






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









from math import sqrt





def 				snake_case  (     lowerCamelCase					):




	'''simple docstring'''







	if 1 < number < 4:
		# 2 and 3 are primes
		return True
	elif number < 2 or number % 2 == 0 or number % 3 == 0:
		# Negatives, 0, 1, all even numbers, all multiples of 3 are not primes
		return False

	# All primes number are in format of 6k +/- 1
	for i in range(5				,  int(sqrt(lowerCamelCase					) + 1					)				,  6					):
		if number % i == 0 or number % (i + 2) == 0:
			return False
	return True





def 				snake_case  (     lowerCamelCase = 10_001					):




	'''simple docstring'''







	__lowercase             =  0
	__lowercase             =  1
	while count != nth and number < 3:
		number += 1
		if is_prime(lowerCamelCase					):
			count += 1
	while count != nth:
		number += 2
		if is_prime(lowerCamelCase					):
			count += 1
	return number


if __name__ == "__main__":
						print(F'''{solution() = }''')

