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from typing import Any, List, Optional | |
from concurrent.futures import ThreadPoolExecutor | |
from functools import lru_cache | |
from pathlib import Path | |
from tqdm import tqdm | |
import glob | |
import filetype | |
import os | |
import platform | |
import shutil | |
import ssl | |
import subprocess | |
import tempfile | |
import urllib.request | |
import onnxruntime | |
import facefusion.globals | |
from facefusion import wording | |
from facefusion.typing import Padding | |
from facefusion.vision import detect_fps | |
TEMP_DIRECTORY_PATH = os.path.join(tempfile.gettempdir(), 'facefusion') | |
TEMP_OUTPUT_VIDEO_NAME = 'temp.mp4' | |
# monkey patch ssl | |
if platform.system().lower() == 'darwin': | |
ssl._create_default_https_context = ssl._create_unverified_context | |
def run_ffmpeg(args : List[str]) -> bool: | |
commands = [ 'ffmpeg', '-hide_banner', '-loglevel', 'error' ] | |
commands.extend(args) | |
try: | |
subprocess.run(commands, stderr = subprocess.PIPE, check = True) | |
return True | |
except subprocess.CalledProcessError: | |
return False | |
def open_ffmpeg(args : List[str]) -> subprocess.Popen[bytes]: | |
commands = [ 'ffmpeg', '-hide_banner', '-loglevel', 'error' ] | |
commands.extend(args) | |
return subprocess.Popen(commands, stdin = subprocess.PIPE) | |
def extract_frames(target_path : str, fps : float) -> bool: | |
temp_frame_compression = round(31 - (facefusion.globals.temp_frame_quality * 0.31)) | |
trim_frame_start = facefusion.globals.trim_frame_start | |
trim_frame_end = facefusion.globals.trim_frame_end | |
temp_frames_pattern = get_temp_frames_pattern(target_path, '%04d') | |
commands = [ '-hwaccel', 'auto', '-i', target_path, '-q:v', str(temp_frame_compression), '-pix_fmt', 'rgb24' ] | |
if trim_frame_start is not None and trim_frame_end is not None: | |
commands.extend([ '-vf', 'trim=start_frame=' + str(trim_frame_start) + ':end_frame=' + str(trim_frame_end) + ',fps=' + str(fps) ]) | |
elif trim_frame_start is not None: | |
commands.extend([ '-vf', 'trim=start_frame=' + str(trim_frame_start) + ',fps=' + str(fps) ]) | |
elif trim_frame_end is not None: | |
commands.extend([ '-vf', 'trim=end_frame=' + str(trim_frame_end) + ',fps=' + str(fps) ]) | |
else: | |
commands.extend([ '-vf', 'fps=' + str(fps) ]) | |
commands.extend([ '-vsync', '0', temp_frames_pattern ]) | |
return run_ffmpeg(commands) | |
def compress_image(output_path : str) -> bool: | |
output_image_compression = round(31 - (facefusion.globals.output_image_quality * 0.31)) | |
commands = [ '-hwaccel', 'auto', '-i', output_path, '-q:v', str(output_image_compression), '-y', output_path ] | |
return run_ffmpeg(commands) | |
def merge_video(target_path : str, fps : float) -> bool: | |
temp_output_video_path = get_temp_output_video_path(target_path) | |
temp_frames_pattern = get_temp_frames_pattern(target_path, '%04d') | |
commands = [ '-hwaccel', 'auto', '-r', str(fps), '-i', temp_frames_pattern, '-c:v', facefusion.globals.output_video_encoder ] | |
if facefusion.globals.output_video_encoder in [ 'libx264', 'libx265' ]: | |
output_video_compression = round(51 - (facefusion.globals.output_video_quality * 0.51)) | |
commands.extend([ '-crf', str(output_video_compression) ]) | |
if facefusion.globals.output_video_encoder in [ 'libvpx-vp9' ]: | |
output_video_compression = round(63 - (facefusion.globals.output_video_quality * 0.63)) | |
commands.extend([ '-crf', str(output_video_compression) ]) | |
if facefusion.globals.output_video_encoder in [ 'h264_nvenc', 'hevc_nvenc' ]: | |
output_video_compression = round(51 - (facefusion.globals.output_video_quality * 0.51)) | |
commands.extend([ '-cq', str(output_video_compression) ]) | |
commands.extend([ '-pix_fmt', 'yuv420p', '-colorspace', 'bt709', '-y', temp_output_video_path ]) | |
return run_ffmpeg(commands) | |
def restore_audio(target_path : str, output_path : str) -> bool: | |
fps = detect_fps(target_path) | |
trim_frame_start = facefusion.globals.trim_frame_start | |
trim_frame_end = facefusion.globals.trim_frame_end | |
temp_output_video_path = get_temp_output_video_path(target_path) | |
commands = [ '-hwaccel', 'auto', '-i', temp_output_video_path ] | |
if trim_frame_start is not None: | |
start_time = trim_frame_start / fps | |
commands.extend([ '-ss', str(start_time) ]) | |
if trim_frame_end is not None: | |
end_time = trim_frame_end / fps | |
commands.extend([ '-to', str(end_time) ]) | |
commands.extend([ '-i', target_path, '-c', 'copy', '-map', '0:v:0', '-map', '1:a:0', '-shortest', '-y', output_path ]) | |
return run_ffmpeg(commands) | |
def get_temp_frame_paths(target_path : str) -> List[str]: | |
temp_frames_pattern = get_temp_frames_pattern(target_path, '*') | |
return sorted(glob.glob(temp_frames_pattern)) | |
def get_temp_frames_pattern(target_path : str, temp_frame_prefix : str) -> str: | |
temp_directory_path = get_temp_directory_path(target_path) | |
return os.path.join(temp_directory_path, temp_frame_prefix + '.' + facefusion.globals.temp_frame_format) | |
def get_temp_directory_path(target_path : str) -> str: | |
target_name, _ = os.path.splitext(os.path.basename(target_path)) | |
return os.path.join(TEMP_DIRECTORY_PATH, target_name) | |
def get_temp_output_video_path(target_path : str) -> str: | |
temp_directory_path = get_temp_directory_path(target_path) | |
return os.path.join(temp_directory_path, TEMP_OUTPUT_VIDEO_NAME) | |
def create_temp(target_path : str) -> None: | |
temp_directory_path = get_temp_directory_path(target_path) | |
Path(temp_directory_path).mkdir(parents = True, exist_ok = True) | |
def move_temp(target_path : str, output_path : str) -> None: | |
temp_output_video_path = get_temp_output_video_path(target_path) | |
if is_file(temp_output_video_path): | |
if is_file(output_path): | |
os.remove(output_path) | |
shutil.move(temp_output_video_path, output_path) | |
def clear_temp(target_path : str) -> None: | |
temp_directory_path = get_temp_directory_path(target_path) | |
parent_directory_path = os.path.dirname(temp_directory_path) | |
if not facefusion.globals.keep_temp and is_directory(temp_directory_path): | |
shutil.rmtree(temp_directory_path) | |
if os.path.exists(parent_directory_path) and not os.listdir(parent_directory_path): | |
os.rmdir(parent_directory_path) | |
def normalize_output_path(source_path : Optional[str], target_path : Optional[str], output_path : Optional[str]) -> Optional[str]: | |
if is_file(target_path) and is_directory(output_path): | |
target_name, target_extension = os.path.splitext(os.path.basename(target_path)) | |
if is_file(source_path): | |
source_name, _ = os.path.splitext(os.path.basename(source_path)) | |
return os.path.join(output_path, source_name + '-' + target_name + target_extension) | |
return os.path.join(output_path, target_name + target_extension) | |
if is_file(target_path) and output_path: | |
_, target_extension = os.path.splitext(os.path.basename(target_path)) | |
output_name, output_extension = os.path.splitext(os.path.basename(output_path)) | |
output_directory_path = os.path.dirname(output_path) | |
if is_directory(output_directory_path) and output_extension: | |
return os.path.join(output_directory_path, output_name + target_extension) | |
return None | |
return output_path | |
def normalize_padding(padding : Optional[List[int]]) -> Optional[Padding]: | |
if padding and len(padding) == 1: | |
return tuple([ padding[0], padding[0], padding[0], padding[0] ]) # type: ignore[return-value] | |
if padding and len(padding) == 2: | |
return tuple([ padding[0], padding[1], padding[0], padding[1] ]) # type: ignore[return-value] | |
