




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

import random
import string



class       lowercase_		:



						def __init__( self  :      str				,       snake_case__  :      str | None = None     ):

								"""simple docstring"""

								SCREAMING_SNAKE_CASE_							=       passcode or self.__passcode_creator()
								SCREAMING_SNAKE_CASE_							=       self.__make_key_list()
								SCREAMING_SNAKE_CASE_							=       self.__make_shift_key()



						def __str__( self  :      List[Any]     ):

								"""simple docstring"""

								return "".join(self.__passcode     )



						def   __a				( self  :      Union[str, Any]				,       snake_case__  :      list[int]     ):

								"""simple docstring"""

								for i in range(1				,       len(snake_case__     )				,       2     ):
										iterlist[i] *= -1
								return iterlist



						def   __a				( self  :      str     ):

								"""simple docstring"""

								SCREAMING_SNAKE_CASE_							=       string.ascii_letters + string.digits
								SCREAMING_SNAKE_CASE_							=       [random.choice(snake_case__     ) for _ in range(random.randint(10				,       20     )     )]
								return password



						def   __a				( self  :      str     ):

								"""simple docstring"""

								SCREAMING_SNAKE_CASE_							=       (
								    string.ascii_letters + string.digits + string.punctuation + ' \t\n'
								)

								SCREAMING_SNAKE_CASE_							=       []

								# creates points known as breakpoints to break the key_list_options at those
								# points and pivot each substring
								SCREAMING_SNAKE_CASE_							=       sorted(set(self.__passcode     )     )
								SCREAMING_SNAKE_CASE_							=       []

								# algorithm for creating a new shuffled list, keys_l, out of key_list_options
								for i in key_list_options:
										temp_list.extend(snake_case__     )

										# checking breakpoints at which to pivot temporary sublist and add it into
										# keys_l
										if i in breakpoints or i == key_list_options[-1]:
												keys_l.extend(temp_list[::-1]     )
												temp_list.clear()

        # returning a shuffled keys_l to prevent brute force guessing of shift key
								return keys_l



						def   __a				( self  :      Union[str, Any]     ):

								"""simple docstring"""

								SCREAMING_SNAKE_CASE_							=       sum(self.__neg_pos([ord(snake_case__     ) for x in self.__passcode]     )     )
								return num if num > 0 else len(self.__passcode     )



						def   __a				( self  :      str				,       snake_case__  :      str     ):

								"""simple docstring"""

								SCREAMING_SNAKE_CASE_							=       ''

								# decoding shift like Caesar cipher algorithm implementing negative shift or
								# reverse shift or left shift
								for i in encoded_message:
										SCREAMING_SNAKE_CASE_							=       self.__key_list.index(snake_case__     )
										decoded_message += self.__key_list[
										    (position - self.__shift_key) % -len(self.__key_list     )
										]

								return decoded_message






						def   __a				( self  :      Optional[int]				,       snake_case__  :      str     ):

								"""simple docstring"""

								SCREAMING_SNAKE_CASE_							=       ''

								# encoding shift like Caesar cipher algorithm implementing positive shift or
								# forward shift or right shift
								for i in plaintext:
										SCREAMING_SNAKE_CASE_							=       self.__key_list.index(snake_case__     )
										encoded_message += self.__key_list[
										    (position + self.__shift_key) % len(self.__key_list     )
										]

								return encoded_message


def 				_a       (				lowerCAmelCase = "Hello, this is a modified Caesar cipher"   )->  str:
		SCREAMING_SNAKE_CASE_							=       ShuffledShiftCipher()
		return cipa.decrypt(cipa.encrypt(lowerCAmelCase   )   )


if __name__ == "__main__":
						import doctest

						doctest.testmod()