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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 | |
| import traceback | |
| import threading | |
| import threading | |
| from typing import Union, Any | |
| from contextlib import nullcontext | |
| 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" | |
| THREAD_SEMAPHORE = threading.Semaphore() | |
| NULL_CONTEXT = nullcontext() | |
| # 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:06d}." + 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) -> str: | |
| 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): | |
| if image_path.endswith(".webp"): | |
| return True | |
| 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) -> List[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 "CoreMLExecutionProvider" in prov: | |
| return "mps" | |
| if "CUDAExecutionProvider" in prov or "ROCMExecutionProvider" in prov: | |
| return "cuda" | |
| if "OpenVINOExecutionProvider" in prov: | |
| return "mkl" | |
| return "cpu" | |
| def str_to_class(module_name, class_name) -> Any: | |
| from importlib import import_module | |
| class_ = None | |
| 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_ | |
| def is_installed(name:str) -> bool: | |
| return shutil.which(name); | |
| # Taken from https://stackoverflow.com/a/68842705 | |
| def get_platform() -> str: | |
| 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:str): | |
| 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) -> str: | |
| 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(0) | |
| # mode needs octal | |
| os.makedirs(directory, mode=0o775, 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.Popen(["xdg-open", path]) | |
| except Exception as e: | |
| traceback.print_exc() | |
| pass | |
| # import webbrowser | |
| # webbrowser.open(url) | |
| def create_version_html() -> str: | |
| 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) -> float: | |
| return distance.cosine(emb1, emb2) | |
| def has_cuda_device(): | |
| return torch.cuda is not None and torch.cuda.is_available() | |
| def print_cuda_info(): | |
| try: | |
| print(f'Number of CUDA devices: {torch.cuda.device_count()} Currently used Id: {torch.cuda.current_device()} Device Name: {torch.cuda.get_device_name(torch.cuda.current_device())}') | |
| except: | |
| print('No CUDA device found!') | |
| def clean_dir(path: str): | |
| contents = os.listdir(path) | |
| for item in contents: | |
| item_path = os.path.join(path, item) | |
| try: | |
| if os.path.isfile(item_path): | |
| os.remove(item_path) | |
| elif os.path.isdir(item_path): | |
| shutil.rmtree(item_path) | |
| except Exception as e: | |
| print(e) | |
| def conditional_thread_semaphore() -> Union[Any, Any]: | |
| if 'DmlExecutionProvider' in roop.globals.execution_providers or 'ROCMExecutionProvider' in roop.globals.execution_providers: | |
| return THREAD_SEMAPHORE | |
| return NULL_CONTEXT | |