





import argparse
import os
import re


a__: int							   =						'src/diffusers'

# 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__: Union[str, Any]							   =						re.compile(r'^\s*"([^"]+)":')
# Pattern that matches `_import_structure["key"]` and puts `key` in group 0.
a__: List[str]							   =						re.compile(r'^\s*_import_structure\["([^"]+)"\]')
# Pattern that matches `"key",` and puts `key` in group 0.
a__: Tuple							   =						re.compile(r'^\s*"([^"]+)",\s*$')
# Pattern that matches any `[stuff]` and puts `stuff` in group 0.
a__: List[Any]							   =						re.compile(r'\[([^\]]+)\]')


def       UpperCamelCase__(			UpperCamelCase__     :			Optional[int]    )->Union[str, Any]:
       A__		   =		_re_indent.search(UpperCamelCase__    )
       return "" if search is None else search.groups()[0]


def       UpperCamelCase__(			UpperCamelCase__     :			str					,	UpperCamelCase__     :			int=""					,	UpperCamelCase__     :			List[str]=None					,	UpperCamelCase__     :			Any=None    )->Any:
       A__		   =		0
       A__		   =		code.split('''\n'''    )
       if start_prompt is not None:
              while not lines[index].startswith(UpperCamelCase__    ):
                     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(UpperCamelCase__    ) and (end_prompt is None or not lines[index].startswith(UpperCamelCase__    )):
              if len(lines[index]    ) > 0 and get_indent(lines[index]    ) == indent_level:
                     if len(UpperCamelCase__    ) > 0 and get_indent(current_block[-1]    ).startswith(indent_level + ''' '''    ):
                            current_block.append(lines[index]    )
                            blocks.append('''\n'''.join(UpperCamelCase__    )    )
                            if index < len(UpperCamelCase__    ) - 1:
                                   A__		   =		[lines[index + 1]]
                                   index += 1
                            else:
                                   A__		   =		[]
                     else:
                            blocks.append('''\n'''.join(UpperCamelCase__    )    )
                            A__		   =		[lines[index]]
              else:
                     current_block.append(lines[index]    )
              index += 1

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

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

       return blocks


def       UpperCamelCase__(			UpperCamelCase__     :			int    )->Tuple:

       def _inner(UpperCamelCase__     :			Union[str, Any]    ):
              return key(UpperCamelCase__    ).lower().replace('''_'''					,	''''''    )

       return _inner


def       UpperCamelCase__(			UpperCamelCase__     :			List[str]					,	UpperCamelCase__     :			Tuple=None    )->Union[str, Any]:

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

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

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


def       UpperCamelCase__(			UpperCamelCase__     :			Union[str, Any]    )->int:

       # This inner function sort imports between [ ].
       def _replace(UpperCamelCase__     :			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(UpperCamelCase__    )]    ) + "]"

       A__		   =		import_statement.split('''\n'''    )
       if len(UpperCamelCase__    ) > 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(UpperCamelCase__    ).groups()[0]) for i, line in enumerate(lines[idx:-idx]    )]
              A__		   =		sort_objects(UpperCamelCase__					,	key=lambda UpperCamelCase__    : x[1]    )
              A__		   =		[lines[x[0] + idx] for x in sorted_indices]
              return "\n".join(lines[:idx] + sorted_lines + lines[-idx:]    )
       elif len(UpperCamelCase__    ) == 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(UpperCamelCase__    )]    )
              return "\n".join(UpperCamelCase__    )
       else:
              # Finally we have to deal with imports fitting on one line
              A__		   =		_re_bracket_content.sub(_replace					,	UpperCamelCase__    )
              return import_statement


def       UpperCamelCase__(			UpperCamelCase__     :			List[Any]					,	UpperCamelCase__     :			Union[str, Any]=True    )->Tuple:
       with open(UpperCamelCase__					,	'''r'''    ) as f:
              A__		   =		f.read()

       if "_import_structure" not in code:
              return

       # Blocks of indent level 0
       A__		   =		split_code_in_indented_blocks(
           UpperCamelCase__					,	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(UpperCamelCase__    ) - 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(UpperCamelCase__    ) and "_import_structure" not in block_lines[line_idx]:
                     # Skip dummy import blocks
                     if "import dummy" in block_lines[line_idx]:
                            A__		   =		len(UpperCamelCase__    )
                     else:
                            line_idx += 1
              if line_idx >= len(UpperCamelCase__    ):
                     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(UpperCamelCase__					,	indent_level=UpperCamelCase__    )
              # 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(UpperCamelCase__    ).groups()[0] if pattern.search(UpperCamelCase__    ) 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(UpperCamelCase__    ) if key is not None]
              A__		   =		[x[0] for x in sorted(UpperCamelCase__					,	key=lambda UpperCamelCase__    : 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(UpperCamelCase__    )    ):
                     if keys[i] is None:
                            reordered_blocks.append(internal_blocks[i]    )
                     else:
                            A__		   =		sort_objects_in_import(internal_blocks[sorted_indices[count]]    )
                            reordered_blocks.append(UpperCamelCase__    )
                            count += 1

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

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


def       UpperCamelCase__(			UpperCamelCase__     :			str=True    )->Union[str, Any]:
       A__		   =		[]
       for root, _, files in os.walk(UpperCamelCase__    ):
              if "__init__.py" in files:
                     A__		   =		sort_imports(os.path.join(UpperCamelCase__					,	'''__init__.py'''    )					,	check_only=UpperCamelCase__    )
                     if result:
                            A__		   =		[os.path.join(UpperCamelCase__					,	'''__init__.py'''    )]
       if len(UpperCamelCase__    ) > 0:
              raise ValueError(f"Would overwrite {len(UpperCamelCase__    )} files, run `make style`."    )


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

       sort_imports_in_all_inits(check_only=args.check_only)












import argparse

import torch

from transformers import RemBertConfig, RemBertModel, load_tf_weights_in_rembert
from transformers.utils import logging


logging.set_verbosity_info()


def       UpperCamelCase__(			UpperCamelCase__     :			Any					,	UpperCamelCase__     :			int					,	UpperCamelCase__     :			List[Any]    )->Optional[int]:
       # Initialise PyTorch model
       A__		   =		RemBertConfig.from_json_file(UpperCamelCase__    )
       print('''Building PyTorch model from configuration: {}'''.format(str(UpperCamelCase__    )    )    )
       A__		   =		RemBertModel(UpperCamelCase__    )

       # Load weights from tf checkpoint
       load_tf_weights_in_rembert(UpperCamelCase__					,	UpperCamelCase__					,	UpperCamelCase__    )

       # Save pytorch-model
       print('''Save PyTorch model to {}'''.format(UpperCamelCase__    )    )
       torch.save(model.state_dict()					,	UpperCamelCase__    )


if __name__ == "__main__":
       a__: List[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(
           '--rembert_config_file',
           default=None,
           type=str,
           required=True,
           help=(
               'The config json file corresponding to the pre-trained RemBERT model. \n'
               'This specifies the model architecture.'
           ),
       )
       parser.add_argument(
           '--pytorch_dump_path', default=None, type=str, required=True, help='Path to the output PyTorch model.'
       )
       a__: Union[str, Any]							   =						parser.parse_args()
       convert_rembert_tf_checkpoint_to_pytorch(args.tf_checkpoint_path, args.rembert_config_file, args.pytorch_dump_path)





