




import copy
from typing import Dict

from ...generation.configuration_utils import GenerationConfig
from ...utils import logging


SCREAMING_SNAKE_CASE:    Optional[Any]											=   logging.get_logger(__name__)



class       lowercase_		(SCREAMING_SNAKE_CASE__   ):
						lowerCAmelCase__ 			="semantic"



						def __init__( self  :      Dict				,       snake_case__  :      str=1_00_00				,       snake_case__  :      Tuple=True				,       snake_case__  :      Union[str, Any]=7_68				,       snake_case__  :      List[str]=False				,       snake_case__  :      Optional[int]=False				,       snake_case__  :      int=False				,       snake_case__  :      Any=False				,       snake_case__  :      Optional[Any]=0.7				,       snake_case__  :      Union[str, Any]=True				,       snake_case__  :      Union[str, Any]=1_00_48				,       snake_case__  :      List[str]=12_95_95				,       snake_case__  :      str=12_95_99				,       snake_case__  :      Union[str, Any]=1_00_00				,       snake_case__  :      Any=2_56				,       snake_case__  :      List[str]=49.9				,       **snake_case__  :      List[Any]				,       ):

								"""simple docstring"""

								super().__init__(
								    temperature=snake_case__				,       do_sample=snake_case__				,       eos_token_id=snake_case__				,       renormalize_logits=snake_case__				,       max_new_tokens=snake_case__				,       output_scores=snake_case__				,       return_dict_in_generate=snake_case__				,       output_hidden_states=snake_case__				,       output_attentions=snake_case__				,       **snake_case__				,       )

								SCREAMING_SNAKE_CASE_							=       text_encoding_offset
								SCREAMING_SNAKE_CASE_							=       text_pad_token
								SCREAMING_SNAKE_CASE_							=       eos_token_id
								SCREAMING_SNAKE_CASE_							=       semantic_infer_token
								SCREAMING_SNAKE_CASE_							=       semantic_vocab_size
								SCREAMING_SNAKE_CASE_							=       max_input_semantic_length
								SCREAMING_SNAKE_CASE_							=       semantic_rate_hz



class       lowercase_		(SCREAMING_SNAKE_CASE__   ):
						lowerCAmelCase__ 			="coarse_acoustics"



						def __init__( self  :      str				,       snake_case__  :      List[Any]=True				,       snake_case__  :      Optional[int]=False				,       snake_case__  :      Union[str, Any]=False				,       snake_case__  :      List[Any]=False				,       snake_case__  :      Optional[int]=False				,       snake_case__  :      Any=0.7				,       snake_case__  :      Tuple=True				,       snake_case__  :      str=1_20_48				,       snake_case__  :      Optional[Any]=75				,       snake_case__  :      Dict=2				,       snake_case__  :      Dict=1_20_50				,       snake_case__  :      Optional[Any]=2_56				,       snake_case__  :      int = 6_30				,       snake_case__  :      int = 60				,       **snake_case__  :      Any				,       ):

								"""simple docstring"""

								super().__init__(
								    temperature=snake_case__				,       do_sample=snake_case__				,       renormalize_logits=snake_case__				,       output_scores=snake_case__				,       return_dict_in_generate=snake_case__				,       output_hidden_states=snake_case__				,       output_attentions=snake_case__				,       **snake_case__				,       )

								SCREAMING_SNAKE_CASE_							=       coarse_semantic_pad_token
								SCREAMING_SNAKE_CASE_							=       coarse_rate_hz
								SCREAMING_SNAKE_CASE_							=       n_coarse_codebooks
								SCREAMING_SNAKE_CASE_							=       coarse_infer_token
								SCREAMING_SNAKE_CASE_							=       max_coarse_input_length
								SCREAMING_SNAKE_CASE_							=       max_coarse_history
								SCREAMING_SNAKE_CASE_							=       sliding_window_len



class       lowercase_		(SCREAMING_SNAKE_CASE__   ):
						lowerCAmelCase__ 			="fine_acoustics"



						def __init__( self  :      Tuple				,       snake_case__  :      Any=0.5				,       snake_case__  :      int=5_12				,       snake_case__  :      Tuple=10_24				,       snake_case__  :      Any=8				,       **snake_case__  :      Union[str, Any]				,       ):

								"""simple docstring"""

								super().__init__(temperature=snake_case__     )

								SCREAMING_SNAKE_CASE_							=       max_fine_history_length
								SCREAMING_SNAKE_CASE_							=       max_fine_input_length
								SCREAMING_SNAKE_CASE_							=       n_fine_codebooks



class       lowercase_		(SCREAMING_SNAKE_CASE__   ):
						lowerCAmelCase__ 			="bark"
						lowerCAmelCase__ 			=True



						def __init__( self  :      Union[str, Any]				,       snake_case__  :      Dict = None				,       snake_case__  :      Dict = None				,       snake_case__  :      Dict = None				,       snake_case__  :      Optional[int]=2_40_00				,       snake_case__  :      str=10_24				,       **snake_case__  :      List[str]				,       ):

								"""simple docstring"""

								if semantic_config is None:
										SCREAMING_SNAKE_CASE_							=       {}
										logger.info('semantic_config is None. initializing the semantic model with default values.'     )

								if coarse_acoustics_config is None:
										SCREAMING_SNAKE_CASE_							=       {}
										logger.info('coarse_acoustics_config is None. initializing the coarse model with default values.'     )

								if fine_acoustics_config is None:
										SCREAMING_SNAKE_CASE_							=       {}
										logger.info('fine_acoustics_config is None. initializing the fine model with default values.'     )

