


import argparse

import torch

from transformers import (
    WavaVecaFeatureExtractor,
    WavLMConfig,
    WavLMForAudioFrameClassification,
    WavLMForSequenceClassification,
    WavLMForXVector,
    logging,
)


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







def     __magic_name__  (      lowerCAmelCase_      ,					lowerCAmelCase_      ,					lowerCAmelCase_):
	'''simple docstring'''


	lowerCamelCase_			:							Optional[int]      =       WavLMForSequenceClassification.from_pretrained(SCREAMING_SNAKE_CASE_      ,					config=SCREAMING_SNAKE_CASE_)
	lowerCamelCase_			:							List[str]      =       downstream_dict["projector.weight"]
	lowerCamelCase_			:							Optional[Any]      =       downstream_dict["projector.bias"]
	lowerCamelCase_			:							Optional[Any]      =       downstream_dict["model.post_net.linear.weight"]
	lowerCamelCase_			:							List[str]      =       downstream_dict["model.post_net.linear.bias"]
	return model







def     __magic_name__  (      lowerCAmelCase_      ,					lowerCAmelCase_      ,					lowerCAmelCase_):
	'''simple docstring'''


	lowerCamelCase_			:							Union[str, Any]      =       WavLMForAudioFrameClassification.from_pretrained(SCREAMING_SNAKE_CASE_      ,					config=SCREAMING_SNAKE_CASE_)
	lowerCamelCase_			:							List[str]      =       downstream_dict["model.linear.weight"]
	lowerCamelCase_			:							List[Any]      =       downstream_dict["model.linear.bias"]
	return model







def     __magic_name__  (      lowerCAmelCase_      ,					lowerCAmelCase_      ,					lowerCAmelCase_):
	'''simple docstring'''


	lowerCamelCase_			:							str      =       WavLMForXVector.from_pretrained(SCREAMING_SNAKE_CASE_      ,					config=SCREAMING_SNAKE_CASE_)
	lowerCamelCase_			:							Union[str, Any]      =       downstream_dict["connector.weight"]
	lowerCamelCase_			:							Optional[Any]      =       downstream_dict["connector.bias"]
	for i, kernel_size in enumerate(hf_config.tdnn_kernel):
		lowerCamelCase_			:							Any      =       downstream_dict[
		    F"""model.framelevel_feature_extractor.module.{i}.kernel.weight"""
		]
		lowerCamelCase_			:							Dict      =       downstream_dict[F"""model.framelevel_feature_extractor.module.{i}.kernel.bias"""]

	lowerCamelCase_			:							Dict      =       downstream_dict["model.utterancelevel_feature_extractor.linear1.weight"]
	lowerCamelCase_			:							Optional[Any]      =       downstream_dict["model.utterancelevel_feature_extractor.linear1.bias"]
	lowerCamelCase_			:							Union[str, Any]      =       downstream_dict["model.utterancelevel_feature_extractor.linear2.weight"]
	lowerCamelCase_			:							int      =       downstream_dict["model.utterancelevel_feature_extractor.linear2.bias"]
	lowerCamelCase_			:							Tuple      =       downstream_dict["objective.W"]
	return model







@torch.no_grad()
def     __magic_name__  (      lowerCAmelCase_      ,					lowerCAmelCase_      ,					lowerCAmelCase_      ,					lowerCAmelCase_):
	'''simple docstring'''


	lowerCamelCase_			:							Optional[int]      =       torch.load(SCREAMING_SNAKE_CASE_      ,					map_location="cpu")

	lowerCamelCase_			:							List[str]      =       checkpoint["Downstream"]

	lowerCamelCase_			:							Any      =       WavLMConfig.from_pretrained(SCREAMING_SNAKE_CASE_)
	lowerCamelCase_			:							Any      =       WavaVecaFeatureExtractor.from_pretrained(
	    SCREAMING_SNAKE_CASE_      ,					return_attention_mask=SCREAMING_SNAKE_CASE_      ,					do_normalize=SCREAMING_SNAKE_CASE_)

	lowerCamelCase_			:							Any      =       hf_config.architectures[0]
	if arch.endswith("ForSequenceClassification"):
		lowerCamelCase_			:							Union[str, Any]      =       convert_classification(SCREAMING_SNAKE_CASE_      ,					SCREAMING_SNAKE_CASE_      ,					SCREAMING_SNAKE_CASE_)
	elif arch.endswith("ForAudioFrameClassification"):
		lowerCamelCase_			:							List[Any]      =       convert_diarization(SCREAMING_SNAKE_CASE_      ,					SCREAMING_SNAKE_CASE_      ,					SCREAMING_SNAKE_CASE_)
	elif arch.endswith("ForXVector"):
		lowerCamelCase_			:							Optional[int]      =       convert_xvector(SCREAMING_SNAKE_CASE_      ,					SCREAMING_SNAKE_CASE_      ,					SCREAMING_SNAKE_CASE_)
	else:
		raise NotImplementedError(F"""S3PRL weights conversion is not supported for {arch}""")

	if hf_config.use_weighted_layer_sum:
		lowerCamelCase_			:							Union[str, Any]      =       checkpoint["Featurizer"]["weights"]

	hf_feature_extractor.save_pretrained(SCREAMING_SNAKE_CASE_)
	hf_model.save_pretrained(SCREAMING_SNAKE_CASE_)


if __name__ == "__main__":
							__magic_name__       					=      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.''')
							__magic_name__       					=      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    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Optional[Any]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		str  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		List[str]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Tuple  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		List[Any]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Any  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Tuple  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Union[str, Any]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Union[str, Any]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		int  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		List[Any]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Optional[int]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Tuple  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Union[str, Any]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Union[str, Any]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Optional[int]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Union[str, Any]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		List[Any]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Union[str, Any]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Tuple  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		int  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Optional[Any]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		List[str]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Dict  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		str  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Dict  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Any  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		int  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Optional[Any]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Optional[Any]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		int  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Dict  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Any  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Union[str, Any]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		str  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		List[Any]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Optional[int]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Union[str, Any]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Dict  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		str  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		str  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Dict  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Union[str, Any]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Tuple  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		List[Any]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Any  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		int  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Optional[Any]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		List[str]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Tuple  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Any  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Union[str, Any]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		List[Any]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Any  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		int  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		Dict  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		List[str]  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )





class    lowerCAmelCase__				(			metaclass=__lowerCamelCase       ):






						"""simple docstring"""
						__UpperCAmelCase   :		str  					=	['''tokenizers''']




						def __init__(   self				,							*a_				,							**a_     ):
							requires_backends(self				,							["tokenizers"]     )

