'''simple docstring'''

import argparse
import os
import re


lowerCAmelCase_ : str						  =      "src/transformers"

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


def __a (	__lowerCamelCase			:						Union[str, Any]				)	->							str:
      '''simple docstring'''


      lowercase_     =      _re_indent.search(__lowerCamelCase				)
      return "" if search is None else search.groups()[0]


def __a (	__lowerCamelCase			:						Optional[int] ,		__lowerCamelCase			:						int="" ,		__lowerCamelCase			:						str=None ,		__lowerCamelCase			:						Dict=None				)	->							Dict:
      '''simple docstring'''


      lowercase_     =      0
      lowercase_     =      code.split("\n"				)
      if start_prompt is not None:
            while not lines[index].startswith(__lowerCamelCase				):
                  index += 1
            lowercase_     =      ["\n".join(lines[:index]				)]
      else:
            lowercase_     =      []

      # We split into blocks until we get to the `end_prompt` (or the end of the block).
      lowercase_     =      [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:
                              lowercase_     =      [lines[index + 1]]
                              index += 1
                        else:
                              lowercase_     =      []
                  else:
                        blocks.append("\n".join(__lowerCamelCase				)				)
                        lowercase_     =      [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 __a (	__lowerCamelCase			:						Dict				)	->							Optional[Any]:
      '''simple docstring'''


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

      return _inner


def __a (	__lowerCamelCase			:						List[str] ,		__lowerCamelCase			:						int=None				)	->							List[str]:
      '''simple docstring'''


      def noop(__lowerCamelCase			:						Optional[int]				):
            return x

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

      lowercase_     =      ignore_underscore(__lowerCamelCase				)
      return sorted(__lowerCamelCase ,		key=__lowerCamelCase				) + sorted(__lowerCamelCase ,		key=__lowerCamelCase				) + sorted(__lowerCamelCase ,		key=__lowerCamelCase				)


def __a (	__lowerCamelCase			:						Tuple				)	->							List[Any]:
      '''simple docstring'''


      def _replace(__lowerCamelCase			:						Dict				):
            lowercase_     =      match.groups()[0]
            if "," not in imports:
                  return f'[{imports}]'
            lowercase_     =      [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:
                  lowercase_     =      keys[:-1]
            return "[" + ", ".join([f'"{k}"' for k in sort_objects(__lowerCamelCase				)]				) + "]"

      lowercase_     =      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.
            lowercase_     =      2 if lines[1].strip() == "[" else 1
            lowercase_     =      [(i, _re_strip_line.search(__lowerCamelCase				).groups()[0]) for i, line in enumerate(lines[idx:-idx]				)]
            lowercase_     =      sort_objects(__lowerCamelCase ,		key=lambda __lowerCamelCase				: x[1]				)
            lowercase_     =      [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:
                  lowercase_     =      _re_bracket_content.sub(_replace ,		lines[1]				)
            else:
                  lowercase_     =      [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:
                        lowercase_     =      keys[:-1]
                  lowercase_     =      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
            lowercase_     =      _re_bracket_content.sub(_replace ,		__lowerCamelCase				)
            return import_statement


def __a (	__lowerCamelCase			:						str ,		__lowerCamelCase			:						Dict=True				)	->							int:
      '''simple docstring'''


      with open(__lowerCamelCase ,		encoding="utf-8"				) as f:
            lowercase_     =      f.read()

      if "_import_structure" not in code:
            return

      # Blocks of indent level 0
      lowercase_     =      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.
            lowercase_     =      main_blocks[block_idx]
            lowercase_     =      block.split("\n"				)

            # Get to the start of the imports.
            lowercase_     =      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]:
                        lowercase_     =      len(__lowerCamelCase				)
                  else:
                        line_idx += 1
            if line_idx >= len(__lowerCamelCase				):
                  continue

