

import argparse

import torch

from transformers import (
    UniSpeechSatConfig,
    UniSpeechSatForAudioFrameClassification,
    UniSpeechSatForSequenceClassification,
    UniSpeechSatForXVector,
    WavaVecaFeatureExtractor,
    logging,
)


logging.set_verbosity_info()
SCREAMING_SNAKE_CASE_		     = logging.get_logger(__name__)



def      __lowercase     (   _SCREAMING_SNAKE_CASE				,		_SCREAMING_SNAKE_CASE				,		_SCREAMING_SNAKE_CASE			)				->     Tuple:


      '''simple docstring'''


      SCREAMING_SNAKE_CASE	=		UniSpeechSatForSequenceClassification.from_pretrained(UpperCamelCase__				,		config=UpperCamelCase__			)
      SCREAMING_SNAKE_CASE	=		downstream_dict["""projector.weight"""]
      SCREAMING_SNAKE_CASE	=		downstream_dict["""projector.bias"""]
      SCREAMING_SNAKE_CASE	=		downstream_dict["""model.post_net.linear.weight"""]
      SCREAMING_SNAKE_CASE	=		downstream_dict["""model.post_net.linear.bias"""]
      return model



def      __lowercase     (   _SCREAMING_SNAKE_CASE				,		_SCREAMING_SNAKE_CASE				,		_SCREAMING_SNAKE_CASE			)				->     int:


      '''simple docstring'''


      SCREAMING_SNAKE_CASE	=		UniSpeechSatForAudioFrameClassification.from_pretrained(UpperCamelCase__				,		config=UpperCamelCase__			)
      SCREAMING_SNAKE_CASE	=		downstream_dict["""model.linear.weight"""]
      SCREAMING_SNAKE_CASE	=		downstream_dict["""model.linear.bias"""]
      return model



def      __lowercase     (   _SCREAMING_SNAKE_CASE				,		_SCREAMING_SNAKE_CASE				,		_SCREAMING_SNAKE_CASE			)				->     str:


      '''simple docstring'''


      SCREAMING_SNAKE_CASE	=		UniSpeechSatForXVector.from_pretrained(UpperCamelCase__				,		config=UpperCamelCase__			)
      SCREAMING_SNAKE_CASE	=		downstream_dict["""connector.weight"""]
      SCREAMING_SNAKE_CASE	=		downstream_dict["""connector.bias"""]
      for i, kernel_size in enumerate(hf_config.tdnn_kernel			):
            SCREAMING_SNAKE_CASE	=		downstream_dict[
                F"""model.framelevel_feature_extractor.module.{i}.kernel.weight"""
            ]
            SCREAMING_SNAKE_CASE	=		downstream_dict[F"""model.framelevel_feature_extractor.module.{i}.kernel.bias"""]

      SCREAMING_SNAKE_CASE	=		downstream_dict["""model.utterancelevel_feature_extractor.linear1.weight"""]
      SCREAMING_SNAKE_CASE	=		downstream_dict["""model.utterancelevel_feature_extractor.linear1.bias"""]
      SCREAMING_SNAKE_CASE	=		downstream_dict["""model.utterancelevel_feature_extractor.linear2.weight"""]
      SCREAMING_SNAKE_CASE	=		downstream_dict["""model.utterancelevel_feature_extractor.linear2.bias"""]
      SCREAMING_SNAKE_CASE	=		downstream_dict["""objective.W"""]
      return model



@torch.no_grad()
def      __lowercase     (   _SCREAMING_SNAKE_CASE				,		_SCREAMING_SNAKE_CASE				,		_SCREAMING_SNAKE_CASE				,		_SCREAMING_SNAKE_CASE			)				->     List[Any]:


      '''simple docstring'''


      SCREAMING_SNAKE_CASE	=		torch.load(UpperCamelCase__				,		map_location="""cpu"""			)

      SCREAMING_SNAKE_CASE	=		checkpoint["""Downstream"""]

      SCREAMING_SNAKE_CASE	=		UniSpeechSatConfig.from_pretrained(UpperCamelCase__			)
      SCREAMING_SNAKE_CASE	=		WavaVecaFeatureExtractor.from_pretrained(
          UpperCamelCase__				,		return_attention_mask=UpperCamelCase__				,		do_normalize=UpperCamelCase__			)

