
'''simple docstring'''





import argparse
import os


a__		: Dict  							=							{
    "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__":
 a__		: List[str]  							=							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)
 a__		: Any  							=							parser.parse_args()

 a__		: Tuple  							=							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''')

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








'''simple docstring'''





class 			UpperCamelCase__	:






 def __init__(      self	:Optional[Any]						,					_A	:Tuple      )					->      Tuple:







       '''simple docstring'''



       __A													=      data
       __A													=      None
       __A													=      None






 def __str__(      self	:List[str]      )					->      Optional[int]:







       '''simple docstring'''



       return F'{self.data}'


class 			UpperCamelCase__	:






 def __init__(      self	:List[Any]      )					->      Any:







       '''simple docstring'''



       __A													=      None
       __A													=      None






 def __iter__(      self	:Optional[int]      )					->      List[Any]:







       '''simple docstring'''



       __A													=      self.head
       while node:
             yield node.data
             __A													=      node.next






 def __str__(      self	:Dict      )					->      Union[str, Any]:







       '''simple docstring'''



       return "->".join([str(_A      ) for item in self]      )






 def __len__(      self	:int      )					->      List[str]:







       '''simple docstring'''



       return sum(1 for _ in self      )






 def 						lowercase_    (      self	:List[str]						,					_A	:Any      )					->      str:







       '''simple docstring'''



       self.insert_at_nth(0						,					_A      )






 def 						lowercase_    (      self	:Dict						,					_A	:Optional[Any]      )					->      Tuple:







       '''simple docstring'''



       self.insert_at_nth(len(self      )						,					_A      )






 def 						lowercase_    (      self	:Optional[int]						,					_A	:int						,					_A	:Optional[int]      )					->      int:







       '''simple docstring'''



       __A													=      len(self      )

       if not 0 <= index <= length:
             raise IndexError('list index out of range'      )
       __A													=      Node(_A      )
       if self.head is None:
             __A													=      __A													=      new_node
       elif index == 0:
             __A													=      new_node
             __A													=      self.head
             __A													=      new_node
       elif index == length:
             __A													=      new_node
             __A													=      self.tail
             __A													=      new_node
       else:
             __A													=      self.head
             for _ in range(0						,					_A      ):
                   __A													=      temp.next
             __A													=      new_node
             __A													=      temp.previous
             __A													=      temp
             __A													=      new_node






 def 						lowercase_    (      self	:Optional[int]      )					->      List[str]:







       '''simple docstring'''



       return self.delete_at_nth(0      )






 def 						lowercase_    (      self	:Any      )					->      Tuple:







       '''simple docstring'''



       return self.delete_at_nth(len(self      ) - 1      )






 def 						lowercase_    (      self	:Dict						,					_A	:int      )					->      List[str]:







       '''simple docstring'''



       __A													=      len(self      )

       if not 0 <= index <= length - 1:
             raise IndexError('list index out of range'      )
       __A													=      self.head  # default first node
       if length == 1:
             __A													=      __A													=      None
       elif index == 0:
             __A													=      self.head.next
             __A													=      None
       elif index == length - 1:
             __A													=      self.tail
             __A													=      self.tail.previous
             __A													=      None
       else:
             __A													=      self.head
             for _ in range(0						,					_A      ):
                   __A													=      temp.next
             __A													=      temp
             __A													=      temp.previous
             __A													=      temp.next
       return delete_node.data






 def 						lowercase_    (      self	:List[str]						,					_A	:Dict      )					->      str:







       '''simple docstring'''



       __A													=      self.head

       while current.data != data:  # Find the position to delete
             if current.next:
                   __A													=      current.next
             else:  # We have reached the end an no value matches
                   raise ValueError('No data matching given value'      )

       if current == self.head:
             self.delete_head()

       elif current == self.tail:
             self.delete_tail()

       else:  # Before: 1 <--> 2(current) <--> 3
             __A													=      current.next  # 1 --> 3
             __A													=      current.previous  # 1 <--> 3
       return data






 def 						lowercase_    (      self	:List[str]      )					->      Tuple:







       '''simple docstring'''



       return len(self      ) == 0





def 							snake_case				(		)->      None:







      """simple docstring"""
      __A													=      DoublyLinkedList()
      assert linked_list.is_empty() is True
      assert str(UpperCAmelCase						) == ""

      try:
            linked_list.delete_head()
            raise AssertionError  # This should not happen.
      except IndexError:
            assert True  # This should happen.

      try:
            linked_list.delete_tail()
            raise AssertionError  # This should not happen.
      except IndexError:
            assert True  # This should happen.

      for i in range(1_0						):
            assert len(UpperCAmelCase						) == i
            linked_list.insert_at_nth(UpperCAmelCase   ,	i + 1						)
      assert str(UpperCAmelCase						) == "->".join(str(UpperCAmelCase						) for i in range(1   ,	1_1						)						)

      linked_list.insert_at_head(0						)
      linked_list.insert_at_tail(1_1						)
      assert str(UpperCAmelCase						) == "->".join(str(UpperCAmelCase						) for i in range(0   ,	1_2						)						)

      assert linked_list.delete_head() == 0
      assert linked_list.delete_at_nth(9						) == 1_0
      assert linked_list.delete_tail() == 1_1
      assert len(UpperCAmelCase						) == 9
      assert str(UpperCAmelCase						) == "->".join(str(UpperCAmelCase						) for i in range(1   ,	1_0						)						)


if __name__ == "__main__":
 from doctest import testmod

 testmod()






