


"""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
	A  :     Optional[int]    					=    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")
	A  :     Optional[int]    					=    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")
		A  :     str    					=    rh.cluster(
		    name="rh-cluster", ips=[args.host], ssh_creds={"ssh_user": args.user, "ssh_private_key": args.key_path}
		)
	else:
		A  :     Optional[Any]    					=    rh.cluster(
		    name="rh-cluster", instance_type=args.instance, provider=args.provider, use_spot=args.use_spot
		)
	A  :     int    					=    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)




"""simple docstring"""


A  :     List[Any]    					=    [4, 1, 7, 4, 2, 6, 4, 1, 5, 3, 7, 5]
A  :     Optional[int]    					=    [3, 7, 7, 4, 2, 6, 4, 1, 5, 3, 7, 5]
A  :     Optional[int]    					=    {
    0: "Sunday",
    1: "Monday",
    2: "Tuesday",
    3: "Wednesday",
    4: "Thursday",
    5: "Friday",
    6: "Saturday",
}


def _lowerCamelCase			(	_UpperCamelCase					,				_UpperCamelCase					,				_UpperCamelCase   ):

			'''simple docstring'''




			assert len(str(_UpperCamelCase   )   ) > 2, "year should be in YYYY format"
			assert 1 <= month <= 12, "month should be between 1 to 12"
			assert 1 <= day <= 31, "day should be between 1 to 31"

			# Doomsday algorithm:
			__lowerCAmelCase       					=    year // 100
			__lowerCAmelCase       					=    (5 * (century % 4) + 2) % 7
			__lowerCAmelCase       					=    year % 100
			__lowerCAmelCase       					=    centurian % 12
			__lowerCAmelCase       					=    (
			    (centurian // 12) + centurian_m + (centurian_m // 4) + century_anchor
			) % 7
			__lowerCAmelCase       					=    (
			    DOOMSDAY_NOT_LEAP[month - 1]
			    if (year % 4 != 0) or (centurian == 0 and (year % 400) == 0)
			    else DOOMSDAY_LEAP[month - 1]
			)
			__lowerCAmelCase       					=    (dooms_day + day - day_anchor) % 7
			return WEEK_DAY_NAMES[week_day]


if __name__ == "__main__":
	import doctest

	doctest.testmod()




