



from timeit import timeit

A__								=						{
    '''MALAYALAM''': True,
    '''String''': False,
    '''rotor''': True,
    '''level''': True,
    '''A''': True,
    '''BB''': True,
    '''ABC''': False,
    '''amanaplanacanalpanama''': True,  # "a man a plan a canal panama"
}
# Ensure our test data is valid
assert all((key == key[::-1]) is value for key, value in test_data.items())



def 			_lowerCAmelCase       (					__lowerCAmelCase      )   ->					bool:


				"""simple docstring"""

				snake_case__	:      Optional[int]     		=	0
				snake_case__	:      Tuple     		=	len(__lowerCAmelCase      ) - 1
				while start_i < end_i:
								if s[start_i] == s[end_i]:
												start_i += 1
												end_i -= 1
								else:
												return False
				return True



def 			_lowerCAmelCase       (					__lowerCAmelCase      )   ->					bool:


				"""simple docstring"""

				snake_case__	:      Tuple     		=	len(__lowerCAmelCase      ) // 2
				snake_case__	:      Optional[int]     		=	len(__lowerCAmelCase      )

				# We need to traverse till half of the length of string
				# as we can get access of the i'th last element from
				# i'th index.
				# eg: [0,1,2,3,4,5] => 4th index can be accessed
				# with the help of 1st index (i==n-i-1)
				# where n is length of string
				return all(s[i] == s[n - i - 1] for i in range(__lowerCAmelCase      )      )



def 			_lowerCAmelCase       (					__lowerCAmelCase      )   ->					bool:


				"""simple docstring"""

				if len(__lowerCAmelCase      ) <= 2:
								return True
				if s[0] == s[len(__lowerCAmelCase      ) - 1]:
								return is_palindrome_recursive(s[1:-1]      )
				else:
								return False



def 			_lowerCAmelCase       (					__lowerCAmelCase      )   ->					bool:


				"""simple docstring"""

				return s == s[::-1]



def 			_lowerCAmelCase       (					__lowerCAmelCase      )   ->					None:


				"""simple docstring"""

				snake_case__	:      List[str]     		=	f"""all({name}(key) is value for key, value in test_data.items())"""
				snake_case__	:      List[str]     		=	f"""from __main__ import test_data, {name}"""
				snake_case__	:      Union[str, Any]     		=	500000
				snake_case__	:      Any     		=	timeit(stmt=__lowerCAmelCase  ,  setup=__lowerCAmelCase  ,  number=__lowerCAmelCase      )
				print(f"""{name:<35} finished {number:,} runs in {result:.5f} seconds"""      )


if __name__ == "__main__":
				for key, value in test_data.items():
								assert is_palindrome(key) is is_palindrome_recursive(key)
								assert is_palindrome(key) is is_palindrome_slice(key)
								print(f"""{key:21} {value}""")
				print('''a man a plan a canal panama''')

				# finished 500,000 runs in 0.46793 seconds
				benchmark_function('''is_palindrome_slice''')
				# finished 500,000 runs in 0.85234 seconds
				benchmark_function('''is_palindrome''')
				# finished 500,000 runs in 1.32028 seconds
				benchmark_function('''is_palindrome_recursive''')
				# finished 500,000 runs in 2.08679 seconds
				benchmark_function('''is_palindrome_traversal''')






from torch import nn


class       a							(			nn.Module				):



		def __init__(     self     :Tuple   ,__lowercase     :Optional[int]   ,__lowercase     :int  ):
						super().__init__()
						snake_case__	:      Optional[Any]     		=	class_size
						snake_case__	:      Dict     		=	embed_size
						# self.mlp1 = nn.Linear(embed_size, embed_size)
						# self.mlp2 = (nn.Linear(embed_size, class_size))
						snake_case__	:      Dict     		=	nn.Linear(__lowercase   ,__lowercase  )






		def 	__lowerCamelCase			(     self     :str   ,__lowercase     :int  ):
						# hidden_state = nn.functional.relu(self.mlp1(hidden_state))
						# hidden_state = self.mlp2(hidden_state)
						snake_case__	:      Optional[Any]     		=	self.mlp(__lowercase  )
						return logits

