
"""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
UpperCamelCase     :    Tuple       =			object()

# For specifying empty leaf dict `{}`
UpperCamelCase     :    Optional[int]       =			object()






def 							A						(    snake_case				:int    , snake_case				:Optional[int]		)				->     Any:
 __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 							A						(    snake_case				:Dict		)				->     List[str]:
 def replace(snake_case				:int    , snake_case				:List[Any]		):
  for rule, replacement in rules:
   if _match(snake_case    , snake_case		):
    return replacement
  return val

 return replace






def 							A						(    )				->     Any:
 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 							A						(    snake_case				:Any		)				->     Optional[Any]:
 __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		)		)





"""simple docstring"""

from argparse import ArgumentParser

from .add_new_model import AddNewModelCommand
from .add_new_model_like import AddNewModelLikeCommand
from .convert import ConvertCommand
from .download import DownloadCommand
from .env import EnvironmentCommand
from .lfs import LfsCommands
from .pt_to_tf import PTtoTFCommand
from .run import RunCommand
from .serving import ServeCommand
from .user import UserCommands






def 							A						(    )				->     Union[str, Any]:
 __UpperCamelCase      =	ArgumentParser('Transformers CLI tool'    , usage='transformers-cli <command> [<args>]'		)
 __UpperCamelCase      =	parser.add_subparsers(help='transformers-cli command helpers'		)

 # Register commands
 ConvertCommand.register_subcommand(snake_case		)
 DownloadCommand.register_subcommand(snake_case		)
 EnvironmentCommand.register_subcommand(snake_case		)
 RunCommand.register_subcommand(snake_case		)
 ServeCommand.register_subcommand(snake_case		)
 UserCommands.register_subcommand(snake_case		)
 AddNewModelCommand.register_subcommand(snake_case		)
 AddNewModelLikeCommand.register_subcommand(snake_case		)
 LfsCommands.register_subcommand(snake_case		)
 PTtoTFCommand.register_subcommand(snake_case		)

 # Let's go
 __UpperCamelCase      =	parser.parse_args()

 if not hasattr(snake_case    , 'func'		):
  parser.print_help()
  exit(1		)

 # Run
 __UpperCamelCase      =	args.func(snake_case		)
 service.run()


if __name__ == "__main__":
      main()