      SCREAMING_SNAKE_CASE	=		hf_config.architectures[0]
      if arch.endswith("""ForSequenceClassification"""			):
            SCREAMING_SNAKE_CASE	=		convert_classification(UpperCamelCase__				,		UpperCamelCase__				,		UpperCamelCase__			)
      elif arch.endswith("""ForAudioFrameClassification"""			):
            SCREAMING_SNAKE_CASE	=		convert_diarization(UpperCamelCase__				,		UpperCamelCase__				,		UpperCamelCase__			)
      elif arch.endswith("""ForXVector"""			):
            SCREAMING_SNAKE_CASE	=		convert_xvector(UpperCamelCase__				,		UpperCamelCase__				,		UpperCamelCase__			)
      else:
            raise NotImplementedError(F"""S3PRL weights conversion is not supported for {arch}"""			)

      if hf_config.use_weighted_layer_sum:
            SCREAMING_SNAKE_CASE	=		checkpoint["""Featurizer"""]["""weights"""]

      hf_feature_extractor.save_pretrained(UpperCamelCase__			)
      hf_model.save_pretrained(UpperCamelCase__			)


if __name__ == "__main__":
      SCREAMING_SNAKE_CASE_		     = argparse.ArgumentParser()
      parser.add_argument(
          """--base_model_name""", default=None, type=str, help="""Name of the huggingface pretrained base model."""
      )
      parser.add_argument("""--config_path""", default=None, type=str, help="""Path to the huggingface classifier config.""")
      parser.add_argument("""--checkpoint_path""", default=None, type=str, help="""Path to the s3prl checkpoint.""")
      parser.add_argument("""--model_dump_path""", default=None, type=str, help="""Path to the final converted model.""")
      SCREAMING_SNAKE_CASE_		     = parser.parse_args()
      convert_saprl_checkpoint(args.base_model_name, args.config_path, args.checkpoint_path, args.model_dump_path)









from ..utils import DummyObject, requires_backends

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Dict				=    ["sentencepiece"]






     def __init__(							self		:					int		,*lowerCamelCase__		:					Any		,**lowerCamelCase__		:					Any )  ->	str:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Union[str, Any]				=    ["sentencepiece"]






     def __init__(							self		:					Any		,*lowerCamelCase__		:					str		,**lowerCamelCase__		:					List[Any] )  ->	str:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			str				=    ["sentencepiece"]






     def __init__(							self		:					Union[str, Any]		,*lowerCamelCase__		:					Union[str, Any]		,**lowerCamelCase__		:					Optional[int] )  ->	Optional[int]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Dict				=    ["sentencepiece"]






     def __init__(							self		:					Tuple		,*lowerCamelCase__		:					Dict		,**lowerCamelCase__		:					Any )  ->	Union[str, Any]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Dict				=    ["sentencepiece"]






     def __init__(							self		:					Optional[int]		,*lowerCamelCase__		:					List[Any]		,**lowerCamelCase__		:					Optional[int] )  ->	str:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			List[str]				=    ["sentencepiece"]






     def __init__(							self		:					Union[str, Any]		,*lowerCamelCase__		:					Union[str, Any]		,**lowerCamelCase__		:					Optional[Any] )  ->	Tuple:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			List[str]				=    ["sentencepiece"]






     def __init__(							self		:					int		,*lowerCamelCase__		:					List[str]		,**lowerCamelCase__		:					str )  ->	Optional[int]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			int				=    ["sentencepiece"]






     def __init__(							self		:					Union[str, Any]		,*lowerCamelCase__		:					List[Any]		,**lowerCamelCase__		:					Optional[Any] )  ->	int:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			List[Any]				=    ["sentencepiece"]






     def __init__(							self		:					List[str]		,*lowerCamelCase__		:					List[str]		,**lowerCamelCase__		:					int )  ->	Tuple:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Union[str, Any]				=    ["sentencepiece"]






     def __init__(							self		:					str		,*lowerCamelCase__		:					Union[str, Any]		,**lowerCamelCase__		:					List[str] )  ->	Optional[int]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Any				=    ["sentencepiece"]






