Spaces:
Running
Running
File size: 4,651 Bytes
0bc8459 08c51e0 0bc8459 08c51e0 0bc8459 08c51e0 0bc8459 08c51e0 0bc8459 08c51e0 0bc8459 08c51e0 0bc8459 08c51e0 0bc8459 08c51e0 0bc8459 08c51e0 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 |
import os
import importlib
import psutil
from concurrent.futures import ThreadPoolExecutor, as_completed
from queue import Queue
from types import ModuleType
from typing import Any, List, Callable
import logging
from tqdm import tqdm
import roop
# Initialize logging
logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
FRAME_PROCESSORS_MODULES: List[ModuleType] = []
FRAME_PROCESSORS_INTERFACE = [
'pre_check',
'pre_start',
'process_frame',
'process_frames',
'process_image',
'process_video',
'post_process'
]
def load_frame_processor_module(frame_processor: str) -> Any:
try:
frame_processor_module = importlib.import_module(f'roop.processors.frame.{frame_processor}')
for method_name in FRAME_PROCESSORS_INTERFACE:
if not hasattr(frame_processor_module, method_name):
raise NotImplementedError(f"Missing method: {method_name}")
logging.info(f'Successfully loaded frame processor module: {frame_processor}')
except (ImportError, NotImplementedError) as e:
logging.error(f'Error loading frame processor {frame_processor}: {e}')
raise SystemExit(f'Frame processor {frame_processor} crashed.')
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)
return FRAME_PROCESSORS_MODULES
def multi_process_frame(source_path: str, temp_frame_paths: List[str], process_frames: Callable[[str, List[str], Callable[[], None]], None], update: Callable[[], None]) -> None:
try:
with ThreadPoolExecutor(max_workers=roop.globals.execution_threads) as executor:
futures = []
queue = create_queue(temp_frame_paths)
queue_per_future = len(temp_frame_paths) // roop.globals.execution_threads
while not queue.empty():
future = executor.submit(process_frames, source_path, pick_queue(queue, queue_per_future), update)
futures.append(future)
logging.info('Submitted future for processing frames.')
for future in as_completed(futures):
try:
future.result()
logging.info('Frame processing completed for a future.')
except Exception as e:
logging.error(f'Error in processing frame: {e}')
except Exception as e:
logging.error(f'Error in multi-process frame: {e}')
def create_queue(temp_frame_paths: List[str]) -> Queue:
queue = Queue()
for frame_path in temp_frame_paths:
queue.put(frame_path)
logging.info('Queue created with frame paths.')
return queue
def pick_queue(queue: Queue, queue_per_future: int) -> List[str]:
picked_items = []
for _ in range(queue_per_future):
if not queue.empty():
picked_items.append(queue.get())
logging.info(f'Picked {len(picked_items)} items from queue for processing.')
return picked_items
def process_video(source_path: str, frame_paths: List[str], process_frames: Callable[[str, List[str], Callable[[], None]], None]) -> None:
progress_bar_format = '{l_bar}{bar}| {n_fmt}/{total_fmt} [{elapsed}<{remaining}, {rate_fmt}{postfix}]'
total = len(frame_paths)
try:
with tqdm(total=total, desc='Processing', unit='frame', dynamic_ncols=True, bar_format=progress_bar_format, mininterval=0.1) as progress:
multi_process_frame(source_path, frame_paths, process_frames, lambda: update_progress(progress))
except Exception as e:
logging.error(f'Error in processing video: {e}')
def update_progress(progress: Any = None) -> None:
try:
process = psutil.Process(os.getpid())
memory_usage = process.memory_info().rss / 1024 / 1024 / 1024
if progress:
progress.set_postfix({
'memory_usage': '{:.2f}'.format(memory_usage).zfill(5) + 'GB',
'execution_providers': roop.globals.execution_providers,
'execution_threads': roop.globals.execution_threads
})
progress.refresh()
progress.update(1)
logging.info(f'Updated progress: {progress.n}/{progress.total} frames processed. Memory usage: {memory_usage:.2f}GB')
except Exception as e:
logging.error(f'Error updating progress: {e}')
|