



from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging
from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices


_lowerCamelCase						    =  logging.get_logger(__name__)

_lowerCamelCase						    =  {
    """microsoft/swin-tiny-patch4-window7-224""": (
        """https://huggingface.co/microsoft/swin-tiny-patch4-window7-224/resolve/main/config.json"""
    ),
    # See all Swin models at https://huggingface.co/models?filter=swin
}

class       _SCREAMING_SNAKE_CASE	(_a			,    _a ):
     lowerCAmelCase					=			"""swin"""

     lowerCAmelCase					=			{
         """num_attention_heads""": """num_heads""",
         """num_hidden_layers""": """num_layers""",
     }





     def __init__(       self :							List[str]     ,  UpperCamelCase :							List[Any]=2_2_4     ,  UpperCamelCase :							Optional[Any]=4     ,  UpperCamelCase :							int=3     ,  UpperCamelCase :							str=9_6     ,  UpperCamelCase :							Optional[Any]=[2, 2, 6, 2]     ,  UpperCamelCase :							Optional[int]=[3, 6, 1_2, 2_4]     ,  UpperCamelCase :							List[str]=7     ,  UpperCamelCase :							Optional[int]=4.0     ,  UpperCamelCase :							Union[str, Any]=True     ,  UpperCamelCase :							Optional[Any]=0.0     ,  UpperCamelCase :							Union[str, Any]=0.0     ,  UpperCamelCase :							Optional[Any]=0.1     ,  UpperCamelCase :							Optional[Any]="gelu"     ,  UpperCamelCase :							List[str]=False     ,  UpperCamelCase :							Tuple=0.0_2     ,  UpperCamelCase :							int=1E-5     ,  UpperCamelCase :							Union[str, Any]=3_2     ,  UpperCamelCase :							Tuple=None     ,  UpperCamelCase :							Any=None     ,  **UpperCamelCase :							Any     ,  )->List[str]:
      super().__init__(**_A				)

      __SCREAMING_SNAKE_CASE       :    List[Any]       =	image_size
      __SCREAMING_SNAKE_CASE       :    Optional[Any]       =	patch_size
      __SCREAMING_SNAKE_CASE       :    Union[str, Any]       =	num_channels
      __SCREAMING_SNAKE_CASE       :    Tuple       =	embed_dim
      __SCREAMING_SNAKE_CASE       :    Any       =	depths
      __SCREAMING_SNAKE_CASE       :    Tuple       =	len(_A				)
      __SCREAMING_SNAKE_CASE       :    Union[str, Any]       =	num_heads
      __SCREAMING_SNAKE_CASE       :    Optional[int]       =	window_size
      __SCREAMING_SNAKE_CASE       :    Optional[Any]       =	mlp_ratio
      __SCREAMING_SNAKE_CASE       :    str       =	qkv_bias
      __SCREAMING_SNAKE_CASE       :    List[str]       =	hidden_dropout_prob
      __SCREAMING_SNAKE_CASE       :    Any       =	attention_probs_dropout_prob
      __SCREAMING_SNAKE_CASE       :    List[str]       =	drop_path_rate
      __SCREAMING_SNAKE_CASE       :    Any       =	hidden_act
      __SCREAMING_SNAKE_CASE       :    Optional[int]       =	use_absolute_embeddings
      __SCREAMING_SNAKE_CASE       :    Tuple       =	layer_norm_eps
      __SCREAMING_SNAKE_CASE       :    List[str]       =	initializer_range
      __SCREAMING_SNAKE_CASE       :    List[str]       =	encoder_stride
      # we set the hidden_size attribute in order to make Swin work with VisionEncoderDecoderModel
      # this indicates the channel dimension after the last stage of the model
      __SCREAMING_SNAKE_CASE       :    str       =	int(embed_dim * 2 ** (len(_A				) - 1)				)
      __SCREAMING_SNAKE_CASE       :    Any       =	["stem"] + [F"""stage{idx}""" for idx in range(1     ,  len(_A				) + 1				)]
      __SCREAMING_SNAKE_CASE,		__SCREAMING_SNAKE_CASE       :    Any       =	get_aligned_output_features_output_indices(
          out_features=_A     ,  out_indices=_A     ,  stage_names=self.stage_names				)






class       _SCREAMING_SNAKE_CASE	(_a ):
     lowerCAmelCase					=			version.parse("""1.11""" )





     @property
     def 	__snake_case    (       self :							Any				)->Tuple:
      return OrderedDict(
          [
              ("pixel_values", {0: "batch", 1: "num_channels", 2: "height", 3: "width"}),
          ]				)






     @property
     def 	__snake_case    (       self :							List[Any]				)->Optional[int]:
      return 1E-4










import importlib
import shutil
import threading
import warnings
from typing import List

import fsspec
import fsspec.asyn

from . import compression
from .hffilesystem import HfFileSystem


_lowerCamelCase						    =  importlib.util.find_spec("""s3fs""") is not None

if _has_safs:
      from .safilesystem import SaFileSystem  # noqa: F401

_lowerCamelCase						    =  [
    compression.BzaFileSystem,
    compression.GzipFileSystem,
    compression.LzaFileSystem,
    compression.XzFileSystem,
    compression.ZstdFileSystem,
]

# Register custom filesystems
for fs_class in COMPRESSION_FILESYSTEMS + [HfFileSystem]:
      if fs_class.protocol in fsspec.registry and fsspec.registry[fs_class.protocol] is not fs_class:
            warnings.warn(f'''A filesystem protocol was already set for {fs_class.protocol} and will be overwritten.''')
      fsspec.register_implementation(fs_class.protocol, fs_class, clobber=True)






def 	_lowerCAmelCase						(				__lowerCamelCase   :     str     ):



 """simple docstring"""





 if "://" in dataset_path:
  __SCREAMING_SNAKE_CASE       :    Any       =	dataset_path.split("://"     )[1]
 return dataset_path






def 	_lowerCAmelCase						(				__lowerCamelCase   :     fsspec.AbstractFileSystem     ):



 """simple docstring"""





 if fs is not None and fs.protocol != "file":
  return True
 else:
  return False






def 	_lowerCAmelCase						(				__lowerCamelCase   :     fsspec.AbstractFileSystem		,	__lowerCamelCase   :     str		,	__lowerCamelCase   :     str     ):



 """simple docstring"""





 __SCREAMING_SNAKE_CASE       :    Optional[int]       =	not is_remote_filesystem(__lowerCamelCase     )
 if is_local:
  # LocalFileSystem.mv does copy + rm, it is more efficient to simply move a local directory
  shutil.move(fs._strip_protocol(__lowerCamelCase     )		,	fs._strip_protocol(__lowerCamelCase     )     )
 else:
  fs.mv(__lowerCamelCase		,	__lowerCamelCase		,	recursive=__lowerCamelCase     )






def 	_lowerCAmelCase						(				):



 """simple docstring"""





 if hasattr(fsspec.asyn		,	"reset_lock"     ):
  # for future fsspec>2022.05.0
  fsspec.asyn.reset_lock()
 else:
  __SCREAMING_SNAKE_CASE       :    Tuple       =	None
  __SCREAMING_SNAKE_CASE       :    Optional[Any]       =	None
  __SCREAMING_SNAKE_CASE       :    Dict       =	threading.Lock()






