


"""simple docstring"""







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


__lowercase    					=      logging.get_logger(__name__)






class 						_A  (  _a    ,_a  ):







    """simple docstring"""




    UpperCAmelCase       :							Optional[Any]	=       """maskformer-swin"""

    UpperCAmelCase       :							Optional[int]	=       {
        """num_attention_heads""": """num_heads""",
        """num_hidden_layers""": """num_layers""",
    }






    def __init__(					self				:    Any				, __UpperCAmelCase				:    List[Any]=224				, __UpperCAmelCase				:    Dict=4				, __UpperCAmelCase				:    int=3				, __UpperCAmelCase				:    int=96				, __UpperCAmelCase				:    Any=[2, 2, 6, 2]				, __UpperCAmelCase				:    Tuple=[3, 6, 12, 24]				, __UpperCAmelCase				:    Tuple=7				, __UpperCAmelCase				:    Dict=4.0				, __UpperCAmelCase				:    Union[str, Any]=True				, __UpperCAmelCase				:    Any=0.0				, __UpperCAmelCase				:    Optional[Any]=0.0				, __UpperCAmelCase				:    List[Any]=0.1				, __UpperCAmelCase				:    List[Any]="gelu"				, __UpperCAmelCase				:    Any=False				, __UpperCAmelCase				:    Optional[int]=0.02				, __UpperCAmelCase				:    Dict=1e-5				, __UpperCAmelCase				:    Union[str, Any]=None				, __UpperCAmelCase				:    str=None				, **__UpperCAmelCase				:    List[str]				, ):
      super().__init__(**__UpperCAmelCase)

      a						:		int      							=			image_size
      a						:		str      							=			patch_size
      a						:		Optional[int]      							=			num_channels
      a						:		str      							=			embed_dim
      a						:		int      							=			depths
      a						:		Dict      							=			len(__UpperCAmelCase)
      a						:		Dict      							=			num_heads
      a						:		Union[str, Any]      							=			window_size
      a						:		Optional[Any]      							=			mlp_ratio
      a						:		Any      							=			qkv_bias
      a						:		str      							=			hidden_dropout_prob
      a						:		List[str]      							=			attention_probs_dropout_prob
      a						:		Optional[int]      							=			drop_path_rate
      a						:		List[str]      							=			hidden_act
      a						:		int      							=			use_absolute_embeddings
      a						:		int      							=			layer_norm_eps
      a						:		List[str]      							=			initializer_range
      # 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
      a						:		Dict      							=			int(embed_dim * 2 ** (len(__UpperCAmelCase) - 1))
      a						:		List[Any]      							=			["stem"] + [f'''stage{idx}''' for idx in range(1				, len(__UpperCAmelCase) + 1)]
      a							,		a						:		int      							=			get_aligned_output_features_output_indices(
          out_features=__UpperCAmelCase				, out_indices=__UpperCAmelCase				, stage_names=self.stage_names)











'''simple docstring'''





import argparse
import os
import re


__a          =		"src/transformers"

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





def 						__snake_case(				_lowerCAmelCase		)		-> List[Any]:
      snake_case__  :    int    						=      _re_indent.search(_lowerCAmelCase		)
      return "" if search is None else search.groups()[0]





def 						__snake_case(				_lowerCAmelCase     ,   _lowerCAmelCase=""     ,   _lowerCAmelCase=None     ,   _lowerCAmelCase=None		)		-> List[str]:
      snake_case__  :    str    						=      0
      snake_case__  :    Union[str, Any]    						=      code.split("""\n"""		)
      if start_prompt is not None:
            while not lines[index].startswith(_lowerCAmelCase		):
                  index += 1
            snake_case__  :    Tuple    						=      ["""\n""".join(lines[:index]		)]
      else:
            snake_case__  :    List[str]    						=      []

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

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

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

      return blocks





def 						__snake_case(				_lowerCAmelCase		)		-> Tuple:

      def _inner(_lowerCAmelCase		):
            return key(_lowerCAmelCase		).lower().replace("""_"""     ,   """"""		)

      return _inner





def 						__snake_case(				_lowerCAmelCase     ,   _lowerCAmelCase=None		)		-> List[Any]:

