






"""simple docstring"""


import argparse
import os
import re


_UpperCamelCase    :   Tuple   			=						"""src/transformers"""

# Pattern that looks at the indentation in a line.
_UpperCamelCase    :   str   			=						re.compile(r'^(\s*)\S')
# Pattern that matches `"key":" and puts `key` in group 0.
_UpperCamelCase    :   str   			=						re.compile(r'^\s*\"([^\"]+)\":')
# Pattern that matches `_import_structure["key"]` and puts `key` in group 0.
_UpperCamelCase    :   Optional[int]   			=						re.compile(r'^\s*_import_structure\[\"([^\"]+)\"\]')
# Pattern that matches `"key",` and puts `key` in group 0.
_UpperCamelCase    :   List[str]   			=						re.compile(r'^\s*\"([^\"]+)\",\s*$')
# Pattern that matches any `[stuff]` and puts `stuff` in group 0.
_UpperCamelCase    :   Optional[int]   			=						re.compile(r'\[([^\]]+)\]')




def       snake_case  (A_				:Tuple				):







		'''simple docstring'''

		a					:      int    =       _re_indent.search(_A				)
		return "" if search is None else search.groups()[0]




def       snake_case  (A_				:Dict     ,      A_				:int=""     ,      A_				:Any=None     ,      A_				:Optional[int]=None				):







		'''simple docstring'''

		a					:      int    =       0
		a					:      Dict    =       code.split('\n'				)
		if start_prompt is not None:
				while not lines[index].startswith(_A				):
						index += 1
				a					:      Dict    =       ['\n'.join(lines[:index]				)]
		else:
				a					:      str    =       []

		# We split into blocks until we get to the `end_prompt` (or the end of the block).
		a					:      List[Any]    =       [lines[index]]
		index += 1
		while index < len(_A				) and (end_prompt is None or not lines[index].startswith(_A				)):
				if len(lines[index]				) > 0 and get_indent(lines[index]				) == indent_level:
						if len(_A				) > 0 and get_indent(current_block[-1]				).startswith(indent_level + ' '				):
								current_block.append(lines[index]				)
								blocks.append('\n'.join(_A				)				)
								if index < len(_A				) - 1:
										a					:      Union[str, Any]    =       [lines[index + 1]]
										index += 1
								else:
										a					:      Union[str, Any]    =       []
						else:
								blocks.append('\n'.join(_A				)				)
								a					:      List[str]    =       [lines[index]]
				else:
						current_block.append(lines[index]				)
				index += 1

		# Adds current block if it's nonempty.
		if len(_A				) > 0:
				blocks.append('\n'.join(_A				)				)

		# Add final block after end_prompt if provided.
		if end_prompt is not None and index < len(_A				):
				blocks.append('\n'.join(lines[index:]				)				)

		return blocks




def       snake_case  (A_				:str				):







		'''simple docstring'''

		def _inner(A_				:List[str]				):
				return key(_A				).lower().replace('_'     ,      ''				)

		return _inner




def       snake_case  (A_				:Optional[int]     ,      A_				:Optional[Any]=None				):







		'''simple docstring'''

		def noop(A_				:List[Any]				):
				return x

		if key is None:
				a					:      List[Any]    =       noop
		# Constants are all uppercase, they go first.
		a					:      List[Any]    =       [obj for obj in objects if key(_A				).isupper()]
		# Classes are not all uppercase but start with a capital, they go second.
		a					:      Tuple    =       [obj for obj in objects if key(_A				)[0].isupper() and not key(_A				).isupper()]
		# Functions begin with a lowercase, they go last.
		a					:      List[str]    =       [obj for obj in objects if not key(_A				)[0].isupper()]

		a					:      Dict    =       ignore_underscore(_A				)
		return sorted(_A     ,      key=_A				) + sorted(_A     ,      key=_A				) + sorted(_A     ,      key=_A				)




def       snake_case  (A_				:Union[str, Any]				):







		'''simple docstring'''

		def _replace(A_				:List[str]				):
				a					:      Dict    =       match.groups()[0]
				if "," not in imports:
						return f'''[{imports}]'''
				a					:      Union[str, Any]    =       [part.strip().replace('"'     ,      ''				) for part in imports.split(','				)]
				# We will have a final empty element if the line finished with a comma.
				if len(keys[-1]				) == 0:
						a					:      int    =       keys[:-1]
				return "[" + ", ".join([f'''"{k}"''' for k in sort_objects(_A				)]				) + "]"

		a					:      Tuple    =       import_statement.split('\n'				)
		if len(_A				) > 3:
				# Here we have to sort internal imports that are on several lines (one per name):
				# key: [
				#     "object1",
				#     "object2",
				#     ...
				# ]

