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import glob | |
import mimetypes | |
import os | |
import platform | |
import shutil | |
import ssl | |
import subprocess | |
import sys | |
import urllib | |
import torch | |
import gradio | |
import tempfile | |
import cv2 | |
import zipfile | |
from pathlib import Path | |
from typing import List, Any | |
from tqdm import tqdm | |
from scipy.spatial import distance | |
import roop.template_parser as template_parser | |
import roop.globals | |
TEMP_FILE = 'temp.mp4' | |
TEMP_DIRECTORY = 'temp' | |
# monkey patch ssl for mac | |
if platform.system().lower() == 'darwin': | |
ssl._create_default_https_context = ssl._create_unverified_context | |
# https://github.com/facefusion/facefusion/blob/master/facefusion | |
def detect_fps(target_path : str) -> float: | |
fps = 24.0 | |
cap = cv2.VideoCapture(target_path) | |
if cap.isOpened(): | |
fps = cap.get(cv2.CAP_PROP_FPS) | |
cap.release() | |
return fps | |
# Gradio wants Images in RGB | |
def convert_to_gradio(image): | |
if image is None: | |
return None | |
return cv2.cvtColor(image, cv2.COLOR_BGR2RGB) | |
def sort_filenames_ignore_path(filenames): | |
"""Sorts a list of filenames containing a complete path by their filename, | |
while retaining their original path. | |
Args: | |
filenames: A list of filenames containing a complete path. | |
Returns: | |
A sorted list of filenames containing a complete path. | |
""" | |
filename_path_tuples = [(os.path.split(filename)[1], filename) for filename in filenames] | |
sorted_filename_path_tuples = sorted(filename_path_tuples, key=lambda x: x[0]) | |
return [filename_path_tuple[1] for filename_path_tuple in sorted_filename_path_tuples] | |
def sort_rename_frames(path: str): | |
filenames = os.listdir(path) | |
filenames.sort() | |
for i in range(len(filenames)): | |
of = os.path.join(path, filenames[i]) | |
newidx = i+1 | |
new_filename = os.path.join(path, f"{newidx:04d}." + roop.globals.CFG.output_image_format) | |
os.rename(of, new_filename) | |
def get_temp_frame_paths(target_path: str) -> List[str]: | |
temp_directory_path = get_temp_directory_path(target_path) | |
return glob.glob((os.path.join(glob.escape(temp_directory_path), f'*.{roop.globals.CFG.output_image_format}'))) | |
def get_temp_directory_path(target_path: str) -> str: | |
target_name, _ = os.path.splitext(os.path.basename(target_path)) | |
target_directory_path = os.path.dirname(target_path) | |
return os.path.join(target_directory_path, TEMP_DIRECTORY, target_name) | |
def get_temp_output_path(target_path: str) -> str: | |
temp_directory_path = get_temp_directory_path(target_path) | |
return os.path.join(temp_directory_path, TEMP_FILE) | |
def normalize_output_path(source_path: str, target_path: str, output_path: str) -> Any: | |
if source_path and target_path: | |
source_name, _ = os.path.splitext(os.path.basename(source_path)) | |
target_name, target_extension = os.path.splitext(os.path.basename(target_path)) | |
if os.path.isdir(output_path): | |
return os.path.join(output_path, source_name + '-' + target_name + target_extension) | |
return output_path | |
def get_destfilename_from_path(srcfilepath: str, destfilepath: str, extension: str) -> str: | |
fn, ext = os.path.splitext(os.path.basename(srcfilepath)) | |
if '.' in extension: | |
return os.path.join(destfilepath, f'{fn}{extension}') | |
return os.path.join(destfilepath, f'{fn}{extension}{ext}') | |
def replace_template(file_path: str, index: int = 0): | |
fn, ext = os.path.splitext(os.path.basename(file_path)) | |
# Remove the "__temp" placeholder that was used as a temporary filename | |
fn = fn.replace('__temp', '') | |
template = roop.globals.CFG.output_template | |
replaced_filename = template_parser.parse(template, { | |
'index': str(index), | |
'file': fn | |
}) | |
return os.path.join(roop.globals.output_path, f'{replaced_filename}{ext}') | |
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_path = get_temp_output_path(target_path) | |
if os.path.isfile(temp_output_path): | |
if os.path.isfile(output_path): | |
os.remove(output_path) | |
shutil.move(temp_output_path, output_path) | |
def clean_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 roop.globals.keep_frames and os.path.isdir(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 delete_temp_frames(filename: str) -> None: | |
dir = os.path.dirname(os.path.dirname(filename)) | |
shutil.rmtree(dir) | |
def has_image_extension(image_path: str) -> bool: | |
return image_path.lower().endswith(('png', 'jpg', 'jpeg', 'webp')) | |
def has_extension(filepath: str, extensions: List[str]) -> bool: | |
return filepath.lower().endswith(tuple(extensions)) | |