      # If no key is provided, we use a noop.
      def noop(_lowerCAmelCase		):
            return x

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

      snake_case__  :    List[str]    						=      ignore_underscore(_lowerCAmelCase		)
      return sorted(_lowerCAmelCase     ,   key=_lowerCAmelCase		) + sorted(_lowerCAmelCase     ,   key=_lowerCAmelCase		) + sorted(_lowerCAmelCase     ,   key=_lowerCAmelCase		)





def 						__snake_case(				_lowerCAmelCase		)		-> int:

      # This inner function sort imports between [ ].
      def _replace(_lowerCAmelCase		):
            snake_case__  :    Union[str, Any]    						=      match.groups()[0]
            if "," not in imports:
                  return f"[{imports}]"
            snake_case__  :    int    						=      [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:
                  snake_case__  :    List[str]    						=      keys[:-1]
            return "[" + ", ".join([f"\"{k}\"" for k in sort_objects(_lowerCAmelCase		)]		) + "]"

      snake_case__  :    str    						=      import_statement.split("""\n"""		)
      if len(_lowerCAmelCase		) > 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.
            snake_case__  :    Dict    						=      2 if lines[1].strip() == """[""" else 1
            snake_case__  :    str    						=      [(i, _re_strip_line.search(_lowerCAmelCase		).groups()[0]) for i, line in enumerate(lines[idx:-idx]		)]
            snake_case__  :    str    						=      sort_objects(_lowerCAmelCase     ,   key=lambda _lowerCAmelCase		: x[1]		)
            snake_case__  :    Union[str, Any]    						=      [lines[x[0] + idx] for x in sorted_indices]
            return "\n".join(lines[:idx] + sorted_lines + lines[-idx:]		)
      elif len(_lowerCAmelCase		) == 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:
                  snake_case__  :    Union[str, Any]    						=      _re_bracket_content.sub(_replace     ,   lines[1]		)
            else:
                  snake_case__  :    List[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:
                        snake_case__  :    List[str]    						=      keys[:-1]
                  snake_case__  :    int    						=      get_indent(lines[1]		) + """, """.join([f"\"{k}\"" for k in sort_objects(_lowerCAmelCase		)]		)
            return "\n".join(_lowerCAmelCase		)
      else:
            # Finally we have to deal with imports fitting on one line
            snake_case__  :    Optional[Any]    						=      _re_bracket_content.sub(_replace     ,   _lowerCAmelCase		)
            return import_statement





def 						__snake_case(				_lowerCAmelCase     ,   _lowerCAmelCase=True		)		-> Dict:
      with open(_lowerCAmelCase     ,   encoding="""utf-8"""		) as f:
            snake_case__  :    Optional[int]    						=      f.read()

      if "_import_structure" not in code:
            return

      # Blocks of indent level 0
      snake_case__  :    Optional[int]    						=      split_code_in_indented_blocks(
          _lowerCAmelCase     ,   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(_lowerCAmelCase		) - 1		):
            # Check if the block contains some `_import_structure`s thingy to sort.
            snake_case__  :    Optional[Any]    						=      main_blocks[block_idx]
            snake_case__  :    Dict    						=      block.split("""\n"""		)

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

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

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

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

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





def 						__snake_case(				_lowerCAmelCase=True		)		-> Tuple:
      snake_case__  :    str    						=      []
      for root, _, files in os.walk(_lowerCAmelCase		):
            if "__init__.py" in files:
                  snake_case__  :    Union[str, Any]    						=      sort_imports(os.path.join(_lowerCAmelCase     ,   """__init__.py"""		)     ,   check_only=_lowerCAmelCase		)
                  if result:
                        snake_case__  :    Union[str, Any]    						=      [os.path.join(_lowerCAmelCase     ,   """__init__.py"""		)]
      if len(_lowerCAmelCase		) > 0:
            raise ValueError(f"Would overwrite {len(_lowerCAmelCase		)} files, run `make style`."		)


if __name__ == "__main__":
       __a          =		argparse.ArgumentParser()
       parser.add_argument("--check_only", action="store_true", help="Whether to only check or fix style.")
       __a          =		parser.parse_args()

       sort_imports_in_all_inits(check_only=args.check_only)
