






import argparse
import os
import re


lowerCamelCase__							=     """src/diffusers"""

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






def   UpperCamelCase  (       snake_case__     :   List[str]  ):




     '''simple docstring'''






     __snake_case			:str          =						_re_indent.search(snake_case__  )
     return "" if search is None else search.groups()[0]






def   UpperCamelCase  (       snake_case__     :   Optional[Any]	,snake_case__     :   List[Any]=""	,snake_case__     :   Optional[Any]=None	,snake_case__     :   Tuple=None  ):




     '''simple docstring'''






     __snake_case			:Dict          =						0
     __snake_case			:Optional[Any]          =						code.split("""\n"""  )
     if start_prompt is not None:
          while not lines[index].startswith(snake_case__  ):
               index += 1
          __snake_case			:int          =						["""\n""".join(lines[:index]  )]
     else:
          __snake_case			:Union[str, Any]          =						[]

     # 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(snake_case__  ) and (end_prompt is None or not lines[index].startswith(snake_case__  )):
          if len(lines[index]  ) > 0 and get_indent(lines[index]  ) == indent_level:
               if len(snake_case__  ) > 0 and get_indent(current_block[-1]  ).startswith(indent_level + """ """  ):
                    current_block.append(lines[index]  )
                    blocks.append("""\n""".join(snake_case__  )  )
                    if index < len(snake_case__  ) - 1:
                         __snake_case			:str          =						[lines[index + 1]]
                         index += 1
                    else:
                         __snake_case			:List[Any]          =						[]
               else:
                    blocks.append("""\n""".join(snake_case__  )  )
                    __snake_case			:int          =						[lines[index]]
          else:
               current_block.append(lines[index]  )
          index += 1

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

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

     return blocks






def   UpperCamelCase  (       snake_case__     :   int  ):




     '''simple docstring'''






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

     return _inner






def   UpperCamelCase  (       snake_case__     :   List[str]	,snake_case__     :   Any=None  ):




     '''simple docstring'''






     def noop(snake_case__     :   Dict  ):
          return x

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

     __snake_case			:Dict          =						ignore_underscore(snake_case__  )
     return sorted(snake_case__	,key=snake_case__  ) + sorted(snake_case__	,key=snake_case__  ) + sorted(snake_case__	,key=snake_case__  )






def   UpperCamelCase  (       snake_case__     :   Union[str, Any]  ):




     '''simple docstring'''






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

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






def   UpperCamelCase  (       snake_case__     :   str	,snake_case__     :   Union[str, Any]=True  ):




     '''simple docstring'''






     with open(snake_case__	,"""r"""  ) as f:
          __snake_case			:Optional[int]          =						f.read()

     if "_import_structure" not in code:
          return

     # Blocks of indent level 0
     __snake_case			:Optional[Any]          =						split_code_in_indented_blocks(
         snake_case__	,start_prompt="""_import_structure = {"""	,end_prompt="""if TYPE_CHECKING:"""  )

     # We ignore block 0 (everything until start_prompt) and the last block (everything after end_prompt).
     for block_idx in range(1	,len(snake_case__  ) - 1  ):
          # Check if the block contains some `_import_structure`s thingy to sort.
          __snake_case			:List[str]          =						main_blocks[block_idx]
          __snake_case			:Dict          =						block.split("""\n"""  )

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

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

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

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

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






def   UpperCamelCase  (       snake_case__     :   str=True  ):




     '''simple docstring'''






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


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

     sort_imports_in_all_inits(check_only=args.check_only)










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


lowerCamelCase__							=     logging.get_logger(__name__)

lowerCamelCase__							=     {
    """uclanlp/visualbert-vqa""": """https://huggingface.co/uclanlp/visualbert-vqa/resolve/main/config.json""",
    """uclanlp/visualbert-vqa-pre""": """https://huggingface.co/uclanlp/visualbert-vqa-pre/resolve/main/config.json""",
    """uclanlp/visualbert-vqa-coco-pre""": (
        """https://huggingface.co/uclanlp/visualbert-vqa-coco-pre/resolve/main/config.json"""
    ),
    """uclanlp/visualbert-vcr""": """https://huggingface.co/uclanlp/visualbert-vcr/resolve/main/config.json""",
    """uclanlp/visualbert-vcr-pre""": """https://huggingface.co/uclanlp/visualbert-vcr-pre/resolve/main/config.json""",
    """uclanlp/visualbert-vcr-coco-pre""": (
        """https://huggingface.co/uclanlp/visualbert-vcr-coco-pre/resolve/main/config.json"""
    ),
    """uclanlp/visualbert-nlvr2""": """https://huggingface.co/uclanlp/visualbert-nlvr2/resolve/main/config.json""",
    """uclanlp/visualbert-nlvr2-pre""": """https://huggingface.co/uclanlp/visualbert-nlvr2-pre/resolve/main/config.json""",
    """uclanlp/visualbert-nlvr2-coco-pre""": (
        """https://huggingface.co/uclanlp/visualbert-nlvr2-coco-pre/resolve/main/config.json"""
    )
    # See all VisualBERT models at https://huggingface.co/models?filter=visual_bert
}




class 			snake_case__   (							lowercase_):

       '''simple docstring'''
       lowerCamelCase							:				Optional[int] 				= "visual_bert"



       def __init__(							self			,						a__=3_05_22			,						a__=7_68			,						a__=5_12			,						a__=12			,						a__=12			,						a__=30_72			,						a__="gelu"			,						a__=0.1			,						a__=0.1			,						a__=5_12			,						a__=2			,						a__=0.02			,						a__=1e-12			,						a__=False			,						a__=True			,						a__=1			,						a__=0			,						a__=2			,						**a__			,						) ->      Any:






            '''simple docstring'''





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

            __snake_case			:Tuple          =						vocab_size
            __snake_case			:Any          =						max_position_embeddings
            __snake_case			:int          =						hidden_size
            __snake_case			:List[str]          =						visual_embedding_dim
            __snake_case			:List[str]          =						num_hidden_layers
            __snake_case			:Tuple          =						num_attention_heads
            __snake_case			:str          =						intermediate_size
            __snake_case			:Union[str, Any]          =						hidden_act
            __snake_case			:Union[str, Any]          =						hidden_dropout_prob
            __snake_case			:str          =						attention_probs_dropout_prob
            __snake_case			:Tuple          =						initializer_range
            __snake_case			:str          =						type_vocab_size
            __snake_case			:Optional[Any]          =						layer_norm_eps
            __snake_case			:Union[str, Any]          =						bypass_transformer
            __snake_case			:Tuple          =						special_visual_initialize