								SCREAMING_SNAKE_CASE_							=       BarkSemanticGenerationConfig(**snake_case__     )
								SCREAMING_SNAKE_CASE_							=       BarkCoarseGenerationConfig(**snake_case__     )
								SCREAMING_SNAKE_CASE_							=       BarkFineGenerationConfig(**snake_case__     )

								SCREAMING_SNAKE_CASE_							=       sample_rate
								SCREAMING_SNAKE_CASE_							=       codebook_size



						@classmethod
						def   __a				( cls  :      str				,       snake_case__  :      BarkSemanticGenerationConfig				,       snake_case__  :      BarkCoarseGenerationConfig				,       snake_case__  :      BarkFineGenerationConfig				,       **snake_case__  :      Optional[Any]				,       ):

								"""simple docstring"""

								return cls(
								    semantic_config=semantic_config.to_dict()				,       coarse_acoustics_config=coarse_acoustics_config.to_dict()				,       fine_acoustics_config=fine_acoustics_config.to_dict()				,       **snake_case__				,       )






						def   __a				( self  :      List[str]     ):

								"""simple docstring"""

								SCREAMING_SNAKE_CASE_							=       copy.deepcopy(self.__dict__     )

								SCREAMING_SNAKE_CASE_							=       self.semantic_config.to_dict()
								SCREAMING_SNAKE_CASE_							=       self.coarse_acoustics_config.to_dict()
								SCREAMING_SNAKE_CASE_							=       self.fine_acoustics_config.to_dict()

								SCREAMING_SNAKE_CASE_							=       self.__class__.model_type
								return output











from __future__ import annotations


def 				_a       (				lowerCAmelCase   )->  list[int]:
		if not list_of_ints:
				return []

		if min(lowerCAmelCase   ) < 0:
				raise ValueError('All numbers must be positive'   )

		SCREAMING_SNAKE_CASE_							=       max(len(bin(lowerCAmelCase   )[2:]   ) for x in list_of_ints   )
		return _msd_radix_sort(lowerCAmelCase						,	lowerCAmelCase   )


def 				_a       (				lowerCAmelCase						,	lowerCAmelCase   )->  list[int]:
		if bit_position == 0 or len(lowerCAmelCase   ) in [0, 1]:
				return list_of_ints

		SCREAMING_SNAKE_CASE_							=       []
		SCREAMING_SNAKE_CASE_							=       []
		# Split numbers based on bit at bit_position from the right
		for number in list_of_ints:
				if (number >> (bit_position - 1)) & 1:
						# number has a one at bit bit_position
						ones.append(lowerCAmelCase   )
				else:
						# number has a zero at bit bit_position
						zeros.append(lowerCAmelCase   )

    # recursively split both lists further
		SCREAMING_SNAKE_CASE_							=       _msd_radix_sort(lowerCAmelCase						,	bit_position - 1   )
		SCREAMING_SNAKE_CASE_							=       _msd_radix_sort(lowerCAmelCase						,	bit_position - 1   )

		# recombine lists
		SCREAMING_SNAKE_CASE_							=       zeros
		res.extend(lowerCAmelCase   )

		return res


def 				_a       (				lowerCAmelCase   )->  Dict:
		SCREAMING_SNAKE_CASE_							=       len(lowerCAmelCase   )
		if not list_of_ints or length == 1:
				return

		if min(lowerCAmelCase   ) < 0:
				raise ValueError('All numbers must be positive'   )

		SCREAMING_SNAKE_CASE_							=       max(len(bin(lowerCAmelCase   )[2:]   ) for x in list_of_ints   )
		_msd_radix_sort_inplace(lowerCAmelCase						,	lowerCAmelCase						,	0						,	lowerCAmelCase   )


def 				_a       (				lowerCAmelCase						,	lowerCAmelCase						,	lowerCAmelCase						,	lowerCAmelCase   )->  Optional[int]:
		if bit_position == 0 or end_index - begin_index <= 1:
				return

		bit_position -= 1

		SCREAMING_SNAKE_CASE_							=       begin_index
		SCREAMING_SNAKE_CASE_							=       end_index - 1
		while i <= j:
				SCREAMING_SNAKE_CASE_							=       False
				if not (list_of_ints[i] >> bit_position) & 1:
						# found zero at the beginning
						i += 1
						SCREAMING_SNAKE_CASE_							=       True
				if (list_of_ints[j] >> bit_position) & 1:
						# found one at the end
						j -= 1
						SCREAMING_SNAKE_CASE_							=       True

				if changed:
						continue

				SCREAMING_SNAKE_CASE_			,							SCREAMING_SNAKE_CASE_							=       list_of_ints[j], list_of_ints[i]
				j -= 1
				if j != i:
						i += 1

		_msd_radix_sort_inplace(lowerCAmelCase						,	lowerCAmelCase						,	lowerCAmelCase						,	lowerCAmelCase   )
		_msd_radix_sort_inplace(lowerCAmelCase						,	lowerCAmelCase						,	lowerCAmelCase						,	lowerCAmelCase   )


if __name__ == "__main__":
						import doctest

						doctest.testmod()