



import argparse
import os
import re


a_   :str        =      "src/transformers"

# Pattern that looks at the indentation in a line.
a_   :int        =      re.compile(R"^(\s*)\S")
# Pattern that matches `"key":" and puts `key` in group 0.
a_   :List[Any]        =      re.compile(R"^\s*\"([^\"]+)\":")
# Pattern that matches `_import_structure["key"]` and puts `key` in group 0.
a_   :Tuple        =      re.compile(R"^\s*_import_structure\[\"([^\"]+)\"\]")
# Pattern that matches `"key",` and puts `key` in group 0.
a_   :List[Any]        =      re.compile(R"^\s*\"([^\"]+)\",\s*$")
# Pattern that matches any `[stuff]` and puts `stuff` in group 0.
a_   :List[Any]        =      re.compile(R"\[([^\]]+)\]")
def        lowercase_							(A : Optional[Any]      ):
       snake_case__							:	Dict   	=	_re_indent.search(A      )
       return "" if search is None else search.groups()[0]
def        lowercase_							(A : Optional[Any]		,					A : Any=""		,					A : List[str]=None		,					A : List[str]=None      ):
       snake_case__							:	List[str]   	=	0
       snake_case__							:	Tuple   	=	code.split('\n'      )
       if start_prompt is not None:
              while not lines[index].startswith(A      ):
                     index += 1
              snake_case__							:	Dict   	=	['\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__							:	List[str]   	=	[lines[index]]
       index += 1
       while index < len(A      ) and (end_prompt is None or not lines[index].startswith(A      )):
              if len(lines[index]      ) > 0 and get_indent(lines[index]      ) == indent_level:
                     if len(A      ) > 0 and get_indent(current_block[-1]      ).startswith(indent_level + ' '      ):
                            current_block.append(lines[index]      )
                            blocks.append('\n'.join(A      )      )
                            if index < len(A      ) - 1:
                                   snake_case__							:	List[str]   	=	[lines[index + 1]]
                                   index += 1
                            else:
                                   snake_case__							:	List[str]   	=	[]
                     else:
                            blocks.append('\n'.join(A      )      )
                            snake_case__							:	Dict   	=	[lines[index]]
              else:
                     current_block.append(lines[index]      )
              index += 1

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

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

       return blocks
def        lowercase_							(A : List[Any]      ):

       def _inner(A : Dict      ):
              return key(A      ).lower().replace('_'		,					''      )

       return _inner
def        lowercase_							(A : str		,					A : str=None      ):

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

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

       snake_case__							:	Optional[Any]   	=	ignore_underscore(A      )
       return sorted(A		,					key=A      ) + sorted(A		,					key=A      ) + sorted(A		,					key=A      )
def        lowercase_							(A : int      ):

       # This inner function sort imports between [ ].
       def _replace(A : int      ):
              snake_case__							:	Dict   	=	match.groups()[0]
              if "," not in imports:
                     return F'''[{imports}]'''
              snake_case__							:	List[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(A      )]      ) + "]"

       snake_case__							:	Tuple   	=	import_statement.split('\n'      )
       if len(A      ) > 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__							:	Optional[int]   	=	2 if lines[1].strip() == '[' else 1
              snake_case__							:	Dict   	=	[(i, _re_strip_line.search(A      ).groups()[0]) for i, line in enumerate(lines[idx:-idx]      )]
              snake_case__							:	Any   	=	sort_objects(A		,					key=lambda A      : x[1]      )
              snake_case__							:	List[Any]   	=	[lines[x[0] + idx] for x in sorted_indices]
              return "\n".join(lines[:idx] + sorted_lines + lines[-idx:]      )
       elif len(A      ) == 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__							:	List[str]   	=	_re_bracket_content.sub(_replace		,					lines[1]      )
              else:
                     snake_case__							:	List[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__							:	Any   	=	keys[:-1]
                     snake_case__							:	Optional[Any]   	=	get_indent(lines[1]      ) + ', '.join([F'''"{k}"''' for k in sort_objects(A      )]      )
              return "\n".join(A      )
       else:
              # Finally we have to deal with imports fitting on one line
              snake_case__							:	Optional[Any]   	=	_re_bracket_content.sub(_replace		,					A      )
              return import_statement
def        lowercase_							(A : int		,					A : Tuple=True      ):
       with open(A		,					encoding='utf-8'      ) as f:
              snake_case__							:	Optional[Any]   	=	f.read()

       if "_import_structure" not in code:
              return

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

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

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

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

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

       if code != "\n".join(A      ):
              if check_only:
                     return True
              else:
                     print(F'''Overwriting {file}.'''      )
                     with open(A		,					'w'		,					encoding='utf-8'      ) as f:
                            f.write('\n'.join(A      )      )
def        lowercase_							(A : Union[str, Any]=True      ):
       snake_case__							:	Optional[Any]   	=	[]
       for root, _, files in os.walk(A      ):
              if "__init__.py" in files:
                     snake_case__							:	Optional[int]   	=	sort_imports(os.path.join(A		,					'__init__.py'      )		,					check_only=A      )
                     if result:
                            snake_case__							:	str   	=	[os.path.join(A		,					'__init__.py'      )]
       if len(A      ) > 0:
              raise ValueError(F'''Would overwrite {len(A      )} files, run `make style`.'''      )


if __name__ == "__main__":
 a_   :Union[str, Any]        =      argparse.ArgumentParser()
 parser.add_argument("--check_only", action="store_true", help="Whether to only check or fix style.")
 a_   :Tuple        =      parser.parse_args()

 sort_imports_in_all_inits(check_only=args.check_only)











import argparse

import torch

from transformers import LxmertConfig, LxmertForPreTraining, load_tf_weights_in_lxmert
from transformers.utils import logging


logging.set_verbosity_info()
def        lowercase_							(A : str		,					A : List[Any]		,					A : Any      ):
       # Initialise PyTorch model
       snake_case__							:	List[Any]   	=	LxmertConfig.from_json_file(A      )
       print(F'''Building PyTorch model from configuration: {config}'''      )
       snake_case__							:	List[str]   	=	LxmertForPreTraining(A      )

       # Load weights from tf checkpoint
       load_tf_weights_in_lxmert(A		,					A		,					A      )

       # Save pytorch-model
       print(F'''Save PyTorch model to {pytorch_dump_path}'''      )
       torch.save(model.state_dict()		,					A      )


if __name__ == "__main__":
 a_   :Union[str, Any]        =      argparse.ArgumentParser()
 # Required parameters
 parser.add_argument(
     "--tf_checkpoint_path", default=None, type=str, required=True, help="Path to the TensorFlow checkpoint path."
 )
 parser.add_argument(
     "--config_file",
     default=None,
     type=str,
     required=True,
     help="The config json file corresponding to the pre-trained model. \nThis specifies the model architecture.",
 )
 parser.add_argument(
     "--pytorch_dump_path", default=None, type=str, required=True, help="Path to the output PyTorch model."
 )
 a_   :Optional[int]        =      parser.parse_args()
 convert_tf_checkpoint_to_pytorch(args.tf_checkpoint_path, args.config_file, args.pytorch_dump_path)






