





import argparse
import os
import re


A   : Optional[Any]			=				"src/transformers"

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







def        __lowerCamelCase (							__a       :int   )		->    int:






  """simple docstring"""

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







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






  """simple docstring"""

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

  # We split into blocks until we get to the `end_prompt` (or the end of the block).
  A__  				=       [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:
          A__  				=       [lines[index + 1]]
          index += 1
        else:
          A__  				=       []
      else:
        blocks.append("""\n""".join(lowerCAmelCase__   )   )
        A__  				=       [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        __lowerCamelCase (							__a       :Union[str, Any]   )		->    Optional[Any]:






  """simple docstring"""

  def _inner(__a       :List[Any]   ):
    return key(lowerCAmelCase__   ).lower().replace("""_"""   ,					""""""   )

  return _inner







def        __lowerCamelCase (							__a       :Any   ,					__a       :Union[str, Any]=None   )		->    Optional[Any]:






  """simple docstring"""

  def noop(__a       :int   ):
    return x

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

  A__  				=       ignore_underscore(lowerCAmelCase__   )
  return sorted(lowerCAmelCase__   ,					key=lowerCAmelCase__   ) + sorted(lowerCAmelCase__   ,					key=lowerCAmelCase__   ) + sorted(lowerCAmelCase__   ,					key=lowerCAmelCase__   )







def        __lowerCamelCase (							__a       :List[Any]   )		->    List[Any]:






  """simple docstring"""

  def _replace(__a       :List[str]   ):
    A__  				=       match.groups()[0]
    if "," not in imports:
      return F'[{imports}]'
    A__  				=       [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__  				=       keys[:-1]
    return "[" + ", ".join([F'"{k}"' for k in sort_objects(lowerCAmelCase__   )]   ) + "]"

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







def        __lowerCamelCase (							__a       :Tuple   ,					__a       :Any=True   )		->    Dict:






  """simple docstring"""

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

  if "_import_structure" not in code:
    return

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

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

    # Ignore beginning and last line: they don't contain anything.
    A__  				=       """\n""".join(block_lines[line_idx:-1]   )
    A__  				=       get_indent(block_lines[1]   )
    # Slit the internal block into blocks of indent level 1.
    A__  				=       split_code_in_indented_blocks(lowerCAmelCase__   ,					indent_level=lowerCAmelCase__   )
    # We have two categories of import key: list or _import_structure[key].append/extend
    A__  				=       _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__  				=       [(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.
    A__  				=       [(i, key) for i, key in enumerate(lowerCAmelCase__   ) if key is not None]
    A__  				=       [x[0] for x in sorted(lowerCAmelCase__   ,					key=lambda __a   : x[1]   )]

    # We reorder the blocks by leaving empty lines/comments as they were and reorder the rest.
    A__  				=       0
    A__  				=       []
    for i in range(len(lowerCAmelCase__   )   ):
      if keys[i] is None:
        reorderded_blocks.append(internal_blocks[i]   )
      else:
        A__  				=       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.
    A__  				=       """\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        __lowerCamelCase (							__a       :List[Any]=True   )		->    Tuple:






  """simple docstring"""

  A__  				=       []
  for root, _, files in os.walk(lowerCAmelCase__   ):
    if "__init__.py" in files:
      A__  				=       sort_imports(os.path.join(lowerCAmelCase__   ,					"""__init__.py"""   )   ,					check_only=lowerCAmelCase__   )
      if result:
        A__  				=       [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   : List[str]			=				argparse.ArgumentParser()
     parser.add_argument('''--check_only''', action='''store_true''', help='''Whether to only check or fix style.''')
     A   : Optional[int]			=				parser.parse_args()

     sort_imports_in_all_inits(check_only=args.check_only)










from collections import OrderedDict
from typing import Mapping

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


A   : Tuple			=				logging.get_logger(__name__)

A   : Optional[int]			=				{
    '''roberta-base''': '''https://huggingface.co/roberta-base/resolve/main/config.json''',
    '''roberta-large''': '''https://huggingface.co/roberta-large/resolve/main/config.json''',
    '''roberta-large-mnli''': '''https://huggingface.co/roberta-large-mnli/resolve/main/config.json''',
    '''distilroberta-base''': '''https://huggingface.co/distilroberta-base/resolve/main/config.json''',
    '''roberta-base-openai-detector''': '''https://huggingface.co/roberta-base-openai-detector/resolve/main/config.json''',
    '''roberta-large-openai-detector''': '''https://huggingface.co/roberta-large-openai-detector/resolve/main/config.json''',
}


class   A      (SCREAMING_SNAKE_CASE   ):
			'''simple docstring'''




			__lowerCamelCase     :	Union[str, Any]          =   '''roberta'''






			def __init__(      self       :   Any							,     __lowerCAmelCase       :   Tuple=5_02_65							,     __lowerCAmelCase       :   Optional[int]=7_68							,     __lowerCAmelCase       :   Union[str, Any]=12							,     __lowerCAmelCase       :   Dict=12							,     __lowerCAmelCase       :   Optional[Any]=30_72							,     __lowerCAmelCase       :   Any="gelu"							,     __lowerCAmelCase       :   Optional[Any]=0.1							,     __lowerCAmelCase       :   Optional[int]=0.1							,     __lowerCAmelCase       :   Optional[Any]=5_12							,     __lowerCAmelCase       :   int=2							,     __lowerCAmelCase       :   List[str]=0.0_2							,     __lowerCAmelCase       :   Dict=1e-12							,     __lowerCAmelCase       :   Optional[int]=1							,     __lowerCAmelCase       :   Tuple=0							,     __lowerCAmelCase       :   int=2							,     __lowerCAmelCase       :   Dict="absolute"							,     __lowerCAmelCase       :   Optional[Any]=True							,     __lowerCAmelCase       :   Union[str, Any]=None							,     **__lowerCAmelCase       :   str							,     )     ->     str:







					"""simple docstring"""






					super().__init__(pad_token_id=__lowerCAmelCase							,     bos_token_id=__lowerCAmelCase							,     eos_token_id=__lowerCAmelCase							,     **__lowerCAmelCase       )

					A__  				=       vocab_size
					A__  				=       hidden_size
					A__  				=       num_hidden_layers
					A__  				=       num_attention_heads
					A__  				=       hidden_act
					A__  				=       intermediate_size
					A__  				=       hidden_dropout_prob
					A__  				=       attention_probs_dropout_prob
					A__  				=       max_position_embeddings
					A__  				=       type_vocab_size
					A__  				=       initializer_range
					A__  				=       layer_norm_eps
					A__  				=       position_embedding_type
					A__  				=       use_cache
					A__  				=       classifier_dropout


class   A      (SCREAMING_SNAKE_CASE   ):
			'''simple docstring'''




			@property
			def        a_	(      self       :   int       )     ->     Mapping[str, Mapping[int, str]]:







					"""simple docstring"""






					if self.task == "multiple-choice":
							A__  				=       {0: """batch""", 1: """choice""", 2: """sequence"""}
					else:
							A__  				=       {0: """batch""", 1: """sequence"""}
					return OrderedDict(
					    [
					        ("""input_ids""", dynamic_axis),
					        ("""attention_mask""", dynamic_axis),
					    ]       )