     def __init__(							self		:					int		,*lowerCamelCase__		:					Dict		,**lowerCamelCase__		:					List[Any] )  ->	List[str]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Any				=    ["sentencepiece"]






     def __init__(							self		:					Dict		,*lowerCamelCase__		:					Any		,**lowerCamelCase__		:					Optional[int] )  ->	Union[str, Any]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Tuple				=    ["sentencepiece"]






     def __init__(							self		:					Dict		,*lowerCamelCase__		:					int		,**lowerCamelCase__		:					Optional[int] )  ->	Optional[Any]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			List[Any]				=    ["sentencepiece"]






     def __init__(							self		:					Optional[Any]		,*lowerCamelCase__		:					Tuple		,**lowerCamelCase__		:					int )  ->	Any:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Tuple				=    ["sentencepiece"]






     def __init__(							self		:					Optional[Any]		,*lowerCamelCase__		:					Tuple		,**lowerCamelCase__		:					Dict )  ->	Union[str, Any]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			List[Any]				=    ["sentencepiece"]






     def __init__(							self		:					int		,*lowerCamelCase__		:					str		,**lowerCamelCase__		:					Optional[Any] )  ->	Dict:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			int				=    ["sentencepiece"]






     def __init__(							self		:					Union[str, Any]		,*lowerCamelCase__		:					Any		,**lowerCamelCase__		:					str )  ->	List[Any]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Dict				=    ["sentencepiece"]






     def __init__(							self		:					int		,*lowerCamelCase__		:					Any		,**lowerCamelCase__		:					Dict )  ->	List[Any]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			int				=    ["sentencepiece"]






     def __init__(							self		:					List[Any]		,*lowerCamelCase__		:					str		,**lowerCamelCase__		:					Any )  ->	int:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Union[str, Any]				=    ["sentencepiece"]






     def __init__(							self		:					Dict		,*lowerCamelCase__		:					Optional[int]		,**lowerCamelCase__		:					str )  ->	Tuple:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			str				=    ["sentencepiece"]






     def __init__(							self		:					Union[str, Any]		,*lowerCamelCase__		:					int		,**lowerCamelCase__		:					Any )  ->	List[str]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Any				=    ["sentencepiece"]






     def __init__(							self		:					Dict		,*lowerCamelCase__		:					Tuple		,**lowerCamelCase__		:					str )  ->	int:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			List[str]				=    ["sentencepiece"]






     def __init__(							self		:					Optional[int]		,*lowerCamelCase__		:					Optional[int]		,**lowerCamelCase__		:					Union[str, Any] )  ->	Tuple:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			str				=    ["sentencepiece"]






     def __init__(							self		:					Optional[Any]		,*lowerCamelCase__		:					Optional[int]		,**lowerCamelCase__		:					List[Any] )  ->	Any:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Optional[Any]				=    ["sentencepiece"]






     def __init__(							self		:					List[str]		,*lowerCamelCase__		:					Tuple		,**lowerCamelCase__		:					str )  ->	Union[str, Any]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Optional[int]				=    ["sentencepiece"]






     def __init__(							self		:					Optional[Any]		,*lowerCamelCase__		:					Tuple		,**lowerCamelCase__		:					str )  ->	Dict:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Tuple				=    ["sentencepiece"]






     def __init__(							self		:					Any		,*lowerCamelCase__		:					Optional[int]		,**lowerCamelCase__		:					Any )  ->	Optional[int]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Dict				=    ["sentencepiece"]






     def __init__(							self		:					Union[str, Any]		,*lowerCamelCase__		:					List[str]		,**lowerCamelCase__		:					List[Any] )  ->	str:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			str				=    ["sentencepiece"]






     def __init__(							self		:					int		,*lowerCamelCase__		:					str		,**lowerCamelCase__		:					str )  ->	Dict:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Union[str, Any]				=    ["sentencepiece"]






     def __init__(							self		:					int		,*lowerCamelCase__		:					List[Any]		,**lowerCamelCase__		:					Optional[int] )  ->	List[str]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Union[str, Any]				=    ["sentencepiece"]






     def __init__(							self		:					List[Any]		,*lowerCamelCase__		:					Tuple		,**lowerCamelCase__		:					Dict )  ->	Dict:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )


