





import argparse

import torch

from transformers import YosoConfig, YosoForMaskedLM




def      a__			(       lowercase__	):






   '''simple docstring'''






   if "model" in orig_key:
      UpperCAmelCase_           =orig_key.replace("model."	,     ""	)
   if "norm1" in orig_key:
      UpperCAmelCase_           =orig_key.replace("norm1"	,     "attention.output.LayerNorm"	)
   if "norm2" in orig_key:
      UpperCAmelCase_           =orig_key.replace("norm2"	,     "output.LayerNorm"	)
   if "norm" in orig_key:
      UpperCAmelCase_           =orig_key.replace("norm"	,     "LayerNorm"	)
   if "transformer" in orig_key:
      UpperCAmelCase_           =orig_key.split("."	)[0].split("_"	)[-1]
      UpperCAmelCase_           =orig_key.replace(F'transformer_{layer_num}'	,     F'encoder.layer.{layer_num}'	)
   if "mha.attn" in orig_key:
      UpperCAmelCase_           =orig_key.replace("mha.attn"	,     "attention.self"	)
   if "mha" in orig_key:
      UpperCAmelCase_           =orig_key.replace("mha"	,     "attention"	)
   if "W_q" in orig_key:
      UpperCAmelCase_           =orig_key.replace("W_q"	,     "self.query"	)
   if "W_k" in orig_key:
      UpperCAmelCase_           =orig_key.replace("W_k"	,     "self.key"	)
   if "W_v" in orig_key:
      UpperCAmelCase_           =orig_key.replace("W_v"	,     "self.value"	)
   if "ff1" in orig_key:
      UpperCAmelCase_           =orig_key.replace("ff1"	,     "intermediate.dense"	)
   if "ff2" in orig_key:
      UpperCAmelCase_           =orig_key.replace("ff2"	,     "output.dense"	)
   if "ff" in orig_key:
      UpperCAmelCase_           =orig_key.replace("ff"	,     "output.dense"	)
   if "mlm_class" in orig_key:
      UpperCAmelCase_           =orig_key.replace("mlm.mlm_class"	,     "cls.predictions.decoder"	)
   if "mlm" in orig_key:
      UpperCAmelCase_           =orig_key.replace("mlm"	,     "cls.predictions.transform"	)
   if "cls" not in orig_key:
      UpperCAmelCase_           ="""yoso.""" + orig_key

   return orig_key




def      a__			(       lowercase__	,     lowercase__	):






   '''simple docstring'''






   for key in orig_state_dict.copy().keys():
      UpperCAmelCase_           =orig_state_dict.pop(__lowercase	)

      if ("pooler" in key) or ("sen_class" in key):
         continue
      else:
         UpperCAmelCase_           =val

   UpperCAmelCase_           =orig_state_dict["""cls.predictions.decoder.bias"""]
   UpperCAmelCase_           =torch.arange(__lowercase	).expand((1, -1)	) + 2

   return orig_state_dict




def      a__			(       lowercase__	,     lowercase__	,     lowercase__	):






   '''simple docstring'''






   UpperCAmelCase_           =torch.load(__lowercase	,     map_location="cpu"	)["""model_state_dict"""]
   UpperCAmelCase_           =YosoConfig.from_json_file(__lowercase	)
   UpperCAmelCase_           =YosoForMaskedLM(__lowercase	)

   UpperCAmelCase_           =convert_checkpoint_helper(config.max_position_embeddings	,     __lowercase	)

   print(model.load_state_dict(__lowercase	)	)
   model.eval()
   model.save_pretrained(__lowercase	)

   print(F'Checkpoint successfuly converted. Model saved at {pytorch_dump_path}'	)


if __name__ == "__main__":
     __lowercase	: int       =argparse.ArgumentParser()
     # Required parameters
     parser.add_argument(
         """--pytorch_model_path""", default=None, type=str, required=True, help="""Path to YOSO pytorch checkpoint."""
     )
     parser.add_argument(
         """--config_file""",
         default=None,
         type=str,
         required=True,
         help="""The json file for YOSO model config.""",
     )
     parser.add_argument(
         """--pytorch_dump_path""", default=None, type=str, required=True, help="""Path to the output PyTorch model."""
     )
     __lowercase	: List[str]       =parser.parse_args()
     convert_yoso_checkpoint(args.pytorch_model_path, args.config_file, args.pytorch_dump_path)










'''simple docstring'''







from ..utils import DummyObject, requires_backends







class 					_a (metaclass=a__	):





     '''simple docstring'''



     lowerCAmelCase_  :     Any          =					["""flax"""]







     def __init__(				self							,*__a							,**__a							)      ->				Tuple:
          requires_backends(self							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				Tuple:
          requires_backends(cls							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				Dict:
          requires_backends(cls							,["""flax"""]							)







class 					_a (metaclass=a__	):





     '''simple docstring'''



     lowerCAmelCase_  :     Optional[int]          =					["""flax"""]







     def __init__(				self							,*__a							,**__a							)      ->				List[Any]:
          requires_backends(self							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				List[str]:
          requires_backends(cls							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				str:
          requires_backends(cls							,["""flax"""]							)







class 					_a (metaclass=a__	):





     '''simple docstring'''



     lowerCAmelCase_  :     Any          =					["""flax"""]







     def __init__(				self							,*__a							,**__a							)      ->				Any:
          requires_backends(self							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				List[Any]:
          requires_backends(cls							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				Any:
          requires_backends(cls							,["""flax"""]							)







class 					_a (metaclass=a__	):





     '''simple docstring'''



     lowerCAmelCase_  :     List[str]          =					["""flax"""]







     def __init__(				self							,*__a							,**__a							)      ->				Optional[Any]:
          requires_backends(self							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				Dict:
          requires_backends(cls							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				int:
          requires_backends(cls							,["""flax"""]							)







class 					_a (metaclass=a__	):





     '''simple docstring'''



     lowerCAmelCase_  :     int          =					["""flax"""]







     def __init__(				self							,*__a							,**__a							)      ->				Optional[int]:
          requires_backends(self							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				Optional[Any]:
          requires_backends(cls							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				List[str]:
          requires_backends(cls							,["""flax"""]							)







class 					_a (metaclass=a__	):





     '''simple docstring'''



     lowerCAmelCase_  :     Dict          =					["""flax"""]







     def __init__(				self							,*__a							,**__a							)      ->				Optional[Any]:
          requires_backends(self							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				List[Any]:
          requires_backends(cls							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				int:
          requires_backends(cls							,["""flax"""]							)







class 					_a (metaclass=a__	):





     '''simple docstring'''



     lowerCAmelCase_  :     Union[str, Any]          =					["""flax"""]







     def __init__(				self							,*__a							,**__a							)      ->				List[str]:
          requires_backends(self							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				Optional[Any]:
          requires_backends(cls							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				str:
          requires_backends(cls							,["""flax"""]							)







class 					_a (metaclass=a__	):





     '''simple docstring'''



     lowerCAmelCase_  :     Optional[Any]          =					["""flax"""]







     def __init__(				self							,*__a							,**__a							)      ->				str:
          requires_backends(self							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				str:
          requires_backends(cls							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				Union[str, Any]:
          requires_backends(cls							,["""flax"""]							)







class 					_a (metaclass=a__	):





     '''simple docstring'''



     lowerCAmelCase_  :     List[Any]          =					["""flax"""]







     def __init__(				self							,*__a							,**__a							)      ->				Union[str, Any]:
          requires_backends(self							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				Any:
          requires_backends(cls							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				Optional[Any]:
          requires_backends(cls							,["""flax"""]							)







class 					_a (metaclass=a__	):





     '''simple docstring'''



     lowerCAmelCase_  :     Dict          =					["""flax"""]







     def __init__(				self							,*__a							,**__a							)      ->				Dict:
          requires_backends(self							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				List[str]:
          requires_backends(cls							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				Optional[Any]:
          requires_backends(cls							,["""flax"""]							)







class 					_a (metaclass=a__	):





     '''simple docstring'''



     lowerCAmelCase_  :     List[str]          =					["""flax"""]







     def __init__(				self							,*__a							,**__a							)      ->				Tuple:
          requires_backends(self							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				Tuple:
          requires_backends(cls							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				Optional[int]:
          requires_backends(cls							,["""flax"""]							)







class 					_a (metaclass=a__	):





     '''simple docstring'''



     lowerCAmelCase_  :     Tuple          =					["""flax"""]







     def __init__(				self							,*__a							,**__a							)      ->				List[str]:
          requires_backends(self							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				Union[str, Any]:
          requires_backends(cls							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				Dict:
          requires_backends(cls							,["""flax"""]							)







class 					_a (metaclass=a__	):





     '''simple docstring'''



     lowerCAmelCase_  :     Tuple          =					["""flax"""]







     def __init__(				self							,*__a							,**__a							)      ->				Tuple:
          requires_backends(self							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				List[str]:
          requires_backends(cls							,["""flax"""]							)







     @classmethod
     def 			snake_case_      (				cls							,*__a							,**__a							)      ->				int:
          requires_backends(cls							,["""flax"""]							)



