image_size
								lowerCamelCase			=patch_size
								lowerCamelCase			=num_channels
								lowerCamelCase			=qkv_bias





