Spaces:
Running
Running
import os | |
import customtkinter as ctk | |
import webbrowser | |
import cv2 | |
import roop.globals | |
import roop.metadata | |
from typing import Callable, Tuple | |
from PIL import Image, ImageOps | |
from roop.face_helper import get_many_faces, get_one_face, extract_face_images | |
from roop.capturer import get_video_frame, get_video_frame_total | |
from roop.utilities import is_image, is_video, resolve_relative_path, open_with_default_app, compute_cosine_distance, has_extension | |
ROOT = None | |
ROOT_HEIGHT = 550 | |
ROOT_WIDTH = 600 | |
PREVIEW = None | |
PREVIEW_MAX_HEIGHT = 700 | |
PREVIEW_MAX_WIDTH = 1200 | |
IMAGE_BUTTON_WIDTH = 200 | |
IMAGE_BUTTON_HEIGHT = 200 | |
RECENT_DIRECTORY_SOURCE = None | |
RECENT_DIRECTORY_TARGET = None | |
RECENT_DIRECTORY_OUTPUT = None | |
preview_label = None | |
preview_slider = None | |
source_label = None | |
target_label = None | |
status_label = None | |
FACE_BUTTONS = [] | |
INPUT_FACES_DATA = None | |
OUTPUT_FACES_DATA = None | |
def init(start: Callable, destroy: Callable) -> ctk.CTk: | |
global ROOT, PREVIEW, FACE_SELECT | |
ROOT = create_root(start, destroy) | |
PREVIEW = create_preview(ROOT) | |
FACE_SELECT = create_select_faces_win(ROOT) | |
return ROOT | |
def create_root(start: Callable, destroy: Callable) -> ctk.CTk: | |
global source_button, target_button, status_label | |
ctk.deactivate_automatic_dpi_awareness() | |
ctk.set_appearance_mode('system') | |
ctk.set_default_color_theme(resolve_relative_path('ui.json')) | |
root = ctk.CTk() | |
root.minsize(ROOT_WIDTH, ROOT_HEIGHT) | |
root.title(f'{roop.metadata.name} {roop.metadata.version}') | |
root.configure() | |
root.protocol('WM_DELETE_WINDOW', lambda: destroy()) | |
base_x1 = 0.075 | |
base_x2 = 0.575 | |
base_y = 0.635 | |
source_button = ctk.CTkButton(root, text='Select image with face(s)', width=IMAGE_BUTTON_WIDTH, height=IMAGE_BUTTON_HEIGHT, compound='top', anchor='center', command=lambda: select_source_path()) | |
source_button.place(relx=base_x1, rely=0.05) | |
target_button = ctk.CTkButton(root, text='Select target image/video', width=IMAGE_BUTTON_WIDTH, height=IMAGE_BUTTON_HEIGHT, compound='top', anchor='center', command=lambda: select_target_path()) | |
target_button.place(relx=base_x2, rely=0.05) | |
enhance_label = ctk.CTkLabel(root, text='Select face enhancement engine', anchor='w') | |
enhance_label.place(relx=base_x1, rely=0.49) | |
enhance_label.configure(text_color=ctk.ThemeManager.theme.get('RoopDonate').get('text_color')) | |
enhancer_cb = ctk.CTkComboBox(root, values=["None", "Codeformer", "DMDNet (unavailable)", "GFPGAN"], width=IMAGE_BUTTON_WIDTH, command=select_enhancer) | |
enhancer_cb.set("None") | |
enhancer_cb.place(relx=base_x1, rely=0.532) | |
keep_fps_value = ctk.BooleanVar(value=roop.globals.keep_fps) | |
keep_fps_checkbox = ctk.CTkSwitch(root, text='Keep fps', variable=keep_fps_value, command=lambda: setattr(roop.globals, 'keep_fps', not roop.globals.keep_fps)) | |
keep_fps_checkbox.place(relx=base_x1, rely=base_y) | |
keep_frames_value = ctk.BooleanVar(value=roop.globals.keep_frames) | |
keep_frames_switch = ctk.CTkSwitch(root, text='Keep frames', variable=keep_frames_value, command=lambda: setattr(roop.globals, 'keep_frames', keep_frames_value.get())) | |
keep_frames_switch.place(relx=base_x1, rely=0.68) | |
skip_audio_value = ctk.BooleanVar(value=roop.globals.skip_audio) | |
skip_audio_switch = ctk.CTkSwitch(root, text='Skip audio', variable=skip_audio_value, command=lambda: setattr(roop.globals, 'skip_audio', skip_audio_value.get())) | |
skip_audio_switch.place(relx=base_x2, rely=base_y) | |
many_faces_value = ctk.BooleanVar(value=roop.globals.many_faces) | |
many_faces_switch = ctk.CTkSwitch(root, text='Many faces', variable=many_faces_value, command=lambda: setattr(roop.globals, 'many_faces', many_faces_value.get())) | |
