import time from multiprocessing.pool import ThreadPool from typing import Any, Callable, Iterable, List, Optional, Union from billiard.pool import Pool from sec_certs.helpers import tqdm def process_parallel( func: Callable, items: Iterable, max_workers: int, callback: Optional[Callable] = None, use_threading: bool = True, progress_bar: bool = True, unpack: bool = False, progress_bar_desc: Optional[str] = None, ) -> List[Any]: pool: Union[Pool, ThreadPool] = ThreadPool(max_workers) if use_threading else Pool(max_workers) results = ( [pool.apply_async(func, (*i,), callback=callback) for i in items] if unpack else [pool.apply_async(func, (i,), callback=callback) for i in items] ) if progress_bar is True and items: bar = tqdm(total=len(results), desc=progress_bar_desc) while not all(all_done := [x.ready() for x in results]): done_count = len(list(filter(lambda x: x, all_done))) bar.update(done_count - bar.n) time.sleep(1) bar.update(len(results) - bar.n) bar.close() pool.close() pool.join() pool.terminate() return [r.get() for r in results]