def is_image(image_path: str) -> bool: | |
if image_path and os.path.isfile(image_path): | |
mimetype, _ = mimetypes.guess_type(image_path) | |
return bool(mimetype and mimetype.startswith('image/')) | |
return False | |
def is_video(video_path: str) -> bool: | |
if video_path and os.path.isfile(video_path): | |
mimetype, _ = mimetypes.guess_type(video_path) | |
return bool(mimetype and mimetype.startswith('video/')) | |
return False | |
def conditional_download(download_directory_path: str, urls: List[str]) -> None: | |
if not os.path.exists(download_directory_path): | |
os.makedirs(download_directory_path) | |
for url in urls: | |
download_file_path = os.path.join(download_directory_path, os.path.basename(url)) | |
if not os.path.exists(download_file_path): | |
request = urllib.request.urlopen(url) # type: ignore[attr-defined] | |
total = int(request.headers.get('Content-Length', 0)) | |
with tqdm(total=total, desc=f'Downloading {url}', unit='B', unit_scale=True, unit_divisor=1024) as progress: | |
urllib.request.urlretrieve(url, download_file_path, reporthook=lambda count, block_size, total_size: progress.update(block_size)) # type: ignore[attr-defined] | |
def get_local_files_from_folder(folder:str): | |
if not os.path.exists(folder) or not os.path.isdir(folder): | |
return None | |
files = [os.path.join(folder, f) for f in os.listdir(folder) if os.path.isfile(os.path.join(folder, f))] | |
return files | |
def resolve_relative_path(path: str) -> str: | |
return os.path.abspath(os.path.join(os.path.dirname(__file__), path)) | |
def get_device() -> str: | |
if len(roop.globals.execution_providers) < 1: | |
roop.globals.execution_providers = ['CPUExecutionProvider'] | |
prov = roop.globals.execution_providers[0] | |
if 'CUDAExecutionProvider' == prov: | |
return 'cuda' | |
if 'CoreMLExecutionProvider' == prov: | |
return 'mps' | |
return 'cpu' | |
def str_to_class(module_name, class_name): | |
from importlib import import_module | |
try: | |
module_ = import_module(module_name) | |
try: | |
class_ = getattr(module_, class_name)() | |
except AttributeError: | |
print(f'Class {class_name} does not exist') | |
except ImportError: | |
print(f'Module {module_name} does not exist') | |
return class_ or None | |
# Taken from https://stackoverflow.com/a/68842705 | |
def get_platform(): | |
if sys.platform == 'linux': | |
try: | |
proc_version = open('/proc/version').read() | |
if 'Microsoft' in proc_version: | |
return 'wsl' | |
except: | |
pass | |
return sys.platform | |
def open_with_default_app(filename): | |
if filename == None: | |
return | |
platform = get_platform() | |
if platform == 'darwin': | |
subprocess.call(('open', filename)) | |
elif platform in ['win64', 'win32']: | |
os.startfile(filename.replace('/','\\')) | |
elif platform == 'wsl': | |
subprocess.call('cmd.exe /C start'.split() + [filename]) | |
else: # linux variants | |
subprocess.call('xdg-open', filename) | |
def prepare_for_batch(target_files): | |
print("Preparing temp files") | |
tempfolder = os.path.join(tempfile.gettempdir(), "rooptmp") | |
if os.path.exists(tempfolder): | |
shutil.rmtree(tempfolder) | |
Path(tempfolder).mkdir(parents=True, exist_ok=True) | |
for f in target_files: | |
newname = os.path.basename(f.name) | |
shutil.move(f.name, os.path.join(tempfolder, newname)) | |
return tempfolder | |
def zip(files, zipname): | |
with zipfile.ZipFile(zipname, "w") as zip_file: | |
for f in files: | |
zip_file.write(f, os.path.basename(f)) | |
def unzip(zipfilename:str, target_path:str): | |
with zipfile.ZipFile(zipfilename, "r") as zip_file: | |
zip_file.extractall(target_path) | |
def mkdir_with_umask(directory): | |
oldmask = os.umask(000) | |
os.makedirs(directory, mode=777, exist_ok=True) | |
os.umask(oldmask) | |
def open_folder(path:str): | |
platform = get_platform() | |
try: | |
if platform == 'darwin': | |
subprocess.call(('open', path)) | |
elif platform in ['win64', 'win32']: | |
open_with_default_app(path) | |
elif platform == 'wsl': | |
subprocess.call('cmd.exe /C start'.split() + [path]) | |
else: # linux variants | |
subprocess.call('xdg-open', path) | |
except Exception as e: | |
print(e) | |
pass | |
#import webbrowser | |
#webbrowser.open(url) | |
def create_version_html(): | |
python_version = ".".join([str(x) for x in sys.version_info[0:3]]) | |
versions_html = f""" | |
python: <span title="{sys.version}">{python_version}</span> | |
• | |
torch: {getattr(torch, '__long_version__',torch.__version__)} | |
• | |
gradio: {gradio.__version__} | |
""" | |
return versions_html | |
def compute_cosine_distance(emb1, emb2): | |
return distance.cosine(emb1, emb2) | |