many_faces_switch.place(relx=base_x2, rely=0.68) | |
use_batch_value = ctk.BooleanVar(value=roop.globals.use_batch) | |
use_batch_switch = ctk.CTkSwitch(root, text='Batch process folder', variable=use_batch_value, command=lambda: setattr(roop.globals, 'use_batch', use_batch_value.get())) | |
use_batch_switch.place(relx=base_x1, rely=0.725) | |
base_y = 0.84 | |
start_button = ctk.CTkButton(root, text='Start', command=lambda: select_output_path(start)) | |
start_button.place(relx=base_x1, rely=base_y, relwidth=0.15, relheight=0.05) | |
stop_button = ctk.CTkButton(root, text='Destroy', command=lambda: destroy()) | |
stop_button.place(relx=0.35, rely=base_y, relwidth=0.15, relheight=0.05) | |
preview_button = ctk.CTkButton(root, text='Preview', command=lambda: toggle_preview()) | |
preview_button.place(relx=0.55, rely=base_y, relwidth=0.15, relheight=0.05) | |
result_button = ctk.CTkButton(root, text='Show Result', command=lambda: show_result()) | |
result_button.place(relx=0.75, rely=base_y, relwidth=0.15, relheight=0.05) | |
status_label = ctk.CTkLabel(root, text=None, justify='center') | |
status_label.place(relx=base_x1, rely=0.9, relwidth=0.8) | |
donate_label = ctk.CTkLabel(root, text='Visit the Github Page', justify='center', cursor='hand2') | |
donate_label.place(relx=0.1, rely=0.95, relwidth=0.8) | |
donate_label.configure(text_color=ctk.ThemeManager.theme.get('RoopDonate').get('text_color')) | |
donate_label.bind('<Button>', lambda event: webbrowser.open('https://github.com/C0untFloyd/roop-unleashed')) | |
return root | |
def create_preview(parent) -> ctk.CTkToplevel: | |
global preview_label, preview_slider | |
def create_preview(parent: ctk.CTkToplevel) -> ctk.CTkToplevel: | |
global preview_label, preview_slider | |
preview = ctk.CTkToplevel(parent) | |
preview.withdraw() | |
preview.title('Preview') | |
preview.configure() | |
preview.protocol('WM_DELETE_WINDOW', lambda: toggle_preview()) | |
preview.resizable(width=False, height=False) | |
preview_label = ctk.CTkLabel(preview, text=None) | |
preview_label.pack(fill='both', expand=True) | |
preview_slider = ctk.CTkSlider(preview, from_=0, to=0, command=lambda frame_value: update_preview(frame_value)) | |
return preview | |
def update_status(text: str) -> None: | |
status_label.configure(text=text) | |
ROOT.update() | |
def update_status(text: str) -> None: | |
status_label.configure(text=text) | |
ROOT.update() | |
def select_source_path() -> None: | |
global RECENT_DIRECTORY_SOURCE, INPUT_FACES_DATA | |
PREVIEW.withdraw() | |
source_path = ctk.filedialog.askopenfilename(title='Select source image', initialdir=RECENT_DIRECTORY_SOURCE) | |
image = None | |
if is_image(source_path): | |
roop.globals.source_path = source_path | |
RECENT_DIRECTORY_SOURCE = os.path.dirname(roop.globals.source_path) | |
INPUT_FACES_DATA = extract_face_images(roop.globals.source_path, (False, 0)) | |
if len(INPUT_FACES_DATA) > 0: | |
if len(INPUT_FACES_DATA) == 1: | |
image = render_face_from_frame(INPUT_FACES_DATA[0][1], (IMAGE_BUTTON_WIDTH, IMAGE_BUTTON_HEIGHT)) | |
roop.globals.SELECTED_FACE_DATA_INPUT = INPUT_FACES_DATA[0][0] | |
else: | |
show_face_selection(INPUT_FACES_DATA, True) | |
else: | |
print('No face found!') | |
roop.globals.source_path = None | |
else: | |
roop.globals.source_path = None | |
source_button.configure(image=image) | |
source_button._draw() | |
def select_target_path() -> None: | |
global RECENT_DIRECTORY_TARGET, OUTPUT_FACES_DATA | |
PREVIEW.withdraw() | |
target_path = ctk.filedialog.askopenfilename(title='Select target image or video', initialdir=RECENT_DIRECTORY_TARGET) | |
image = None | |
if is_image(target_path) and not target_path.lower().endswith(('gif')): | |
roop.globals.target_path = target_path | |