            # Ignore beginning and last line: they don't contain anything.
            lowercase_     =      "\n".join(block_lines[line_idx:-1]				)
            lowercase_     =      get_indent(block_lines[1]				)
            # Slit the internal block into blocks of indent level 1.
            lowercase_     =      split_code_in_indented_blocks(__lowerCamelCase ,		indent_level=__lowerCamelCase				)
            # We have two categories of import key: list or _import_structure[key].append/extend
            lowercase_     =      _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.
            lowercase_     =      [(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.
            lowercase_     =      [(i, key) for i, key in enumerate(__lowerCamelCase				) if key is not None]
            lowercase_     =      [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.
            lowercase_     =      0
            lowercase_     =      []
            for i in range(len(__lowerCamelCase				)				):
                  if keys[i] is None:
                        reorderded_blocks.append(internal_blocks[i]				)
                  else:
                        lowercase_     =      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.
            lowercase_     =      "\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 __a (	__lowerCamelCase			:						List[str]=True				)	->							str:
      '''simple docstring'''


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


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

       sort_imports_in_all_inits(check_only=args.check_only)







'''simple docstring'''

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


lowerCAmelCase_ : Dict						  =      logging.get_logger(__name__)

lowerCAmelCase_ : List[Any]						  =      {
    "unc-nlp/lxmert-base-uncased": "https://huggingface.co/unc-nlp/lxmert-base-uncased/resolve/main/config.json",
}





class 							lowercase						(						__lowerCamelCase ):
   lowerCamelCase_    					='lxmert'
   lowerCamelCase_    					={}


   def __init__(   self				:	str   ,		__lowerCAmelCase				:	str=3_0522   ,		__lowerCAmelCase				:	Dict=768   ,		__lowerCAmelCase				:	List[str]=12   ,		__lowerCAmelCase				:	List[str]=9500   ,		__lowerCAmelCase				:	Optional[int]=1600   ,		__lowerCAmelCase				:	Tuple=400   ,		__lowerCAmelCase				:	str=3072   ,		__lowerCAmelCase				:	str="gelu"   ,		__lowerCAmelCase				:	Optional[Any]=0.1   ,		__lowerCAmelCase				:	List[Any]=0.1   ,		__lowerCAmelCase				:	Tuple=512   ,		__lowerCAmelCase				:	Tuple=2   ,		__lowerCAmelCase				:	Dict=0.02   ,		__lowerCAmelCase				:	int=1e-12   ,		__lowerCAmelCase				:	Union[str, Any]=9   ,		__lowerCAmelCase				:	List[str]=5   ,		__lowerCAmelCase				:	Any=5   ,		__lowerCAmelCase				:	Dict=2048   ,		__lowerCAmelCase				:	Any=4   ,		__lowerCAmelCase				:	Optional[int]=6.67   ,		__lowerCAmelCase				:	Optional[Any]=True   ,		__lowerCAmelCase				:	Tuple=True   ,		__lowerCAmelCase				:	Optional[int]=True   ,		__lowerCAmelCase				:	List[Any]=True   ,		__lowerCAmelCase				:	Optional[Any]=True   ,		__lowerCAmelCase				:	int=True   ,		__lowerCAmelCase				:	List[str]=True   ,		**__lowerCAmelCase				:	Dict   ,		)      ->					Dict:
         lowercase_     =      vocab_size
         lowercase_     =      hidden_size
         lowercase_     =      num_attention_heads
         lowercase_     =      hidden_act
         lowercase_     =      intermediate_size
         lowercase_     =      hidden_dropout_prob
         lowercase_     =      attention_probs_dropout_prob
         lowercase_     =      max_position_embeddings
         lowercase_     =      type_vocab_size
         lowercase_     =      initializer_range
         lowercase_     =      layer_norm_eps
         lowercase_     =      num_qa_labels
         lowercase_     =      num_object_labels
         lowercase_     =      num_attr_labels
         lowercase_     =      l_layers
         lowercase_     =      x_layers
         lowercase_     =      r_layers
         lowercase_     =      visual_feat_dim
         lowercase_     =      visual_pos_dim
         lowercase_     =      visual_loss_normalizer
         lowercase_     =      task_matched
         lowercase_     =      task_mask_lm
         lowercase_     =      task_obj_predict
         lowercase_     =      task_qa
         lowercase_     =      visual_obj_loss
         lowercase_     =      visual_attr_loss
         lowercase_     =      visual_feat_loss
         lowercase_     =      {"vision": r_layers, "cross_encoder": x_layers, "language": l_layers}
         super().__init__(**__lowerCAmelCase)






