code: 
  
  """simple docstring"""
  
  
  
  
  import os
  
  from apache_beam.io.filesystems import FileSystems
  from apache_beam.pipeline import Pipeline
  
  from .logging import get_logger
  
  
  __A  :					Tuple												=	2 << 20  # 2mb
  __A  :					Optional[Any]												=	get_logger(__name__)
  
  
  
  
  
  class     __UpperCamelCase				(     _A		):
  
  
  		def       SCREAMING_SNAKE_CASE__     (self				:	Union[str, Any]):
  							A    =      self._options.get_all_options().get("runner")
  							return runner in [None, "DirectRunner", "PortableRunner"]
  
  def      __SCREAMING_SNAKE_CASE		(		lowercase__    ,							lowercase__    ,							lowercase__=False   ):
  					"""simple docstring"""
  					A    =      FileSystems
  					if fs.exists(lowercase__   ):
  										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(lowercase__   ) as remote_file:
  										with open(lowercase__    ,							"rb"   ) as local_file:
  															A    =      local_file.read(lowercase__   )
  															while chunk:
  																				remote_file.write(lowercase__   )
  																				A    =      local_file.read(lowercase__   )
  def      __SCREAMING_SNAKE_CASE		(		lowercase__    ,							lowercase__    ,							lowercase__=False   ):
  					"""simple docstring"""
  					A    =      FileSystems
  					if os.path.exists(lowercase__   ):
  										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(lowercase__   ) as remote_file:
  										with open(lowercase__    ,							"wb"   ) as local_file:
  															A    =      remote_file.read(lowercase__   )
  															while chunk:
  																				local_file.write(lowercase__   )
  																				A    =      remote_file.read(lowercase__   )
  
  
  
  
  
  
style_context: 
  
  """simple docstring"""
  
  
  
  
  import functools
  from math import sqrt
  from time import time
  def      __SCREAMING_SNAKE_CASE		(		lowercase__    ,							*lowercase__    ,							**lowercase__   ):
  					"""simple docstring"""
  					A    =      time()
  					A    =      func(*lowercase__    ,							**lowercase__   )
  					A    =      time()
  					if int(end - start   ) > 0:
  										print(F"""{func.__name__} runtime: {(end - start):0.4f} s"""   )
  					else:
  										print(F"""{func.__name__} runtime: {(end - start) * 1_000:0.4f} ms"""   )
  					return output
  def      __SCREAMING_SNAKE_CASE		(		lowercase__   ):
  					"""simple docstring"""
  					if n < 0:
  										raise Exception("n is negative"   )
  					if n == 0:
  										return [0]
  					A    =      [0, 1]
  					for _ in range(n - 1   ):
  										fib.append(fib[-1] + fib[-2]   )
  					return fib
  def      __SCREAMING_SNAKE_CASE		(		lowercase__   ):
  					"""simple docstring"""
  
  					def fib_recursive_term(lowercase__   ) -> 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(lowercase__   ) for i in range(n + 1   )]
  def      __SCREAMING_SNAKE_CASE		(		lowercase__   ):
  					"""simple docstring"""
  
  					@functools.cache
  					def fib_recursive_term(lowercase__   ) -> 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(lowercase__   ) for i in range(n + 1   )]
  def      __SCREAMING_SNAKE_CASE		(		lowercase__   ):
  					"""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.
  					A    =      {0: 0, 1: 1, 2: 1}  # Prefilled cache
  
  					def rec_fn_memoized(lowercase__   ) -> int:
  										if num in cache:
  															return cache[num]
  
  										A    =      rec_fn_memoized(num - 1   ) + rec_fn_memoized(num - 2   )
  										A    =      value
  										return value
  
  					return [rec_fn_memoized(lowercase__   ) for i in range(n + 1   )]
  def      __SCREAMING_SNAKE_CASE		(		lowercase__   ):
  					"""simple docstring"""
  					if n < 0:
  										raise Exception("n is negative"   )
  					if n >= 1_475:
  										raise Exception("n is too large"   )
  					A    =      sqrt(5   )
  					A    =      (1 + sqrt_a) / 2
  					return [round(phi**i / sqrt_a   ) for i in range(n + 1   )]
  
  
  if __name__ == "__main__":
  	__A  :					Optional[Any]												=	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)
  
  
  
  
  
  