"""simple docstring"""






import argparse

import torch
from huggingface_hub import hf_hub_download

from transformers import AutoTokenizer, RobertaPreLayerNormConfig, RobertaPreLayerNormForMaskedLM
from transformers.utils import logging


logging.set_verbosity_info()
lowerCAmelCase__  :  Union[str, Any]						     =	logging.get_logger(__name__)



def   a_						(					lowerCamelCase					,			lowerCamelCase       ):
				UpperCAmelCase__             =							RobertaPreLayerNormConfig.from_pretrained(
				    lowerCamelCase					,			architectures=['RobertaPreLayerNormForMaskedLM']       )

				# convert state_dict
				UpperCAmelCase__             =							torch.load(hf_hub_download(repo_id=lowerCamelCase					,			filename='pytorch_model.bin'       )       )
				UpperCAmelCase__             =							{}
				for tensor_key, tensor_value in original_state_dict.items():
								# The transformer implementation gives the model a unique name, rather than overwiriting 'roberta'
								if tensor_key.startswith('roberta.'       ):
												UpperCAmelCase__             =							'roberta_prelayernorm.' + tensor_key[len('roberta.'       ) :]

								# The original implementation contains weights which are not used, remove them from the state_dict
								if tensor_key.endswith('.self.LayerNorm.weight'       ) or tensor_key.endswith('.self.LayerNorm.bias'       ):
												continue

								UpperCAmelCase__             =							tensor_value

				UpperCAmelCase__             =							RobertaPreLayerNormForMaskedLM.from_pretrained(
				    pretrained_model_name_or_path=lowerCamelCase					,			config=lowerCamelCase					,			state_dict=lowerCamelCase       )
				model.save_pretrained(lowerCamelCase       )

				# convert tokenizer
				UpperCAmelCase__             =							AutoTokenizer.from_pretrained(lowerCamelCase       )
				tokenizer.save_pretrained(lowerCamelCase       )


if __name__ == "__main__":
						lowerCAmelCase__  :  int						     =	argparse.ArgumentParser()
						# Required parameters
						parser.add_argument(
						    '--checkpoint-repo',
						    default=None,
						    type=str,
						    required=True,
						    help='Path the official PyTorch dump, e.g. \'andreasmadsen/efficient_mlm_m0.40\'.',
						)
						parser.add_argument(
						    '--pytorch_dump_folder_path', default=None, type=str, required=True, help='Path to the output PyTorch model.'
						)
						lowerCAmelCase__  :  int						     =	parser.parse_args()
						convert_roberta_prelayernorm_checkpoint_to_pytorch(args.checkpoint_repo, args.pytorch_dump_folder_path)








"""simple docstring"""







from ..utils import DummyObject, requires_backends







class       UpperCamelCase__   (	metaclass=lowercase_  ):




      """simple docstring"""




      _SCREAMING_SNAKE_CASE  				=     ["""flax"""]



      def __init__(      self				:      List[Any]    ,			*SCREAMING_SNAKE_CASE_				:      Optional[int]    ,			**SCREAMING_SNAKE_CASE_				:      Any       ):
        requires_backends(self    ,			['flax']       )



      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      Any    ,			*SCREAMING_SNAKE_CASE_				:      int    ,			**SCREAMING_SNAKE_CASE_				:      List[str]       ):
        requires_backends(cls    ,			['flax']       )





      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      int    ,			*SCREAMING_SNAKE_CASE_				:      Optional[int]    ,			**SCREAMING_SNAKE_CASE_				:      Optional[int]       ):
        requires_backends(cls    ,			['flax']       )







class       UpperCamelCase__   (	metaclass=lowercase_  ):




      """simple docstring"""




      _SCREAMING_SNAKE_CASE  				=     ["""flax"""]



      def __init__(      self				:      Tuple    ,			*SCREAMING_SNAKE_CASE_				:      Tuple    ,			**SCREAMING_SNAKE_CASE_				:      Any       ):
        requires_backends(self    ,			['flax']       )



      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      Union[str, Any]    ,			*SCREAMING_SNAKE_CASE_				:      Dict    ,			**SCREAMING_SNAKE_CASE_				:      Dict       ):
        requires_backends(cls    ,			['flax']       )





      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      Dict    ,			*SCREAMING_SNAKE_CASE_				:      List[str]    ,			**SCREAMING_SNAKE_CASE_				:      Optional[Any]       ):
        requires_backends(cls    ,			['flax']       )







class       UpperCamelCase__   (	metaclass=lowercase_  ):




      """simple docstring"""




