original_docstring: 
      Executes multiprocessing with tqdm.
      Parameters
      ----------
      process_fun: A function that processes a single item.
      arguments: Arguments with which te function is called.
      total: Number of iterations to run (for cases of iterators) 
      max_workers: Max workers for the process pool executor.
  
      Returns A list of results.
      -------
      
  
      
docstring: Executes multiprocessing with tqdm.
  Parameters
  
  A function that processes a single item.
  arguments: Arguments with which te function is called.
  total: Number of iterations to run (for cases of iterators)
  max_workers: Max workers for the process pool executor.
  
  Returns A list of results.
docstring_tokens: Executes multiprocessing with tqdm . Parameters A function that processes a single item . arguments : Arguments with which te function is called . total : Number of iterations to run ( for cases of iterators ) max_workers : Max workers for the process pool executor . Returns A list of results .
code: def multiprocess(process_fun: Callable, arguments: Iterable[Any],
                   total: Optional[int] = None, max_workers: int = 4) -> List[Any]:
      """
      Executes multiprocessing with tqdm.
      Parameters
      ----------
      process_fun: A function that processes a single item.
      arguments: Arguments with which te function is called.
      total: Number of iterations to run (for cases of iterators) 
      max_workers: Max workers for the process pool executor.
  
      Returns A list of results.
      -------
      
  
      """
      with ProcessPoolExecutor(max_workers=max_workers) as executor:
          results = list(tqdm(executor.map(process_fun, arguments), total=total))
      return results
code_tokens: def multiprocess ( process_fun : Callable , arguments : Iterable [ Any ] , total : Optional [ int ] = None , max_workers : int = 4 ) -> List [ Any ] : with ProcessPoolExecutor ( max_workers = max_workers ) as executor : results = list ( tqdm ( executor . map ( process_fun , arguments ) , total = total ) ) return results
short_docstring: Executes multiprocessing with tqdm.
short_docstring_tokens: Executes multiprocessing with tqdm .
comment: """
      Executes multiprocessing with tqdm.
      Parameters
      ----------
      process_fun: A function that processes a single item.
      arguments: Arguments with which te function is called.
      total: Number of iterations to run (for cases of iterators) 
      max_workers: Max workers for the process pool executor.
  
      Returns A list of results.
      -------
      
  
      """