import sys import importlib from concurrent.futures import ThreadPoolExecutor from types import ModuleType from typing import Any, List, Callable from tqdm import tqdm import modules import modules.globals FRAME_PROCESSORS_MODULES: List[ModuleType] = [] FRAME_PROCESSORS_INTERFACE = [ 'pre_check', 'pre_start', 'process_frame', 'process_image', 'process_video' ] def load_frame_processor_module(frame_processor: str) -> Any: try: frame_processor_module = importlib.import_module(f'modules.processors.frame.{frame_processor}') for method_name in FRAME_PROCESSORS_INTERFACE: if not hasattr(frame_processor_module, method_name): sys.exit() except ImportError: print(f"Frame processor {frame_processor} not found") sys.exit() return frame_processor_module def get_frame_processors_modules(frame_processors: List[str]) -> List[ModuleType]: global FRAME_PROCESSORS_MODULES if not FRAME_PROCESSORS_MODULES: for frame_processor in frame_processors: frame_processor_module = load_frame_processor_module(frame_processor) FRAME_PROCESSORS_MODULES.append(frame_processor_module) set_frame_processors_modules_from_ui(frame_processors) return FRAME_PROCESSORS_MODULES def set_frame_processors_modules_from_ui(frame_processors: List[str]) -> None: global FRAME_PROCESSORS_MODULES for frame_processor, state in modules.globals.fp_ui.items(): if state == True and frame_processor not in frame_processors: frame_processor_module = load_frame_processor_module(frame_processor) FRAME_PROCESSORS_MODULES.append(frame_processor_module) modules.globals.frame_processors.append(frame_processor) if state == False: try: frame_processor_module = load_frame_processor_module(frame_processor) FRAME_PROCESSORS_MODULES.remove(frame_processor_module) modules.globals.frame_processors.remove(frame_processor) except: pass def multi_process_frame(source_path: str, temp_frame_paths: List[str], process_frames: Callable[[str, List[str], Any], None], progress: Any = None) -> None: with ThreadPoolExecutor(max_workers=modules.globals.execution_threads) as executor: futures = [] for path in temp_frame_paths: future = executor.submit(process_frames, source_path, [path], progress) futures.append(future) for future in futures: future.result() def process_video(source_path: str, frame_paths: list[str], process_frames: Callable[[str, List[str], Any], None]) -> None: progress_bar_format = '{l_bar}{bar}| {n_fmt}/{total_fmt} [{elapsed}<{remaining}, {rate_fmt}{postfix}]' total = len(frame_paths) with tqdm(total=total, desc='Processing', unit='frame', dynamic_ncols=True, bar_format=progress_bar_format) as progress: progress.set_postfix({'execution_providers': modules.globals.execution_providers, 'execution_threads': modules.globals.execution_threads, 'max_memory': modules.globals.max_memory}) multi_process_frame(source_path, frame_paths, process_frames, progress)