      _SCREAMING_SNAKE_CASE  				=     ["""flax"""]



      def __init__(      self				:      int    ,			*SCREAMING_SNAKE_CASE_				:      Optional[int]    ,			**SCREAMING_SNAKE_CASE_				:      List[str]       ):
        requires_backends(self    ,			['flax']       )



      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      List[Any]    ,			*SCREAMING_SNAKE_CASE_				:      Any    ,			**SCREAMING_SNAKE_CASE_				:      List[Any]       ):
        requires_backends(cls    ,			['flax']       )





      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      Union[str, Any]    ,			*SCREAMING_SNAKE_CASE_				:      List[str]    ,			**SCREAMING_SNAKE_CASE_				:      List[str]       ):
        requires_backends(cls    ,			['flax']       )







class       UpperCamelCase__   (	metaclass=lowercase_  ):




      """simple docstring"""




      _SCREAMING_SNAKE_CASE  				=     ["""flax"""]



      def __init__(      self				:      Tuple    ,			*SCREAMING_SNAKE_CASE_				:      List[str]    ,			**SCREAMING_SNAKE_CASE_				:      int       ):
        requires_backends(self    ,			['flax']       )



      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      Tuple    ,			*SCREAMING_SNAKE_CASE_				:      List[str]    ,			**SCREAMING_SNAKE_CASE_				:      str       ):
        requires_backends(cls    ,			['flax']       )





      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      List[Any]    ,			*SCREAMING_SNAKE_CASE_				:      Dict    ,			**SCREAMING_SNAKE_CASE_				:      int       ):
        requires_backends(cls    ,			['flax']       )







class       UpperCamelCase__   (	metaclass=lowercase_  ):




      """simple docstring"""




      _SCREAMING_SNAKE_CASE  				=     ["""flax"""]



      def __init__(      self				:      List[str]    ,			*SCREAMING_SNAKE_CASE_				:      int    ,			**SCREAMING_SNAKE_CASE_				:      int       ):
        requires_backends(self    ,			['flax']       )



      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      Optional[Any]    ,			*SCREAMING_SNAKE_CASE_				:      str    ,			**SCREAMING_SNAKE_CASE_				:      List[str]       ):
        requires_backends(cls    ,			['flax']       )





      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      List[str]    ,			*SCREAMING_SNAKE_CASE_				:      Optional[int]    ,			**SCREAMING_SNAKE_CASE_				:      Dict       ):
        requires_backends(cls    ,			['flax']       )







class       UpperCamelCase__   (	metaclass=lowercase_  ):




      """simple docstring"""




      _SCREAMING_SNAKE_CASE  				=     ["""flax"""]



      def __init__(      self				:      Any    ,			*SCREAMING_SNAKE_CASE_				:      int    ,			**SCREAMING_SNAKE_CASE_				:      Dict       ):
        requires_backends(self    ,			['flax']       )



      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      str    ,			*SCREAMING_SNAKE_CASE_				:      Optional[Any]    ,			**SCREAMING_SNAKE_CASE_				:      Any       ):
        requires_backends(cls    ,			['flax']       )





      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      Tuple    ,			*SCREAMING_SNAKE_CASE_				:      List[Any]    ,			**SCREAMING_SNAKE_CASE_				:      Union[str, Any]       ):
        requires_backends(cls    ,			['flax']       )







class       UpperCamelCase__   (	metaclass=lowercase_  ):




      """simple docstring"""




      _SCREAMING_SNAKE_CASE  				=     ["""flax"""]



      def __init__(      self				:      Tuple    ,			*SCREAMING_SNAKE_CASE_				:      Any    ,			**SCREAMING_SNAKE_CASE_				:      Optional[Any]       ):
        requires_backends(self    ,			['flax']       )



      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      Optional[int]    ,			*SCREAMING_SNAKE_CASE_				:      int    ,			**SCREAMING_SNAKE_CASE_				:      Dict       ):
        requires_backends(cls    ,			['flax']       )





      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      Optional[int]    ,			*SCREAMING_SNAKE_CASE_				:      Tuple    ,			**SCREAMING_SNAKE_CASE_				:      Union[str, Any]       ):
        requires_backends(cls    ,			['flax']       )







class       UpperCamelCase__   (	metaclass=lowercase_  ):




      """simple docstring"""




      _SCREAMING_SNAKE_CASE  				=     ["""flax"""]



      def __init__(      self				:      int    ,			*SCREAMING_SNAKE_CASE_				:      int    ,			**SCREAMING_SNAKE_CASE_				:      Union[str, Any]       ):
        requires_backends(self    ,			['flax']       )



      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      Union[str, Any]    ,			*SCREAMING_SNAKE_CASE_				:      List[str]    ,			**SCREAMING_SNAKE_CASE_				:      Tuple       ):
        requires_backends(cls    ,			['flax']       )





