



import argparse
import os
import re


__UpperCAmelCase	       =	'''src/diffusers'''

# Pattern that looks at the indentation in a line.
__UpperCAmelCase	       =	re.compile(r'''^(\s*)\S''')
# Pattern that matches `"key":" and puts `key` in group 0.
__UpperCAmelCase	       =	re.compile(r'''^\s*"([^"]+)":''')
# Pattern that matches `_import_structure["key"]` and puts `key` in group 0.
__UpperCAmelCase	       =	re.compile(r'''^\s*_import_structure\["([^"]+)"\]''')
# Pattern that matches `"key",` and puts `key` in group 0.
__UpperCAmelCase	       =	re.compile(r'''^\s*"([^"]+)",\s*$''')
# Pattern that matches any `[stuff]` and puts `stuff` in group 0.
__UpperCAmelCase	       =	re.compile(r'''\[([^\]]+)\]''')
def 		UpperCamelCase     (       snake_case__	:   Dict     )     ->					Dict:
   UpperCamelCase   :  Union[str, Any]						     =     _re_indent.search(snake_case_     )
   return "" if search is None else search.groups()[0]
def 		UpperCamelCase     (       snake_case__	:   Union[str, Any]	,					snake_case__	:   Dict=""	,					snake_case__	:   Dict=None	,					snake_case__	:   Any=None     )     ->					Optional[Any]:
   UpperCamelCase   :  Optional[int]						     =     0
   UpperCamelCase   :  List[Any]						     =     code.split('\n'     )
   if start_prompt is not None:
      while not lines[index].startswith(snake_case_     ):
         index += 1
      UpperCamelCase   :  Optional[Any]						     =     ["""\n""".join(lines[:index]     )]
   else:
      UpperCamelCase   :  int						     =     []

   # We split into blocks until we get to the `end_prompt` (or the end of the block).
   UpperCamelCase   :  Any						     =     [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:
               UpperCamelCase   :  Any						     =     [lines[index + 1]]
               index += 1
            else:
               UpperCamelCase   :  List[str]						     =     []
         else:
            blocks.append('\n'.join(snake_case_     )     )
            UpperCamelCase   :  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__	:   Optional[Any]     )     ->					List[Any]:

   def _inner(snake_case__	:   Tuple     ):
      return key(snake_case_     ).lower().replace('_'	,					''     )

   return _inner
def 		UpperCamelCase     (       snake_case__	:   List[Any]	,					snake_case__	:   Optional[int]=None     )     ->					List[str]:

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

   if key is None:
      UpperCamelCase   :  int						     =     noop
   # Constants are all uppercase, they go first.
   UpperCamelCase   :  List[Any]						     =     [obj for obj in objects if key(snake_case_     ).isupper()]
   # Classes are not all uppercase but start with a capital, they go second.
   UpperCamelCase   :  str						     =     [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.
   UpperCamelCase   :  List[str]						     =     [obj for obj in objects if not key(snake_case_     )[0].isupper()]

   UpperCamelCase   :  Tuple						     =     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__	:   int     )     ->					Tuple:

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

   UpperCamelCase   :  str						     =     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.
      UpperCamelCase   :  str						     =     2 if lines[1].strip() == """[""" else 1
      UpperCamelCase   :  Dict						     =     [(i, _re_strip_line.search(snake_case_     ).groups()[0]) for i, line in enumerate(lines[idx:-idx]     )]
      UpperCamelCase   :  int						     =     sort_objects(snake_case_	,					key=lambda snake_case__     : x[1]     )
      UpperCamelCase   :  Any						     =     [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:
         UpperCamelCase   :  List[Any]						     =     _re_bracket_content.sub(_replace	,					lines[1]     )
      else:
         UpperCamelCase   :  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:
            UpperCamelCase   :  List[Any]						     =     keys[:-1]
         UpperCamelCase   :  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
      UpperCamelCase   :  List[str]						     =     _re_bracket_content.sub(_replace	,					snake_case_     )
      return import_statement
def 		UpperCamelCase     (       snake_case__	:   Tuple	,					snake_case__	:   str=True     )     ->					Optional[int]:
   with open(snake_case_	,					'r'     ) as f:
      UpperCamelCase   :  int						     =     f.read()

   if "_import_structure" not in code:
      return

   # Blocks of indent level 0
   UpperCamelCase   :  Dict						     =     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.
      UpperCamelCase   :  Optional[Any]						     =     main_blocks[block_idx]
      UpperCamelCase   :  Optional[int]						     =     block.split('\n'     )

      # Get to the start of the imports.
      UpperCamelCase   :  Union[str, 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]:
            UpperCamelCase   :  List[str]						     =     len(snake_case_     )
         else:
            line_idx += 1
      if line_idx >= len(snake_case_     ):
         continue

