
"""simple docstring"""
import copy
from typing import Dict

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


SCREAMING_SNAKE_CASE_			      =					logging.get_logger(__name__)
class      lowerCAmelCase_						(							A__				):



							'''simple docstring'''





							_snake_case		     =						'''semantic'''




							def __init__(				self  ,							snake_case_=10_000  ,							snake_case_=True  ,							snake_case_=768  ,							snake_case_=False  ,							snake_case_=False  ,							snake_case_=False  ,							snake_case_=False  ,							snake_case_=0.7  ,							snake_case_=True  ,							snake_case_=10_048  ,							snake_case_=129_595  ,							snake_case_=129_599  ,							snake_case_=10_000  ,							snake_case_=256  ,							snake_case_=49.9  ,							**snake_case_  ,							)   ->       int:
													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_  ,							)

													__lowerCAmelCase        =       text_encoding_offset
													__lowerCAmelCase        =       text_pad_token
													__lowerCAmelCase        =       eos_token_id
													__lowerCAmelCase        =       semantic_infer_token
													__lowerCAmelCase        =       semantic_vocab_size
													__lowerCAmelCase        =       max_input_semantic_length
													__lowerCAmelCase        =       semantic_rate_hz
class      lowerCAmelCase_						(							A__				):



							'''simple docstring'''





							_snake_case		     =						'''coarse_acoustics'''




							def __init__(				self  ,							snake_case_=True  ,							snake_case_=False  ,							snake_case_=False  ,							snake_case_=False  ,							snake_case_=False  ,							snake_case_=0.7  ,							snake_case_=True  ,							snake_case_=12_048  ,							snake_case_=75  ,							snake_case_=2  ,							snake_case_=12_050  ,							snake_case_=256  ,							snake_case_ = 630  ,							snake_case_ = 60  ,							**snake_case_  ,							)   ->       int:
													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_  ,							)

													__lowerCAmelCase        =       coarse_semantic_pad_token
													__lowerCAmelCase        =       coarse_rate_hz
													__lowerCAmelCase        =       n_coarse_codebooks
													__lowerCAmelCase        =       coarse_infer_token
													__lowerCAmelCase        =       max_coarse_input_length
													__lowerCAmelCase        =       max_coarse_history
													__lowerCAmelCase        =       sliding_window_len
class      lowerCAmelCase_						(							A__				):



							'''simple docstring'''





							_snake_case		     =						'''fine_acoustics'''




							def __init__(				self  ,							snake_case_=0.5  ,							snake_case_=512  ,							snake_case_=1_024  ,							snake_case_=8  ,							**snake_case_  ,							)   ->       Tuple:
													super().__init__(temperature=snake_case_							)

													__lowerCAmelCase        =       max_fine_history_length
													__lowerCAmelCase        =       max_fine_input_length
													__lowerCAmelCase        =       n_fine_codebooks
class      lowerCAmelCase_						(							A__				):



							'''simple docstring'''





							_snake_case		     =						'''bark'''
							_snake_case		     =						True




							def __init__(				self  ,							snake_case_ = None  ,							snake_case_ = None  ,							snake_case_ = None  ,							snake_case_=24_000  ,							snake_case_=1_024  ,							**snake_case_  ,							)   ->       Any:
													if semantic_config is None:
																			__lowerCAmelCase        =       {}
																			logger.info("""semantic_config is None. initializing the semantic model with default values."""							)

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

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

													__lowerCAmelCase        =       BarkSemanticGenerationConfig(**snake_case_							)
													__lowerCAmelCase        =       BarkCoarseGenerationConfig(**snake_case_							)
													__lowerCAmelCase        =       BarkFineGenerationConfig(**snake_case_							)

													__lowerCAmelCase        =       sample_rate
													__lowerCAmelCase        =       codebook_size




							@classmethod
							def  A__		(				cls  ,							snake_case_  ,							snake_case_  ,							snake_case_  ,							**snake_case_  ,							)   ->       List[Any]:
													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							)   ->       Tuple:
													__lowerCAmelCase        =       copy.deepcopy(self.__dict__							)

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

													__lowerCAmelCase        =       self.__class__.model_type
													return output


"""simple docstring"""
def 				lowercase      (_lowerCAmelCase		):
						# must be
						__lowerCAmelCase        =       [list(_lowerCAmelCase		) for row in matrix]
						if matrix and isinstance(_lowerCAmelCase				,  _lowerCAmelCase		):
												if isinstance(matrix[0]				,  _lowerCAmelCase		):
																		__lowerCAmelCase        =       0
																		for row in matrix:
																								if prev_len == 0:
																														__lowerCAmelCase        =       len(_lowerCAmelCase		)
																														__lowerCAmelCase        =       True
																								else:
																														__lowerCAmelCase        =       prev_len == len(_lowerCAmelCase		)
												else:
																		__lowerCAmelCase        =       True
						else:
												__lowerCAmelCase        =       False

						return result

def 				lowercase      (_lowerCAmelCase		):
						if check_matrix(_lowerCAmelCase		) and len(_lowerCAmelCase		) > 0:
												__lowerCAmelCase        =       [list(_lowerCAmelCase		) for row in a]
												__lowerCAmelCase        =       len(_lowerCAmelCase		)
												if isinstance(a[0]				,  _lowerCAmelCase		):
																		__lowerCAmelCase        =       len(a[0]		)
												else:
																		for dat in a:
																								print(_lowerCAmelCase		)
																		return

												# horizotal printing increasing
												for i in range(0				,  _lowerCAmelCase		):
																		print(a[0][i]		)
												# vertical printing down
												for i in range(1				,  _lowerCAmelCase		):
																		print(a[i][mat_col - 1]		)
												# horizotal printing decreasing
												if mat_row > 1:
																		for i in range(mat_col - 2				,  -1				,  -1		):
																								print(a[mat_row - 1][i]		)
        # vertical printing up
												for i in range(mat_row - 2				,  0				,  -1		):
																		print(a[i][0]		)
												__lowerCAmelCase        =       [row[1 : mat_col - 1] for row in a[1 : mat_row - 1]]
												if len(_lowerCAmelCase		) > 0:
																		spiral_print_clockwise(_lowerCAmelCase		)
												else:
																		return
						else:
												print("""Not a valid matrix"""		)
												return

def 				lowercase      (_lowerCAmelCase		):
						if matrix:
												return list(matrix.pop(0		)		) + spiral_traversal(list(zip(*_lowerCAmelCase		)		)[::-1]		)
						else:
												return []


# driver code
if __name__ == "__main__":
			import doctest

			doctest.testmod()

			SCREAMING_SNAKE_CASE_			      =					[[1, 2, 3, 4], [5, 6, 7, 8], [9, 10, 11, 12]]
			spiral_print_clockwise(a)
