






"""simple docstring"""

from ..utils import DummyObject, requires_backends

class 						A_							(      metaclass=__a  ):
				UpperCAmelCase__        =				['''flax''']







				def __init__(							self							:						List[str]						,    *__lowerCamelCase							:						Optional[Any]						,    **__lowerCamelCase							:						Optional[int]	)				->					Any:
										requires_backends(self						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						List[Any]						,    *__lowerCamelCase							:						List[str]						,    **__lowerCamelCase							:						Optional[int]	)				->					List[Any]:
										requires_backends(cls						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						Optional[Any]						,    *__lowerCamelCase							:						Tuple						,    **__lowerCamelCase							:						Union[str, Any]	)				->					int:
										requires_backends(cls						,    ["flax"]	)





class 						A_							(      metaclass=__a  ):
				UpperCAmelCase__        =				['''flax''']







				def __init__(							self							:						Any						,    *__lowerCamelCase							:						Union[str, Any]						,    **__lowerCamelCase							:						Optional[Any]	)				->					str:
										requires_backends(self						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						Optional[Any]						,    *__lowerCamelCase							:						Optional[int]						,    **__lowerCamelCase							:						List[Any]	)				->					str:
										requires_backends(cls						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						List[str]						,    *__lowerCamelCase							:						List[str]						,    **__lowerCamelCase							:						int	)				->					Tuple:
										requires_backends(cls						,    ["flax"]	)





class 						A_							(      metaclass=__a  ):
				UpperCAmelCase__        =				['''flax''']







				def __init__(							self							:						List[Any]						,    *__lowerCamelCase							:						Optional[int]						,    **__lowerCamelCase							:						List[Any]	)				->					Optional[Any]:
										requires_backends(self						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						Tuple						,    *__lowerCamelCase							:						Optional[Any]						,    **__lowerCamelCase							:						Optional[Any]	)				->					List[Any]:
										requires_backends(cls						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						Optional[Any]						,    *__lowerCamelCase							:						Optional[int]						,    **__lowerCamelCase							:						Optional[int]	)				->					Optional[Any]:
										requires_backends(cls						,    ["flax"]	)





class 						A_							(      metaclass=__a  ):
				UpperCAmelCase__        =				['''flax''']







				def __init__(							self							:						Any						,    *__lowerCamelCase							:						Any						,    **__lowerCamelCase							:						Union[str, Any]	)				->					int:
										requires_backends(self						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						Dict						,    *__lowerCamelCase							:						str						,    **__lowerCamelCase							:						Tuple	)				->					str:
										requires_backends(cls						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						Any						,    *__lowerCamelCase							:						Dict						,    **__lowerCamelCase							:						Tuple	)				->					str:
										requires_backends(cls						,    ["flax"]	)





class 						A_							(      metaclass=__a  ):
				UpperCAmelCase__        =				['''flax''']







				def __init__(							self							:						Optional[int]						,    *__lowerCamelCase							:						Union[str, Any]						,    **__lowerCamelCase							:						int	)				->					Optional[Any]:
										requires_backends(self						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						Union[str, Any]						,    *__lowerCamelCase							:						List[str]						,    **__lowerCamelCase							:						Optional[int]	)				->					Tuple:
										requires_backends(cls						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						List[str]						,    *__lowerCamelCase							:						str						,    **__lowerCamelCase							:						int	)				->					Optional[int]:
										requires_backends(cls						,    ["flax"]	)





class 						A_							(      metaclass=__a  ):
				UpperCAmelCase__        =				['''flax''']







				def __init__(							self							:						int						,    *__lowerCamelCase							:						str						,    **__lowerCamelCase							:						List[Any]	)				->					List[Any]:
										requires_backends(self						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						str						,    *__lowerCamelCase							:						int						,    **__lowerCamelCase							:						Union[str, Any]	)				->					Optional[int]:
										requires_backends(cls						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						Optional[int]						,    *__lowerCamelCase							:						int						,    **__lowerCamelCase							:						Optional[int]	)				->					List[Any]:
										requires_backends(cls						,    ["flax"]	)





class 						A_							(      metaclass=__a  ):
				UpperCAmelCase__        =				['''flax''']







				def __init__(							self							:						Optional[Any]						,    *__lowerCamelCase							:						List[str]						,    **__lowerCamelCase							:						Dict	)				->					int:
										requires_backends(self						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						List[str]						,    *__lowerCamelCase							:						List[str]						,    **__lowerCamelCase							:						Tuple	)				->					Union[str, Any]:
										requires_backends(cls						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						Any						,    *__lowerCamelCase							:						Dict						,    **__lowerCamelCase							:						List[str]	)				->					int:
										requires_backends(cls						,    ["flax"]	)





class 						A_							(      metaclass=__a  ):
				UpperCAmelCase__        =				['''flax''']







				def __init__(							self							:						List[Any]						,    *__lowerCamelCase							:						Any						,    **__lowerCamelCase							:						Dict	)				->					Optional[Any]:
										requires_backends(self						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						str						,    *__lowerCamelCase							:						List[Any]						,    **__lowerCamelCase							:						Optional[Any]	)				->					Dict:
										requires_backends(cls						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						str						,    *__lowerCamelCase							:						int						,    **__lowerCamelCase							:						str	)				->					Any:
										requires_backends(cls						,    ["flax"]	)





class 						A_							(      metaclass=__a  ):
				UpperCAmelCase__        =				['''flax''']







				def __init__(							self							:						str						,    *__lowerCamelCase							:						Optional[Any]						,    **__lowerCamelCase							:						List[Any]	)				->					str:
										requires_backends(self						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						Dict						,    *__lowerCamelCase							:						Dict						,    **__lowerCamelCase							:						Tuple	)				->					List[Any]:
										requires_backends(cls						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						Optional[int]						,    *__lowerCamelCase							:						Tuple						,    **__lowerCamelCase							:						Dict	)				->					Tuple:
										requires_backends(cls						,    ["flax"]	)





class 						A_							(      metaclass=__a  ):
				UpperCAmelCase__        =				['''flax''']







				def __init__(							self							:						List[str]						,    *__lowerCamelCase							:						Union[str, Any]						,    **__lowerCamelCase							:						Any	)				->					List[Any]:
										requires_backends(self						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						List[str]						,    *__lowerCamelCase							:						Dict						,    **__lowerCamelCase							:						str	)				->					Any:
										requires_backends(cls						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						int						,    *__lowerCamelCase							:						Dict						,    **__lowerCamelCase							:						str	)				->					str:
										requires_backends(cls						,    ["flax"]	)





class 						A_							(      metaclass=__a  ):
				UpperCAmelCase__        =				['''flax''']







				def __init__(							self							:						Optional[Any]						,    *__lowerCamelCase							:						str						,    **__lowerCamelCase							:						str	)				->					Optional[int]:
										requires_backends(self						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						Optional[Any]						,    *__lowerCamelCase							:						Tuple						,    **__lowerCamelCase							:						Union[str, Any]	)				->					Optional[Any]:
										requires_backends(cls						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						Dict						,    *__lowerCamelCase							:						Union[str, Any]						,    **__lowerCamelCase							:						List[str]	)				->					Tuple:
										requires_backends(cls						,    ["flax"]	)





class 						A_							(      metaclass=__a  ):
				UpperCAmelCase__        =				['''flax''']







				def __init__(							self							:						Optional[int]						,    *__lowerCamelCase							:						Dict						,    **__lowerCamelCase							:						List[Any]	)				->					Any:
										requires_backends(self						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						List[Any]						,    *__lowerCamelCase							:						List[Any]						,    **__lowerCamelCase							:						Union[str, Any]	)				->					Union[str, Any]:
										requires_backends(cls						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						Any						,    *__lowerCamelCase							:						Tuple						,    **__lowerCamelCase							:						Dict	)				->					Dict:
										requires_backends(cls						,    ["flax"]	)





class 						A_							(      metaclass=__a  ):
				UpperCAmelCase__        =				['''flax''']







				def __init__(							self							:						int						,    *__lowerCamelCase							:						Optional[Any]						,    **__lowerCamelCase							:						int	)				->					int:
										requires_backends(self						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						Union[str, Any]						,    *__lowerCamelCase							:						Tuple						,    **__lowerCamelCase							:						List[Any]	)				->					Dict:
										requires_backends(cls						,    ["flax"]	)







				@classmethod
				def     _snake_case					(							cls							:						str						,    *__lowerCamelCase							:						int						,    **__lowerCamelCase							:						List[Any]	)				->					List[Any]:
										requires_backends(cls						,    ["flax"]	)














"""simple docstring"""

import argparse
import shlex

import runhouse as rh


if __name__ == "__main__":
			# Refer to https://runhouse-docs.readthedocs-hosted.com/en/latest/api/python/cluster.html#hardware-setup for cloud access
			# setup instructions, if using on-demand hardware

			# If user passes --user <user> --host <host> --key_path <key_path> <example> <args>, fill them in as BYO cluster
			# If user passes --instance <instance> --provider <provider> <example> <args>, fill them in as on-demand cluster
			# Throw an error if user passes both BYO and on-demand cluster args
			# Otherwise, use default values
			lowercase    			=       argparse.ArgumentParser()
			parser.add_argument('''--user''', type=str, default='''ubuntu''')
			parser.add_argument('''--host''', type=str, default='''localhost''')
			parser.add_argument('''--key_path''', type=str, default=None)
			parser.add_argument('''--instance''', type=str, default='''V100:1''')
			parser.add_argument('''--provider''', type=str, default='''cheapest''')
			parser.add_argument('''--use_spot''', type=bool, default=False)
			parser.add_argument('''--example''', type=str, default='''pytorch/text-generation/run_generation.py''')
			lowercase			,      lowercase    			=       parser.parse_known_args()
			if args.host != "localhost":
						if args.instance != "V100:1" or args.provider != "cheapest":
									raise ValueError('''Cannot specify both BYO and on-demand cluster args''')
						lowercase    			=       rh.cluster(
						    name='''rh-cluster''', ips=[args.host], ssh_creds={'''ssh_user''': args.user, '''ssh_private_key''': args.key_path}
						)
			else:
						lowercase    			=       rh.cluster(
						    name='''rh-cluster''', instance_type=args.instance, provider=args.provider, use_spot=args.use_spot
						)
			lowercase    			=       args.example.rsplit('''/''', 1)[0]

			# Set up remote environment
			cluster.install_packages(['''pip:./'''])  # Installs transformers from local source
			# Note transformers is copied into the home directory on the remote machine, so we can install from there
			cluster.run([f'''pip install -r transformers/examples/{example_dir}/requirements.txt'''])
			cluster.run(['''pip install torch --upgrade --extra-index-url https://download.pytorch.org/whl/cu117'''])

			# Run example. You can bypass the CLI wrapper and paste your own code here.
			cluster.run([f'''python transformers/examples/{args.example} {" ".join(shlex.quote(arg) for arg in unknown)}'''])

			# Alternatively, we can just import and run a training function (especially if there's no wrapper CLI):
			# from my_script... import train
			# reqs = ['pip:./', 'torch', 'datasets', 'accelerate', 'evaluate', 'tqdm', 'scipy', 'scikit-learn', 'tensorboard']
			# launch_train_gpu = rh.function(fn=train,
			#                                system=gpu,
			#                                reqs=reqs,
			#                                name='train_bert_glue')
			#
			# We can pass in arguments just like we would to a function:
			# launch_train_gpu(num_epochs = 3, lr = 2e-5, seed = 42, batch_size = 16
			#                  stream_logs=True)



