




import argparse
import os


lowercase_     :    Optional[Any]      =			{
    'pytorch': {
        '1.13': {
            'torch': '1.13.1',
            'torchvision': '0.14.1',
            'torchaudio': '0.13.1',
            'python': 3.9,
            'cuda': 'cu116',
            'install': (
                'python3 -m pip install --no-cache-dir -U torch==1.13.1 torchvision==0.14.1 torchaudio==0.13.1'
                ' --extra-index-url https://download.pytorch.org/whl/cu116'
            ),
            'base_image': 'nvidia/cuda:11.6.2-cudnn8-devel-ubuntu20.04',
        },
        '1.12': {
            'torch': '1.12.1',
            'torchvision': '0.13.1',
            'torchaudio': '0.12.1',
            'python': 3.9,
            'cuda': 'cu113',
            'install': (
                'python3 -m pip install --no-cache-dir -U torch==1.12.1 torchvision==0.13.1 torchaudio==0.12.1'
                ' --extra-index-url https://download.pytorch.org/whl/cu113'
            ),
            'base_image': 'nvidia/cuda:11.2.2-cudnn8-devel-ubuntu20.04',
        },
        '1.11': {
            'torch': '1.11.0',
            'torchvision': '0.12.0',
            'torchaudio': '0.11.0',
            'python': 3.9,
            'cuda': 'cu113',
            'install': (
                'python3 -m pip install --no-cache-dir -U torch==1.11.0 torchvision==0.12.0 torchaudio==0.11.0'
                ' --extra-index-url https://download.pytorch.org/whl/cu113'
            ),
            'base_image': 'nvidia/cuda:11.2.2-cudnn8-devel-ubuntu20.04',
        },
        '1.10': {
            'torch': '1.10.2',
            'torchvision': '0.11.3',
            'torchaudio': '0.10.2',
            'python': 3.9,
            'cuda': 'cu113',
            'install': (
                'python3 -m pip install --no-cache-dir -U torch==1.10.2 torchvision==0.11.3 torchaudio==0.10.2'
                ' --extra-index-url https://download.pytorch.org/whl/cu113'
            ),
            'base_image': 'nvidia/cuda:11.2.2-cudnn8-devel-ubuntu20.04',
        },
        # torchaudio < 0.10 has no CUDA-enabled binary distributions
        '1.9': {
            'torch': '1.9.1',
            'torchvision': '0.10.1',
            'torchaudio': '0.9.1',
            'python': 3.9,
            'cuda': 'cu111',
            'install': (
                'python3 -m pip install --no-cache-dir -U torch==1.9.1 torchvision==0.10.1 torchaudio==0.9.1'
                ' --extra-index-url https://download.pytorch.org/whl/cu111'
            ),
            'base_image': 'nvidia/cuda:11.2.2-cudnn8-devel-ubuntu20.04',
        },
    },
    'tensorflow': {
        '2.11': {
            'tensorflow': '2.11.1',
            'install': 'python3 -m pip install --no-cache-dir -U tensorflow==2.11.1',
            'base_image': 'nvidia/cuda:11.2.2-cudnn8-devel-ubuntu20.04',
        },
        '2.10': {
            'tensorflow': '2.10.1',
            'install': 'python3 -m pip install --no-cache-dir -U tensorflow==2.10.1',
            'base_image': 'nvidia/cuda:11.2.2-cudnn8-devel-ubuntu20.04',
        },
        '2.9': {
            'tensorflow': '2.9.3',
            'install': 'python3 -m pip install --no-cache-dir -U tensorflow==2.9.3',
            'base_image': 'nvidia/cuda:11.2.2-cudnn8-devel-ubuntu20.04',
        },
        '2.8': {
            'tensorflow': '2.8.2',
            'install': 'python3 -m pip install --no-cache-dir -U tensorflow==2.8.2',
            'base_image': 'nvidia/cuda:11.2.2-cudnn8-devel-ubuntu20.04',
        },
        '2.7': {
            'tensorflow': '2.7.3',
            'install': 'python3 -m pip install --no-cache-dir -U tensorflow==2.7.3',
            'base_image': 'nvidia/cuda:11.2.2-cudnn8-devel-ubuntu20.04',
        },
        '2.6': {
            'tensorflow': '2.6.5',
            'install': 'python3 -m pip install --no-cache-dir -U tensorflow==2.6.5',
            'base_image': 'nvidia/cuda:11.2.2-cudnn8-devel-ubuntu20.04',
        },
        '2.5': {
            'tensorflow': '2.5.3',
            'install': 'python3 -m pip install --no-cache-dir -U tensorflow==2.5.3',
            'base_image': 'nvidia/cuda:11.2.2-cudnn8-devel-ubuntu20.04',
        },
    },
}


if __name__ == "__main__":
				lowercase_     :    Union[str, Any]      =			argparse.ArgumentParser('Choose the framework and version to install')
				parser.add_argument(
				    '--framework', help='The framework to install. Should be `torch` or `tensorflow`', type=str, required=True
				)
				parser.add_argument('--version', help='The version of the framework to install.', type=str, required=True)
				lowercase_     :    List[Any]      =			parser.parse_args()

				lowercase_     :    List[str]      =			past_versions_testing[args.framework][args.version]

				os.system(f"""echo \"export INSTALL_CMD=\'{info["install"]}\'\" >> ~/.profile""")
				print(f"""echo \"export INSTALL_CMD=\'{info["install"]}\'\" >> ~/.profile""")

				lowercase_     :    str      =			''
				if args.framework == "pytorch":
								lowercase_     :    List[str]      =			info['cuda']
				os.system(f"""echo \"export CUDA='{cuda}'\" >> ~/.profile""")
				print(f"""echo \"export CUDA='{cuda}'\" >> ~/.profile""")










class    __lowerCAmelCase			:







			def __init__(	self   :      Dict   ,   snake_case__   :      List[str]=None				):




									"""simple docstring"""


									_UpperCAmelCase													=					data
									_UpperCAmelCase													=					None







			def __repr__(	self   :      Union[str, Any]				):




									"""simple docstring"""


									_UpperCAmelCase													=					""
									_UpperCAmelCase													=					self
									while temp:
															string_rep += F"""<{temp.data}> ---> """
															_UpperCAmelCase													=					temp.next
									string_rep += "<END>"
									return string_rep




def 							__SCREAMING_SNAKE_CASE  (      snake_case_						):

						'''simple docstring'''


						if not elements_list:
												raise Exception("The Elements List is empty"						)

						# Set first element as Head
						_UpperCAmelCase													=					Node(elements_list[0]						)
						_UpperCAmelCase													=					head
						# Loop through elements from position 1
						for data in elements_list[1:]:
												_UpperCAmelCase													=					Node(snake_case_						)
												_UpperCAmelCase													=					current.next
						return head


lowercase_     :    str      =			[1, 3, 5, 32, 44, 12, 43]
print(f"""List: {list_data}""")
print('Creating Linked List from List.')
lowercase_     :    Dict      =			make_linked_list(list_data)
print('Linked List:')





print(linked_list)