				# We may have to ignore one or two lines on each side.
				a					:      Optional[Any]    =       2 if lines[1].strip() == '[' else 1
				a					:      List[str]    =       [(i, _re_strip_line.search(_A				).groups()[0]) for i, line in enumerate(lines[idx:-idx]				)]
				a					:      Dict    =       sort_objects(_A     ,      key=lambda A_				: x[1]				)
				a					:      Tuple    =       [lines[x[0] + idx] for x in sorted_indices]
				return "\n".join(lines[:idx] + sorted_lines + lines[-idx:]				)
		elif len(_A				) == 3:
				# Here we have to sort internal imports that are on one separate line:
				# key: [
				#     "object1", "object2", ...
				# ]
				if _re_bracket_content.search(lines[1]				) is not None:
						a					:      Tuple    =       _re_bracket_content.sub(_replace     ,      lines[1]				)
				else:
						a					:      Optional[Any]    =       [part.strip().replace('"'     ,      ''				) for part in lines[1].split(','				)]
						# We will have a final empty element if the line finished with a comma.
						if len(keys[-1]				) == 0:
								a					:      List[str]    =       keys[:-1]
						a					:      Optional[Any]    =       get_indent(lines[1]				) + ', '.join([f'''"{k}"''' for k in sort_objects(_A				)]				)
				return "\n".join(_A				)
		else:
				# Finally we have to deal with imports fitting on one line
				a					:      Union[str, Any]    =       _re_bracket_content.sub(_replace     ,      _A				)
				return import_statement




def       snake_case  (A_				:List[Any]     ,      A_				:str=True				):







		'''simple docstring'''

		with open(_A     ,      encoding='utf-8'				) as f:
				a					:      Any    =       f.read()

		if "_import_structure" not in code:
				return

		# Blocks of indent level 0
		a					:      Tuple    =       split_code_in_indented_blocks(
		    _A     ,      start_prompt='_import_structure = {'     ,      end_prompt='if TYPE_CHECKING:'				)

		# We ignore block 0 (everything untils start_prompt) and the last block (everything after end_prompt).
		for block_idx in range(1     ,      len(_A				) - 1				):
				# Check if the block contains some `_import_structure`s thingy to sort.
				a					:      Tuple    =       main_blocks[block_idx]
				a					:      int    =       block.split('\n'				)

				# Get to the start of the imports.
				a					:      Tuple    =       0
				while line_idx < len(_A				) and "_import_structure" not in block_lines[line_idx]:
						# Skip dummy import blocks
						if "import dummy" in block_lines[line_idx]:
								a					:      Dict    =       len(_A				)
						else:
								line_idx += 1
				if line_idx >= len(_A				):
						continue

				# Ignore beginning and last line: they don't contain anything.
				a					:      str    =       '\n'.join(block_lines[line_idx:-1]				)
				a					:      Tuple    =       get_indent(block_lines[1]				)
				# Slit the internal block into blocks of indent level 1.
				a					:      List[Any]    =       split_code_in_indented_blocks(_A     ,      indent_level=_A				)
				# We have two categories of import key: list or _import_structure[key].append/extend
				a					:      Optional[int]    =       _re_direct_key if '_import_structure = {' in block_lines[0] else _re_indirect_key
				# Grab the keys, but there is a trap: some lines are empty or just comments.
				a					:      int    =       [(pattern.search(_A				).groups()[0] if pattern.search(_A				) is not None else None) for b in internal_blocks]
				# We only sort the lines with a key.
				a					:      Dict    =       [(i, key) for i, key in enumerate(_A				) if key is not None]
				a					:      Optional[int]    =       [x[0] for x in sorted(_A     ,      key=lambda A_				: x[1]				)]

				# We reorder the blocks by leaving empty lines/comments as they were and reorder the rest.
				a					:      int    =       0
				a					:      Optional[Any]    =       []
				for i in range(len(_A				)				):
						if keys[i] is None:
								reorderded_blocks.append(internal_blocks[i]				)
						else:
								a					:      Optional[Any]    =       sort_objects_in_import(internal_blocks[sorted_indices[count]]				)
								reorderded_blocks.append(_A				)
								count += 1

        # And we put our main block back together with its first and last line.
				a					:      Optional[int]    =       '\n'.join(block_lines[:line_idx] + reorderded_blocks + [block_lines[-1]]				)

		if code != "\n".join(_A				):
				if check_only:
						return True
				else:
						print(f'''Overwriting {file}.'''				)
						with open(_A     ,      'w'     ,      encoding='utf-8'				) as f:
								f.write('\n'.join(_A				)				)




def       snake_case  (A_				:Dict=True				):







