'''simple docstring'''





import re

from flax.core.frozen_dict import freeze
from flax.traverse_util import flatten_dict, unflatten_dict
from jax.experimental import PartitionSpec as P


# Sentinels
SCREAMING_SNAKE_CASE_:	List[Any]    =object()

# For specifying empty leaf dict `{}`
SCREAMING_SNAKE_CASE_:	List[Any]    =object()





def       lowerCAmelCase_							(   snake_case_			:					Dict   ,       snake_case_			:					Any     )       -> Tuple:


     '''simple docstring'''




     UpperCAmelCase_			       =  tuple((re.compile(x + "$"     ) for x in qs)     )
     for i in range(len(snake_case_     ) - len(snake_case_     ) + 1     ):
          UpperCAmelCase_			       =  [x.match(snake_case_     ) for x, y in zip(snake_case_   ,       ks[i:]     )]
          if matches and all(snake_case_     ):
               return True
     return False





def       lowerCAmelCase_							(   snake_case_			:					Optional[Any]     )       -> Tuple:


     '''simple docstring'''




     def replace(snake_case_			:					Optional[int]   ,       snake_case_			:					List[str]     ):
          for rule, replacement in rules:
               if _match(snake_case_   ,       snake_case_     ):
                    return replacement
          return val

     return replace





def       lowerCAmelCase_							(   )       -> Any:


     '''simple docstring'''




     return [
         # embeddings
         (("transformer", "wpe", "embedding"), P("mp"   ,       snake_case_     )),
         (("transformer", "wte", "embedding"), P("mp"   ,       snake_case_     )),
         # atention
         (("attention", "(q_proj|k_proj|v_proj)", "kernel"), P(snake_case_   ,       "mp"     )),
         (("attention", "out_proj", "kernel"), P("mp"   ,       snake_case_     )),
         (("attention", "out_proj", "bias"), None),
         # mlp
         (("mlp", "c_fc", "kernel"), P(snake_case_   ,       "mp"     )),
         (("mlp", "c_fc", "bias"), P("mp"     )),
         (("mlp", "c_proj", "kernel"), P("mp"   ,       snake_case_     )),
         (("mlp", "c_proj", "bias"), None),
         # layer norms
         ((r"ln_\d+", "bias"), None),
         ((r"\d+", r"ln_\d+", "scale"), None),
         (("ln_f", "bias"), None),
         (("ln_f", "scale"), None),
     ]






def       lowerCAmelCase_							(   snake_case_			:					int     )       -> Any:


     '''simple docstring'''




     UpperCAmelCase_			       =  _get_partition_rules()
     UpperCAmelCase_			       =  _replacement_rules(snake_case_     )
     UpperCAmelCase_			       =  {k: _unmatched for k in flatten_dict(snake_case_     )}
     UpperCAmelCase_			       =  {k: replace(snake_case_   ,       snake_case_     ) for k, v in initd.items()}
     assert _unmatched not in result.values(), "Incomplete partition spec."
     return freeze(unflatten_dict(snake_case_     )     )





import re






def _lowerCamelCase  (		snake_case  ):

							if len(re.findall('[ATCG]'     , snake_case  )  ) != len(snake_case  ):
														raise ValueError('Invalid Strand'  )

							return dna.translate(dna.maketrans('ATCG'     , 'TAGC'  )  )


if __name__ == "__main__":
				import doctest

				doctest.testmod()