if padding and len(padding) == 3: | |
return tuple([ padding[0], padding[1], padding[2], padding[1] ]) # type: ignore[return-value] | |
if padding and len(padding) == 4: | |
return tuple(padding) # type: ignore[return-value] | |
return None | |
def is_file(file_path : str) -> bool: | |
return bool(file_path and os.path.isfile(file_path)) | |
def is_directory(directory_path : str) -> bool: | |
return bool(directory_path and os.path.isdir(directory_path)) | |
def is_image(image_path : str) -> bool: | |
if is_file(image_path): | |
mimetype = filetype.guess(image_path).mime | |
return bool(mimetype and mimetype.startswith('image/')) | |
return False | |
def is_video(video_path : str) -> bool: | |
if is_file(video_path): | |
mimetype = filetype.guess(video_path).mime | |
return bool(mimetype and mimetype.startswith('video/')) | |
return False | |
def conditional_download(download_directory_path : str, urls : List[str]) -> None: | |
with ThreadPoolExecutor() as executor: | |
for url in urls: | |
executor.submit(get_download_size, url) | |
for url in urls: | |
download_file_path = os.path.join(download_directory_path, os.path.basename(url)) | |
total = get_download_size(url) | |
if is_file(download_file_path): | |
initial = os.path.getsize(download_file_path) | |
else: | |
initial = 0 | |
if initial < total: | |
with tqdm(total = total, initial = initial, desc = wording.get('downloading'), unit = 'B', unit_scale = True, unit_divisor = 1024, ascii = ' =') as progress: | |
subprocess.Popen([ 'curl', '--create-dirs', '--silent', '--insecure', '--location', '--continue-at', '-', '--output', download_file_path, url ]) | |
current = initial | |
while current < total: | |
if is_file(download_file_path): | |
current = os.path.getsize(download_file_path) | |
progress.update(current - progress.n) | |
def get_download_size(url : str) -> int: | |
try: | |
response = urllib.request.urlopen(url, timeout = 10) | |
return int(response.getheader('Content-Length')) | |
except (OSError, ValueError): | |
return 0 | |
def is_download_done(url : str, file_path : str) -> bool: | |
if is_file(file_path): | |
return get_download_size(url) == os.path.getsize(file_path) | |
return False | |
def resolve_relative_path(path : str) -> str: | |
return os.path.abspath(os.path.join(os.path.dirname(__file__), path)) | |
def list_module_names(path : str) -> Optional[List[str]]: | |
if os.path.exists(path): | |
files = os.listdir(path) | |
return [ Path(file).stem for file in files if not Path(file).stem.startswith(('.', '__')) ] | |
return None | |
def encode_execution_providers(execution_providers : List[str]) -> List[str]: | |
return [ execution_provider.replace('ExecutionProvider', '').lower() for execution_provider in execution_providers ] | |
def decode_execution_providers(execution_providers: List[str]) -> List[str]: | |
available_execution_providers = onnxruntime.get_available_providers() | |
encoded_execution_providers = encode_execution_providers(available_execution_providers) | |
return [ execution_provider for execution_provider, encoded_execution_provider in zip(available_execution_providers, encoded_execution_providers) if any(execution_provider in encoded_execution_provider for execution_provider in execution_providers) ] | |
def map_device(execution_providers : List[str]) -> str: | |
if 'CoreMLExecutionProvider' in execution_providers: | |
return 'mps' | |
if 'CUDAExecutionProvider' in execution_providers or 'ROCMExecutionProvider' in execution_providers : | |
return 'cuda' | |
if 'OpenVINOExecutionProvider' in execution_providers: | |
return 'mkl' | |
return 'cpu' | |
def create_metavar(ranges : List[Any]) -> str: | |
return '[' + str(ranges[0]) + '-' + str(ranges[-1]) + ']' | |
def update_status(message : str, scope : str = 'FACEFUSION.CORE') -> None: | |
print('[' + scope + '] ' + message) | |