		'''simple docstring'''

		a					:      int    =       []
		for root, _, files in os.walk(_A				):
				if "__init__.py" in files:
						a					:      Optional[Any]    =       sort_imports(os.path.join(_A     ,      '__init__.py'				)     ,      check_only=_A				)
						if result:
								a					:      Optional[int]    =       [os.path.join(_A     ,      '__init__.py'				)]
		if len(_A				) > 0:
				raise ValueError(f'''Would overwrite {len(_A				)} files, run `make style`.'''				)


if __name__ == "__main__":
			_UpperCamelCase    :   List[Any]   			=						argparse.ArgumentParser()
			parser.add_argument('--check_only', action='store_true', help='Whether to only check or fix style.')
			_UpperCamelCase    :   List[str]   			=						parser.parse_args()

			sort_imports_in_all_inits(check_only=args.check_only)












"""simple docstring"""


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


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

_UpperCamelCase    :   List[Any]   			=						{
    'microsoft/beit-base-patch16-224-pt22k': (
        'https://huggingface.co/microsoft/beit-base-patch16-224-pt22k/resolve/main/config.json'
    ),
    # See all BEiT models at https://huggingface.co/models?filter=beit
}






class 						snake_case  (  UpperCAmelCase	):
    __magic_name__   					=					'''beit'''





    def __init__(							self     : int    ,		A     : int=8_1_9_2    ,		A     : List[Any]=7_6_8    ,		A     : str=1_2    ,		A     : str=1_2    ,		A     : Dict=3_0_7_2    ,		A     : Optional[int]="gelu"    ,		A     : List[Any]=0.0    ,		A     : Union[str, Any]=0.0    ,		A     : Optional[Any]=0.02    ,		A     : Optional[int]=1E-12    ,		A     : Dict=2_2_4    ,		A     : str=1_6    ,		A     : Optional[Any]=3    ,		A     : List[Any]=False    ,		A     : Union[str, Any]=False    ,		A     : Optional[Any]=False    ,		A     : int=False    ,		A     : List[str]=0.1    ,		A     : Union[str, Any]=0.1    ,		A     : str=True    ,		A     : Tuple=[3, 5, 7, 1_1]    ,		A     : List[str]=[1, 2, 3, 6]    ,		A     : Optional[Any]=True    ,		A     : Union[str, Any]=0.4    ,		A     : Any=2_5_6    ,		A     : List[Any]=1    ,		A     : Optional[Any]=False    ,		A     : Any=2_5_5    ,		**A     : List[Any]    ,		):


      '''simple docstring'''




      super().__init__(**A      )

      a					:      Optional[int]    =       vocab_size
      a					:      Dict    =       hidden_size
      a					:      Optional[int]    =       num_hidden_layers
      a					:      Tuple    =       num_attention_heads
      a					:      Optional[int]    =       intermediate_size
      a					:      Optional[Any]    =       hidden_act
      a					:      Optional[int]    =       hidden_dropout_prob
      a					:      Optional[int]    =       attention_probs_dropout_prob
      a					:      Optional[Any]    =       initializer_range
      a					:      Union[str, Any]    =       layer_norm_eps

      a					:      Union[str, Any]    =       image_size
      a					:      str    =       patch_size
      a					:      Optional[Any]    =       num_channels
      a					:      List[str]    =       use_mask_token
      a					:      Optional[Any]    =       use_absolute_position_embeddings
      a					:      Any    =       use_relative_position_bias
      a					:      Any    =       use_shared_relative_position_bias
      a					:      Dict    =       layer_scale_init_value
      a					:      Optional[int]    =       drop_path_rate
      a					:      Dict    =       use_mean_pooling
      # decode head attributes (semantic segmentation)
      a					:      Optional[Any]    =       out_indices
      a					:      List[str]    =       pool_scales
      # auxiliary head attributes (semantic segmentation)
      a					:      Tuple    =       use_auxiliary_head
      a					:      Dict    =       auxiliary_loss_weight
      a					:      Any    =       auxiliary_channels
      a					:      Dict    =       auxiliary_num_convs
      a					:      List[str]    =       auxiliary_concat_input
      a					:      List[Any]    =       semantic_loss_ignore_index






class 						snake_case  (  UpperCAmelCase	):
    __magic_name__   					=					version.parse('''1.11'''	)





    @property
    def     lowerCamelCase__				(							self     : List[str]      ):


      '''simple docstring'''




      return OrderedDict(
          [
              ('pixel_values', {0: 'batch', 1: 'num_channels', 2: 'height', 3: 'width'}),
          ]      )





    @property
    def     lowerCamelCase__				(							self     : Optional[Any]      ):


      '''simple docstring'''




      return 1E-4




