





'''simple docstring'''


from __future__ import annotations
def       __snake_case		( SCREAMING_SNAKE_CASE_ :			int = 4 )							->     list[list[int]]:

       """simple docstring"""


       UpperCAmelCase  =						abs(SCREAMING_SNAKE_CASE_ ) or 4
       return [[1 + x + y * row_size for x in range(SCREAMING_SNAKE_CASE_ )] for y in range(SCREAMING_SNAKE_CASE_ )]
def       __snake_case		( SCREAMING_SNAKE_CASE_ :			list[list[int]] )							->     list[list[int]]:

       """simple docstring"""


       return reverse_row(transpose(SCREAMING_SNAKE_CASE_ ) )
       # OR.. transpose(reverse_column(matrix))
def       __snake_case		( SCREAMING_SNAKE_CASE_ :			list[list[int]] )							->     list[list[int]]:

       """simple docstring"""


       return reverse_row(reverse_column(SCREAMING_SNAKE_CASE_ ) )
       # OR.. reverse_column(reverse_row(matrix))
def       __snake_case		( SCREAMING_SNAKE_CASE_ :			list[list[int]] )							->     list[list[int]]:

       """simple docstring"""


       return reverse_column(transpose(SCREAMING_SNAKE_CASE_ ) )
       # OR.. transpose(reverse_row(matrix))
def       __snake_case		( SCREAMING_SNAKE_CASE_ :			list[list[int]] )							->     list[list[int]]:

       """simple docstring"""


       UpperCAmelCase  =						[list(SCREAMING_SNAKE_CASE_ ) for x in zip(*SCREAMING_SNAKE_CASE_ )]
       return matrix
def       __snake_case		( SCREAMING_SNAKE_CASE_ :			list[list[int]] )							->     list[list[int]]:

       """simple docstring"""


       UpperCAmelCase  =						matrix[::-1]
       return matrix
def       __snake_case		( SCREAMING_SNAKE_CASE_ :			list[list[int]] )							->     list[list[int]]:

       """simple docstring"""


       UpperCAmelCase  =						[x[::-1] for x in matrix]
       return matrix
def       __snake_case		( SCREAMING_SNAKE_CASE_ :			list[list[int]] )							->     None:

       """simple docstring"""


       for i in matrix:
              print(*SCREAMING_SNAKE_CASE_ )


if __name__ == "__main__":
    a__			:					str       						=						make_matrix()
    print('\norigin:\n')
    print_matrix(matrix)
    print('\nrotate 90 counterclockwise:\n')
    print_matrix(rotate_aa(matrix))

    a__			:					List[str]       						=						make_matrix()
    print('\norigin:\n')
    print_matrix(matrix)
    print('\nrotate 180:\n')
    print_matrix(rotate_aaa(matrix))

    a__			:					Union[str, Any]       						=						make_matrix()
    print('\norigin:\n')
    print_matrix(matrix)
    print('\nrotate 270 counterclockwise:\n')
    print_matrix(rotate_aaa(matrix))









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


SCREAMING_SNAKE_CASE_   :      Dict			=   logging.get_logger(__name__)

SCREAMING_SNAKE_CASE_   :      Union[str, Any]			=   {
    '''RWKV/rwkv-4-169m-pile''': '''https://huggingface.co/RWKV/rwkv-4-169m-pile/resolve/main/config.json''',
    '''RWKV/rwkv-4-430m-pile''': '''https://huggingface.co/RWKV/rwkv-4-430m-pile/resolve/main/config.json''',
    '''RWKV/rwkv-4-1b5-pile''': '''https://huggingface.co/RWKV/rwkv-4-1b5-pile/resolve/main/config.json''',
    '''RWKV/rwkv-4-3b-pile''': '''https://huggingface.co/RWKV/rwkv-4-3b-pile/resolve/main/config.json''',
    '''RWKV/rwkv-4-7b-pile''': '''https://huggingface.co/RWKV/rwkv-4-7b-pile/resolve/main/config.json''',
    '''RWKV/rwkv-4-14b-pile''': '''https://huggingface.co/RWKV/rwkv-4-14b-pile/resolve/main/config.json''',
    '''RWKV/rwkv-raven-1b5''': '''https://huggingface.co/RWKV/rwkv-raven-1b5/resolve/main/config.json''',
    '''RWKV/rwkv-raven-3b''': '''https://huggingface.co/RWKV/rwkv-raven-3b/resolve/main/config.json''',
    '''RWKV/rwkv-raven-7b''': '''https://huggingface.co/RWKV/rwkv-raven-7b/resolve/main/config.json''',
    '''RWKV/rwkv-raven-14b''': '''https://huggingface.co/RWKV/rwkv-raven-14b/resolve/main/config.json''',
}

class 		snake_case_   (							UpperCAmelCase_						):







	'''simple docstring'''
	__UpperCamelCase   =		'''rwkv'''
	__UpperCamelCase   =		{'''max_position_embeddings''': '''context_length'''}




	def __init__(						self							:     List[str]					,      __lowerCamelCase							:     Tuple=50_277					,      __lowerCamelCase							:     List[str]=1_024					,      __lowerCamelCase							:     List[Any]=4_096					,      __lowerCamelCase							:     Tuple=32					,      __lowerCamelCase							:     List[str]=None					,      __lowerCamelCase							:     Optional[int]=None					,      __lowerCamelCase							:     Optional[Any]=1E-5					,      __lowerCamelCase							:     Tuple=0					,      __lowerCamelCase							:     int=0					,      __lowerCamelCase							:     Dict=6					,      __lowerCamelCase							:     List[Any]=False					,      __lowerCamelCase							:     Tuple=True					,      **__lowerCamelCase							:     Optional[int]					,      )       -> List[Any]:

			'''simple docstring'''




			__lowercase											=     vocab_size
			__lowercase											=     context_length
			__lowercase											=     hidden_size
			__lowercase											=     num_hidden_layers
			__lowercase											=     attention_hidden_size if attention_hidden_size is not None else hidden_size
			__lowercase											=     intermediate_size if intermediate_size is not None else 4 * hidden_size
			__lowercase											=     layer_norm_epsilon
			__lowercase											=     rescale_every
			__lowercase											=     use_cache

			__lowercase											=     bos_token_id
			__lowercase											=     eos_token_id

			super().__init__(
			    tie_word_embeddings=__lowerCamelCase					,      bos_token_id=__lowerCamelCase					,      eos_token_id=__lowerCamelCase					,      **__lowerCamelCase   )




