





import os
from typing import List





def 							a__     (					_UpperCAmelCase		,       _UpperCAmelCase		)      ->					List[Any]:

 '''simple docstring'''






 if name != "training_function" and name != "main":
  raise ValueError(f"Incorrect function name passed: {name}, choose either 'main' or 'training_function'"		)
 snake_case__      							=			[], False
 for line in lines:
  if not found_start and f"def {name}" in line:
   snake_case__      							=			True
   good_lines.append(_lowerCAmelCase		)
   continue
  if found_start:
   if name == "training_function" and "def main" in line:
    return good_lines
   if name == "main" and "if __name__" in line:
    return good_lines
   good_lines.append(_lowerCAmelCase		)





def 							a__     (					_UpperCAmelCase		)      ->					Optional[int]:

 '''simple docstring'''






 return [line for line in lines if not line.lstrip().startswith("#"		) and line != "\n"]





def 							a__     (					_UpperCAmelCase		,       _UpperCAmelCase		,       _UpperCAmelCase		,       _UpperCAmelCase = None		)      ->					Optional[int]:

 '''simple docstring'''






 with open(_lowerCAmelCase		,       "r"		) as f:
  snake_case__      							=			f.readlines()
 with open(os.path.abspath(os.path.join("examples"		,       "nlp_example.py"		)		)		,       "r"		) as f:
  snake_case__      							=			f.readlines()
 with open(_lowerCAmelCase		,       "r"		) as f:
  snake_case__      							=			f.readlines()
 if secondary_filename is not None:
  with open(_lowerCAmelCase		,       "r"		) as f:
   snake_case__      							=			f.readlines()

    # This is our base, we remove all the code from here in our `full_filename` and `feature_filename` to find the new content
 if parser_only:
  snake_case__      							=			clean_lines(get_function_contents_by_name(_lowerCAmelCase		,       "main"		)		)
  snake_case__      							=			clean_lines(get_function_contents_by_name(_lowerCAmelCase		,       "main"		)		)
  snake_case__      							=			clean_lines(get_function_contents_by_name(_lowerCAmelCase		,       "main"		)		)
  if secondary_filename is not None:
   snake_case__      							=			clean_lines(get_function_contents_by_name(_lowerCAmelCase		,       "main"		)		)
 else:
  snake_case__      							=			clean_lines(get_function_contents_by_name(_lowerCAmelCase		,       "training_function"		)		)
  snake_case__      							=			clean_lines(get_function_contents_by_name(_lowerCAmelCase		,       "training_function"		)		)
  snake_case__      							=			clean_lines(get_function_contents_by_name(_lowerCAmelCase		,       "training_function"		)		)
  if secondary_filename is not None:
   snake_case__      							=			clean_lines(
       get_function_contents_by_name(_lowerCAmelCase		,       "training_function"		)		)

 snake_case__      							=			'''train_dataloader, eval_dataloader = get_dataloaders(accelerator, batch_size)\n'''

 # Specific code in our script that differs from the full version, aka what is new
 snake_case__      							=			[]
 snake_case__      							=			[]  # We keep track of the idxs just in case it's a repeated statement
 snake_case__      							=			iter(_lowerCAmelCase		)
 for i in range(len(_lowerCAmelCase		) - 1		):
  if i not in passed_idxs:
   snake_case__      							=			next(_lowerCAmelCase		)
   if (line not in full_file_func) and (line.lstrip() != _dl_line):
    if "TESTING_MOCKED_DATALOADERS" not in line:
     new_feature_code.append(_lowerCAmelCase		)
     passed_idxs.append(_lowerCAmelCase		)
    else:
     # Skip over the `config['num_epochs'] = 2` statement
     snake_case__      							=			next(_lowerCAmelCase		)

    # Extract out just the new parts from the full_file_training_func
 snake_case__      							=			[]
 snake_case__      							=			[]  # We keep track of the idxs just in case it's a repeated statement
 for i, line in enumerate(_lowerCAmelCase		):
  if i not in passed_idxs:
   if (line not in full_file_func) and (line.lstrip() != _dl_line):
    if "TESTING_MOCKED_DATALOADERS" not in line:
     new_full_example_parts.append(_lowerCAmelCase		)
     passed_idxs.append(_lowerCAmelCase		)

    # Finally, get the overall diff
 snake_case__      							=			[line for line in new_feature_code if line not in new_full_example_parts]
 if secondary_filename is not None:
  snake_case__      							=			[line for line in full_file_contents if line not in secondary_file_func]
  snake_case__      							=			[line for line in diff_from_example if line not in diff_from_two]

 return diff_from_example








"""simple docstring"""


import math





def 							a__     (					_UpperCAmelCase		)      ->					list:

 '''simple docstring'''






 if n <= 0:
  raise ValueError("Only positive integers have prime factors"		)
 snake_case__      							=			[]
 while n % 2 == 0:
  pf.append(2		)
  snake_case__      							=			int(n / 2		)
 for i in range(3		,       int(math.sqrt(_UpperCAmelCase		)		) + 1		,       2		):
  while n % i == 0:
   pf.append(_UpperCAmelCase		)
   snake_case__      							=			int(n / i		)
 if n > 2:
  pf.append(_UpperCAmelCase		)
 return pf





def 							a__     (					_UpperCAmelCase		)      ->					int:

 '''simple docstring'''






 if n <= 0:
  raise ValueError("Only positive numbers are accepted"		)
 snake_case__      							=			1
 snake_case__      							=			1
 while n % 2 == 0:
  temp += 1
  snake_case__      							=			int(n / 2		)
 div *= temp
 for i in range(3		,       int(math.sqrt(_UpperCAmelCase		)		) + 1		,       2		):
  snake_case__      							=			1
  while n % i == 0:
   temp += 1
   snake_case__      							=			int(n / i		)
  div *= temp
 if n > 1:
  div *= 2
 return div





def 							a__     (					_UpperCAmelCase		)      ->					int:

 '''simple docstring'''






 if n <= 0:
  raise ValueError("Only positive numbers are accepted"		)
 snake_case__      							=			1
 snake_case__      							=			1
 while n % 2 == 0:
  temp += 1
  snake_case__      							=			int(n / 2		)
 if temp > 1:
  s *= (2**temp - 1) / (2 - 1)
 for i in range(3		,       int(math.sqrt(_UpperCAmelCase		)		) + 1		,       2		):
  snake_case__      							=			1
  while n % i == 0:
   temp += 1
   snake_case__      							=			int(n / i		)
  if temp > 1:
   s *= (i**temp - 1) / (i - 1)
 return int(_UpperCAmelCase		)





def 							a__     (					_UpperCAmelCase		)      ->					int:

 '''simple docstring'''






 snake_case__      							=			n
 for x in set(prime_factors(_UpperCAmelCase		)		):
  s *= (x - 1) / x
 return int(_UpperCAmelCase		)


if __name__ == "__main__":
   import doctest

   doctest.testmod()

