roop/utilities.py

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

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


def run_ffmpeg(args: List[str]) -> bool:
    commands = ['ffmpeg', '-hide_banner', '-hwaccel', 'auto', '-y', '-loglevel', roop.globals.log_level]
    commands.extend(args)
    print (" ".join(commands))
    try:
        subprocess.check_output(commands, stderr=subprocess.STDOUT)
        return True
    except Exception:
        pass
    return False


# 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


	# commands = [ 'ffprobe', '-v', 'error', '-select_streams', 'v:0', '-show_entries', 'stream=r_frame_rate', '-of', 'json', target_path ]
	# output = subprocess.check_output(commands).decode().strip()
	# try:
	# 	entries = json.loads(output)
	# 	for stream in entries.get('streams'):
	# 		numerator, denominator = map(int, stream.get('r_frame_rate').split('/'))
	# 		return numerator / denominator
	# 	return None
	# except (ValueError, ZeroDivisionError):
	# 	return 24


def cut_video(original_video: str, cut_video: str, start_frame: int, end_frame: int):
    fps = detect_fps(original_video)
    start_time = start_frame / fps
    num_frames = end_frame - start_frame

    run_ffmpeg(['-ss',  str(start_time), '-i', original_video, '-c:v', roop.globals.video_encoder, '-c:a', 'aac', '-frames:v', str(num_frames), cut_video])

def join_videos(videos: List[str], dest_filename: str):
    inputs = []
    filter = ''
    for i,v in enumerate(videos):
        inputs.append('-i')
        inputs.append(v)
        filter += f'[{i}:v:0][{i}:a:0]'
    run_ffmpeg([" ".join(inputs), '-filter_complex', f'"{filter}concat=n={len(videos)}:v=1:a=1[outv][outa]"', '-map', '"[outv]"', '-map', '"[outa]"', dest_filename])    

# def extract_frames(target_path: str) -> None:
#     create_temp(target_path)
#     temp_directory_path = get_temp_directory_path(target_path)
#     run_ffmpeg(['-i', target_path, '-q:v', '1', '-pix_fmt', 'rgb24', os.path.join(temp_directory_path, f'%04d.{roop.globals.CFG.output_image_format}')])
#     return temp_directory_path


def extract_frames(target_path : str, trim_frame_start, trim_frame_end, fps : float) -> bool:
    create_temp(target_path)
    temp_directory_path = get_temp_directory_path(target_path)
    commands = ['-i', target_path, '-q:v', '1', '-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([os.path.join(temp_directory_path, '%04d.' + roop.globals.CFG.output_image_format)])
    return run_ffmpeg(commands)

def create_video(target_path: str, dest_filename: str, fps: float = 24.0) -> None:
    temp_directory_path = get_temp_directory_path(target_path)
    run_ffmpeg(['-r', str(fps), '-i', os.path.join(temp_directory_path, f'%04d.{roop.globals.CFG.output_image_format}'), '-c:v', roop.globals.video_encoder, '-crf', str(roop.globals.video_quality), '-pix_fmt', 'yuv420p', '-vf', 'colorspace=bt709:iall=bt601-6-625:fast=1', '-y', dest_filename])
    return dest_filename


def create_gif_from_video(video_path: str, gif_path):
    from roop.capturer import get_video_frame

    fps = detect_fps(video_path)
    frame = get_video_frame(video_path)

    run_ffmpeg(['-i', video_path, '-vf', f'fps={fps},scale={frame.shape[0]}:-1:flags=lanczos,split[s0][s1];[s0]palettegen[p];[s1][p]paletteuse', '-loop', '0', gif_path])


def restore_audio(intermediate_video: str, original_video: str, trim_frame_start, trim_frame_end, final_video : str) -> None:
	fps = detect_fps(original_video)
	commands = [ '-i', intermediate_video, '-i', original_video ]
	if trim_frame_start is None and trim_frame_end is None:
		commands.extend([ '-c:a', 'copy' ])
	else:
		if trim_frame_start is not None:
			start_time = trim_frame_start / fps
			commands.extend([ '-ss', format(start_time, ".2f")])
		else:
			commands.extend([ '-ss', '0' ])
		if trim_frame_end is not None:
			end_time = trim_frame_end / fps
			commands.extend([ '-to', format(end_time, ".2f")])
		commands.extend([ '-c:a', 'aac' ])
	commands.extend([ '-map', '0:v:0', '-map', '1:a:0', '-y', final_video ])
	run_ffmpeg(commands)



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 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('Class does not exist')
    except ImportError:
        print('Module 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 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)