      # Ignore beginning and last line: they don't contain anything.
      UpperCamelCase   :  Dict						     =     """\n""".join(block_lines[line_idx:-1]     )
      UpperCamelCase   :  Union[str, Any]						     =     get_indent(block_lines[1]     )
      # Slit the internal block into blocks of indent level 1.
      UpperCamelCase   :  Optional[int]						     =     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
      UpperCamelCase   :  Union[str, Any]						     =     _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.
      UpperCamelCase   :  Union[str, Any]						     =     [(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.
      UpperCamelCase   :  Optional[Any]						     =     [(i, key) for i, key in enumerate(snake_case_     ) if key is not None]
      UpperCamelCase   :  List[Any]						     =     [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.
      UpperCamelCase   :  str						     =     0
      UpperCamelCase   :  List[Any]						     =     []
      for i in range(len(snake_case_     )     ):
         if keys[i] is None:
            reordered_blocks.append(internal_blocks[i]     )
         else:
            UpperCamelCase   :  str						     =     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.
      UpperCamelCase   :  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__	:   int=True     )     ->					List[Any]:
   UpperCamelCase   :  Any						     =     []
   for root, _, files in os.walk(snake_case_     ):
      if "__init__.py" in files:
         UpperCamelCase   :  Union[str, Any]						     =     sort_imports(os.path.join(snake_case_	,					'__init__.py'     )	,					check_only=snake_case_     )
         if result:
            UpperCamelCase   :  Any						     =     [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__":
    __UpperCAmelCase	       =	argparse.ArgumentParser()
    parser.add_argument('''--check_only''', action='''store_true''', help='''Whether to only check or fix style.''')
    __UpperCAmelCase	       =	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


__UpperCAmelCase	       =	logging.get_logger(__name__)

__UpperCAmelCase	       =	{
    '''facebook/data2vec-text-base''': '''https://huggingface.co/data2vec/resolve/main/config.json''',
}



class     lowerCAmelCase_		(  a__							):
       UpperCAmelCase__    : int       					=  "data2vec-text"
       def __init__(      self,      SCREAMING_SNAKE_CASE_=3_0522,      SCREAMING_SNAKE_CASE_=768,      SCREAMING_SNAKE_CASE_=12,      SCREAMING_SNAKE_CASE_=12,      SCREAMING_SNAKE_CASE_=3072,      SCREAMING_SNAKE_CASE_="gelu",      SCREAMING_SNAKE_CASE_=0.1,      SCREAMING_SNAKE_CASE_=0.1,      SCREAMING_SNAKE_CASE_=512,      SCREAMING_SNAKE_CASE_=2,      SCREAMING_SNAKE_CASE_=0.02,      SCREAMING_SNAKE_CASE_=1e-12,      SCREAMING_SNAKE_CASE_=1,      SCREAMING_SNAKE_CASE_=0,      SCREAMING_SNAKE_CASE_=2,      SCREAMING_SNAKE_CASE_="absolute",      SCREAMING_SNAKE_CASE_=True,      SCREAMING_SNAKE_CASE_=None,      **SCREAMING_SNAKE_CASE_,      )					->		Optional[int]:
          super().__init__(pad_token_id=SCREAMING_SNAKE_CASE_,      bos_token_id=SCREAMING_SNAKE_CASE_,      eos_token_id=SCREAMING_SNAKE_CASE_,      **SCREAMING_SNAKE_CASE_	)

          UpperCamelCase   :  Optional[int]						     =     vocab_size
          UpperCamelCase   :  Tuple						     =     hidden_size
          UpperCamelCase   :  int						     =     num_hidden_layers
          UpperCamelCase   :  Dict						     =     num_attention_heads
          UpperCamelCase   :  str						     =     hidden_act
          UpperCamelCase   :  List[str]						     =     intermediate_size
          UpperCamelCase   :  Optional[int]						     =     hidden_dropout_prob
          UpperCamelCase   :  Dict						     =     attention_probs_dropout_prob
          UpperCamelCase   :  int						     =     max_position_embeddings
          UpperCamelCase   :  List[str]						     =     type_vocab_size
          UpperCamelCase   :  List[Any]						     =     initializer_range
          UpperCamelCase   :  List[str]						     =     layer_norm_eps
          UpperCamelCase   :  List[str]						     =     position_embedding_type
          UpperCamelCase   :  Any						     =     use_cache
          UpperCamelCase   :  Any						     =     classifier_dropout






class     lowerCAmelCase_		(  a__							):
       @property
       def  snake_case_	(      self	)					->		Mapping[str, Mapping[int, str]]:
          if self.task == "multiple-choice":
             UpperCamelCase   :  List[Any]						     =     {0: 'batch', 1: 'choice', 2: 'sequence'}
          else:
             UpperCamelCase   :  int						     =     {0: 'batch', 1: 'sequence'}
          return OrderedDict(
              [
                  ('input_ids', dynamic_axis),
                  ('attention_mask', dynamic_axis),
              ]	)