      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      Dict    ,			*SCREAMING_SNAKE_CASE_				:      List[Any]    ,			**SCREAMING_SNAKE_CASE_				:      Tuple       ):
        requires_backends(cls    ,			['flax']       )







class       UpperCamelCase__   (	metaclass=lowercase_  ):




      """simple docstring"""




      _SCREAMING_SNAKE_CASE  				=     ["""flax"""]



      def __init__(      self				:      Union[str, Any]    ,			*SCREAMING_SNAKE_CASE_				:      int    ,			**SCREAMING_SNAKE_CASE_				:      Dict       ):
        requires_backends(self    ,			['flax']       )



      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      Any    ,			*SCREAMING_SNAKE_CASE_				:      Optional[int]    ,			**SCREAMING_SNAKE_CASE_				:      str       ):
        requires_backends(cls    ,			['flax']       )





      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      Dict    ,			*SCREAMING_SNAKE_CASE_				:      List[Any]    ,			**SCREAMING_SNAKE_CASE_				:      Tuple       ):
        requires_backends(cls    ,			['flax']       )







class       UpperCamelCase__   (	metaclass=lowercase_  ):




      """simple docstring"""




      _SCREAMING_SNAKE_CASE  				=     ["""flax"""]



      def __init__(      self				:      Dict    ,			*SCREAMING_SNAKE_CASE_				:      List[Any]    ,			**SCREAMING_SNAKE_CASE_				:      List[Any]       ):
        requires_backends(self    ,			['flax']       )



      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      Optional[int]    ,			*SCREAMING_SNAKE_CASE_				:      Tuple    ,			**SCREAMING_SNAKE_CASE_				:      List[Any]       ):
        requires_backends(cls    ,			['flax']       )





      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      Dict    ,			*SCREAMING_SNAKE_CASE_				:      Optional[Any]    ,			**SCREAMING_SNAKE_CASE_				:      int       ):
        requires_backends(cls    ,			['flax']       )







class       UpperCamelCase__   (	metaclass=lowercase_  ):




      """simple docstring"""




      _SCREAMING_SNAKE_CASE  				=     ["""flax"""]



      def __init__(      self				:      Optional[int]    ,			*SCREAMING_SNAKE_CASE_				:      List[Any]    ,			**SCREAMING_SNAKE_CASE_				:      Dict       ):
        requires_backends(self    ,			['flax']       )



      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      Optional[Any]    ,			*SCREAMING_SNAKE_CASE_				:      Union[str, Any]    ,			**SCREAMING_SNAKE_CASE_				:      Optional[Any]       ):
        requires_backends(cls    ,			['flax']       )





      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      Union[str, Any]    ,			*SCREAMING_SNAKE_CASE_				:      Optional[Any]    ,			**SCREAMING_SNAKE_CASE_				:      int       ):
        requires_backends(cls    ,			['flax']       )







class       UpperCamelCase__   (	metaclass=lowercase_  ):




      """simple docstring"""




      _SCREAMING_SNAKE_CASE  				=     ["""flax"""]



      def __init__(      self				:      Tuple    ,			*SCREAMING_SNAKE_CASE_				:      Any    ,			**SCREAMING_SNAKE_CASE_				:      Any       ):
        requires_backends(self    ,			['flax']       )



      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      Union[str, Any]    ,			*SCREAMING_SNAKE_CASE_				:      Tuple    ,			**SCREAMING_SNAKE_CASE_				:      List[str]       ):
        requires_backends(cls    ,			['flax']       )





      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      Tuple    ,			*SCREAMING_SNAKE_CASE_				:      Optional[Any]    ,			**SCREAMING_SNAKE_CASE_				:      str       ):
        requires_backends(cls    ,			['flax']       )







class       UpperCamelCase__   (	metaclass=lowercase_  ):




      """simple docstring"""




      _SCREAMING_SNAKE_CASE  				=     ["""flax"""]



      def __init__(      self				:      Optional[Any]    ,			*SCREAMING_SNAKE_CASE_				:      Any    ,			**SCREAMING_SNAKE_CASE_				:      int       ):
        requires_backends(self    ,			['flax']       )



      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      Tuple    ,			*SCREAMING_SNAKE_CASE_				:      Dict    ,			**SCREAMING_SNAKE_CASE_				:      Optional[int]       ):
        requires_backends(cls    ,			['flax']       )





      @classmethod
      def      SCREAMING_SNAKE_CASE__ (      cls				:      Optional[int]    ,			*SCREAMING_SNAKE_CASE_				:      str    ,			**SCREAMING_SNAKE_CASE_				:      Tuple       ):
        requires_backends(cls    ,			['flax']       )





