

from ...configuration_utils import PretrainedConfig
from ...utils import logging


_SCREAMING_SNAKE_CASE       :  Tuple        = logging.get_logger(__name__)

_SCREAMING_SNAKE_CASE       :  Dict        = {
    """facebook/opt-125m""": """https://huggingface.co/facebook/opt-125m/blob/main/config.json""",
    """facebook/opt-350m""": """https://huggingface.co/facebook/opt-350m/blob/main/config.json""",
    """facebook/opt-1.3b""": """https://huggingface.co/facebook/opt-1.3b/blob/main/config.json""",
    """facebook/opt-2.7b""": """https://huggingface.co/facebook/opt-2.7b/blob/main/config.json""",
    """facebook/opt-6.7b""": """https://huggingface.co/facebook/opt-6.7b/blob/main/config.json""",
    """facebook/opt-13b""": """https://huggingface.co/facebook/opt-13b/blob/main/config.json""",
}

class     __a   (      UpperCamelCase__    ):

			"""simple docstring"""

			SCREAMING_SNAKE_CASE_						     =						'opt'
			SCREAMING_SNAKE_CASE_						     =						['past_key_values']






			def __init__(							self     :					List[Any]						,  lowercase_     :					Any=5_0272						,  lowercase_     :					Optional[Any]=768						,  lowercase_     :					int=12						,  lowercase_     :					str=3072						,  lowercase_     :					Tuple=2048						,  lowercase_     :					str=True						,  lowercase_     :					Optional[Any]=False						,  lowercase_     :					Optional[int]=None						,  lowercase_     :					Tuple=0.1						,  lowercase_     :					Union[str, Any]=0.0						,  lowercase_     :					List[Any]=12						,  lowercase_     :					Any="relu"						,  lowercase_     :					Any=0.0						,  lowercase_     :					Tuple=0.0_2						,  lowercase_     :					List[Any]=True						,  lowercase_     :					Dict=1						,  lowercase_     :					List[str]=2						,  lowercase_     :					Union[str, Any]=2						,  lowercase_     :					Any=True						,  lowercase_     :					Tuple=True						,  **lowercase_     :					Any						,  ):
								super().__init__(
								    pad_token_id=snake_case_						,  bos_token_id=snake_case_						,  eos_token_id=snake_case_						,  **snake_case_						,  )
								UpperCamelCase__		:    List[str]         =vocab_size
								UpperCamelCase__		:    Optional[int]         =max_position_embeddings
								UpperCamelCase__		:    Optional[int]         =num_attention_heads
								UpperCamelCase__		:    int         =word_embed_proj_dim if word_embed_proj_dim is not None else hidden_size
								UpperCamelCase__		:    Union[str, Any]         =ffn_dim
								UpperCamelCase__		:    Any         =hidden_size
								UpperCamelCase__		:    str         =num_hidden_layers
								UpperCamelCase__		:    str         =dropout
								UpperCamelCase__		:    List[Any]         =attention_dropout
								UpperCamelCase__		:    Tuple         =activation_function
								UpperCamelCase__		:    List[str]         =init_std
								UpperCamelCase__		:    int         =layerdrop
								UpperCamelCase__		:    Dict         =use_cache
								UpperCamelCase__		:    List[str]         =do_layer_norm_before
								# We keep these variables at `True` for backward compatibility.
								UpperCamelCase__		:    Optional[int]         =enable_bias
								UpperCamelCase__		:    Optional[Any]         =layer_norm_elementwise_affine

								# Note that the only purpose of `_remove_final_layer_norm` is to keep backward compatibility
								# with checkpoints that have been fine-tuned before transformers v4.20.1
								# see https://github.com/facebookresearch/metaseq/pull/164
								UpperCamelCase__		:    Dict         =_remove_final_layer_norm





"""simple docstring"""





def        _lowerCAmelCase      (						UpperCAmelCase     :							list[list[int]]				):


					'''simple docstring'''






					UpperCamelCase__		:    Dict         =[list(UpperCAmelCase				) for row in matrix]
					if matrix and isinstance(UpperCAmelCase      ,							UpperCAmelCase				):
										if isinstance(matrix[0]      ,							UpperCAmelCase				):
															UpperCamelCase__		:    List[Any]         =0
															for row in matrix:
																				if prev_len == 0:
																									UpperCamelCase__		:    Optional[Any]         =len(UpperCAmelCase				)
																									UpperCamelCase__		:    Optional[int]         =True
																				else:
																									UpperCamelCase__		:    List[str]         =prev_len == len(UpperCAmelCase				)
										else:
															UpperCamelCase__		:    Tuple         =True
					else:
										UpperCamelCase__		:    Optional[Any]         =False

					return result



def        _lowerCAmelCase      (						UpperCAmelCase     :							list[list[int]]				):


					'''simple docstring'''






					if check_matrix(UpperCAmelCase				) and len(UpperCAmelCase				) > 0:
										UpperCamelCase__		:    Optional[int]         =[list(UpperCAmelCase				) for row in a]
										UpperCamelCase__		:    Any         =len(UpperCAmelCase				)
										if isinstance(a[0]      ,							UpperCAmelCase				):
															UpperCamelCase__		:    Tuple         =len(a[0]				)
										else:
															for dat in a:
																				print(UpperCAmelCase				)
															return

										# horizotal printing increasing
										for i in range(0      ,							UpperCAmelCase				):
															print(a[0][i]				)
										# vertical printing down
										for i in range(1      ,							UpperCAmelCase				):
															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]				)
										UpperCamelCase__		:    Tuple         =[row[1 : mat_col - 1] for row in a[1 : mat_row - 1]]
										if len(UpperCAmelCase				) > 0:
															spiral_print_clockwise(UpperCAmelCase				)
										else:
															return
					else:
										print('''Not a valid matrix'''				)
										return



def        _lowerCAmelCase      (						UpperCAmelCase     :							list[list]				):


					'''simple docstring'''






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


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

				doctest.testmod()

				_SCREAMING_SNAKE_CASE       :  int        = [[1, 2, 3, 4], [5, 6, 7, 8], [9, 1_0, 1_1, 1_2]]
				spiral_print_clockwise(a)


