


import functools
from math import sqrt
from time import time







def 						_lowercase       (     __lowerCamelCase			:					Optional[Any]		,*__lowerCamelCase			:					Any		,**__lowerCamelCase			:					Tuple			)  ->   Dict:





     '''simple docstring'''





     UpperCamelCase__							:  Any								=     time()
     UpperCamelCase__							:  Any								=     func(*__lowerCamelCase		,**__lowerCamelCase			)
     UpperCamelCase__							:  List[Any]								=     time()
     if int(end - start			) > 0:
          print(F'{func.__name__} runtime: {(end - start):0.4f} s'			)
     else:
          print(F'{func.__name__} runtime: {(end - start) * 1000:0.4f} ms'			)
     return output







def 						_lowercase       (     __lowerCamelCase			:					int			)  ->   list[int]:





     '''simple docstring'''





     if n < 0:
          raise Exception('''n is negative'''			)
     if n == 0:
          return [0]
     UpperCamelCase__							:  Union[str, Any]								=     [0, 1]
     for _ in range(n - 1			):
          fib.append(fib[-1] + fib[-2]			)
     return fib







def 						_lowercase       (     __lowerCamelCase			:					int			)  ->   list[int]:





     '''simple docstring'''





     def fib_recursive_term(__lowerCamelCase			:					int			) -> int:
          if i < 0:
               raise Exception('''n is negative'''			)
          if i < 2:
               return i
          return fib_recursive_term(i - 1			) + fib_recursive_term(i - 2			)

     if n < 0:
          raise Exception('''n is negative'''			)
     return [fib_recursive_term(__lowerCamelCase			) for i in range(n + 1			)]







def 						_lowercase       (     __lowerCamelCase			:					int			)  ->   list[int]:





     '''simple docstring'''





     @functools.cache
     def fib_recursive_term(__lowerCamelCase			:					int			) -> int:
          if i < 0:
               raise Exception('''n is negative'''			)
          if i < 2:
               return i
          return fib_recursive_term(i - 1			) + fib_recursive_term(i - 2			)

     if n < 0:
          raise Exception('''n is negative'''			)
     return [fib_recursive_term(__lowerCamelCase			) for i in range(n + 1			)]







def 						_lowercase       (     __lowerCamelCase			:					int			)  ->   list[int]:





     '''simple docstring'''





     if n < 0:
          raise Exception('''n is negative'''			)
     # Cache must be outside recursuive function
     # other it will reset every time it calls itself.
     UpperCamelCase__							:  dict[int, int]								=     {0: 0, 1: 1, 2: 1}  # Prefilled cache

     def rec_fn_memoized(__lowerCamelCase			:					int			) -> int:
          if num in cache:
               return cache[num]

          UpperCamelCase__							:  str								=     rec_fn_memoized(num - 1			) + rec_fn_memoized(num - 2			)
          UpperCamelCase__							:  Optional[Any]								=     value
          return value

     return [rec_fn_memoized(__lowerCamelCase			) for i in range(n + 1			)]







def 						_lowercase       (     __lowerCamelCase			:					int			)  ->   list[int]:





     '''simple docstring'''





     if n < 0:
          raise Exception('''n is negative'''			)
     if n >= 1475:
          raise Exception('''n is too large'''			)
     UpperCamelCase__							:  Tuple								=     sqrt(5			)
     UpperCamelCase__							:  Optional[int]								=     (1 + sqrt_a) / 2
     return [round(phi**i / sqrt_a			) for i in range(n + 1			)]


if __name__ == "__main__":
   _SCREAMING_SNAKE_CASE :					Optional[int]			=	30
   time_func(fib_iterative, num)
   time_func(fib_recursive, num)  # Around 3s runtime
   time_func(fib_recursive_cached, num)  # Around 0ms runtime
   time_func(fib_memoization, num)
   time_func(fib_binet, num)








import os

from apache_beam.io.filesystems import FileSystems
from apache_beam.pipeline import Pipeline

from .logging import get_logger


_SCREAMING_SNAKE_CASE :					Optional[int]			=	2 << 20  # 2mb
_SCREAMING_SNAKE_CASE :					Optional[Any]			=	get_logger(__name__)

class  UpperCamelCase__ ( __lowerCamelCase			):






      def 	__lowercase(     self					:   List[str]   )  -> List[Any]:
           UpperCamelCase__							:  int								=     self._options.get_all_options().get('''runner'''   )
           return runner in [None, "DirectRunner", "PortableRunner"]







def 						_lowercase       (     __lowerCamelCase			:					List[str]		,__lowerCamelCase			:					Any		,__lowerCamelCase			:					List[str]=False			)  ->   Optional[int]:





     '''simple docstring'''





     UpperCamelCase__							:  Any								=     FileSystems
     if fs.exists(__lowerCamelCase			):
          if force_upload:
               logger.info(F'Remote path already exist: {remote_file_path}. Overwriting it as force_upload=True.'			)
          else:
               logger.info(F'Remote path already exist: {remote_file_path}. Skipping it as force_upload=False.'			)
               return
     with fs.create(__lowerCamelCase			) as remote_file:
          with open(__lowerCamelCase		,'''rb'''			) as local_file:
               UpperCamelCase__							:  List[Any]								=     local_file.read(__lowerCamelCase			)
               while chunk:
                    remote_file.write(__lowerCamelCase			)
                    UpperCamelCase__							:  Union[str, Any]								=     local_file.read(__lowerCamelCase			)







def 						_lowercase       (     __lowerCamelCase			:					Any		,__lowerCamelCase			:					int		,__lowerCamelCase			:					str=False			)  ->   Tuple:





     '''simple docstring'''





     UpperCamelCase__							:  Optional[int]								=     FileSystems
     if os.path.exists(__lowerCamelCase			):
          if force_download:
               logger.info(F'Local path already exist: {remote_file_path}. Overwriting it as force_upload=True.'			)
          else:
               logger.info(F'Local path already exist: {remote_file_path}. Skipping it as force_upload=False.'			)
               return
     with fs.open(__lowerCamelCase			) as remote_file:
          with open(__lowerCamelCase		,'''wb'''			) as local_file:
               UpperCamelCase__							:  Any								=     remote_file.read(__lowerCamelCase			)
               while chunk:
                    local_file.write(__lowerCamelCase			)
                    UpperCamelCase__							:  Dict								=     remote_file.read(__lowerCamelCase			)