RECENT_DIRECTORY_TARGET = os.path.dirname(roop.globals.target_path) | |
if roop.globals.many_faces: | |
roop.globals.SELECTED_FACE_DATA_OUTPUT = None | |
image = render_image_preview(target_path, (IMAGE_BUTTON_WIDTH, IMAGE_BUTTON_HEIGHT)) | |
else: | |
OUTPUT_FACES_DATA = extract_face_images(roop.globals.target_path, (False, 0)) | |
if len(OUTPUT_FACES_DATA) > 0: | |
if len(OUTPUT_FACES_DATA) == 1: | |
image = render_face_from_frame(OUTPUT_FACES_DATA[0][1], (IMAGE_BUTTON_WIDTH, IMAGE_BUTTON_HEIGHT)) | |
roop.globals.SELECTED_FACE_DATA_OUTPUT = OUTPUT_FACES_DATA[0][0] | |
if roop.globals.SELECTED_FACE_DATA_INPUT is not None: | |
emb1 = roop.globals.SELECTED_FACE_DATA_INPUT.embedding | |
emb2 = roop.globals.SELECTED_FACE_DATA_OUTPUT.embedding | |
dist = compute_cosine_distance(emb1, emb2) | |
print(f'Similarity Distance between Source->Target={dist}') | |
else: | |
show_face_selection(OUTPUT_FACES_DATA, False) | |
else: | |
print('No face found!') | |
roop.globals.target_path = None | |
elif is_video(target_path) or target_path.lower().endswith(('gif')): | |
roop.globals.target_path = target_path | |
RECENT_DIRECTORY_TARGET = os.path.dirname(roop.globals.target_path) | |
if roop.globals.many_faces: | |
roop.globals.SELECTED_FACE_DATA_OUTPUT = None | |
image = render_video_preview(target_path, (IMAGE_BUTTON_WIDTH, IMAGE_BUTTON_HEIGHT)) | |
else: | |
max_frame = get_video_frame_total(roop.globals.target_path) | |
dialog = ctk.CTkInputDialog(text=f"Please input frame number with target face (1 - {max_frame})", title="Extract Face from Video") | |
selected_frame = dialog.get_input() | |
try: | |
selected_frame = int(selected_frame) | |
except: | |
selected_frame = 1 | |
selected_frame = max(selected_frame, 1) | |
selected_frame = min(selected_frame, max_frame) | |
OUTPUT_FACES_DATA = extract_face_images(roop.globals.target_path, (True, selected_frame)) | |
if len(OUTPUT_FACES_DATA) > 0: | |
if len(OUTPUT_FACES_DATA) == 1: | |
image = render_face_from_frame(OUTPUT_FACES_DATA[0][1], (IMAGE_BUTTON_WIDTH, IMAGE_BUTTON_HEIGHT)) | |
roop.globals.SELECTED_FACE_DATA_OUTPUT = OUTPUT_FACES_DATA[0][0] | |
else: | |
show_face_selection(OUTPUT_FACES_DATA, False) | |
else: | |
roop.globals.target_path = None | |
else: | |
roop.globals.target_path = None | |
target_button.configure(image=image) | |
target_button._draw() | |
def select_output_path(start): | |
global RECENT_DIRECTORY_OUTPUT | |
def params_gen_func(proc, frame): | |
return {"original_frame": frame, "blend_ratio": 0.5, "swap_mode": "all", "input_face_datas": [roop.globals.SELECTED_FACE_DATA_INPUT], "target_face_datas": [roop.globals.SELECTED_FACE_DATA_OUTPUT]} | |
def select_output_path(start: Callable[[], None]) -> None: | |
global RECENT_DIRECTORY_OUTPUT | |
if roop.globals.use_batch: | |
roop.globals.target_folder_path = ctk.filedialog.askdirectory(title='Select folder to batch process') | |
print(f'Batch process folder set to {roop.globals.target_folder_path}') | |
else: | |
roop.globals.target_folder_path = None | |
if roop.globals.target_folder_path is not None: | |
output_path = ctk.filedialog.askdirectory(title='Select output folder') | |
elif is_image(roop.globals.target_path) and has_extension(roop.globals.target_path, ['gif']) == False: | |
output_path = ctk.filedialog.asksaveasfilename(title='Save image output file', defaultextension='.png', initialfile='output.png', initialdir=RECENT_DIRECTORY_OUTPUT) | |
elif is_video(roop.globals.target_path) or has_extension(roop.globals.target_path, ['gif']) == True: | |
output_path = ctk.filedialog.asksaveasfilename(title='Save video output file', defaultextension='.mp4', initialfile='output.mp4', initialdir=RECENT_DIRECTORY_OUTPUT) | |
else: | |
output_path = None | |
if output_path: | |
roop.globals.output_path = output_path | |
RECENT_DIRECTORY_OUTPUT = os.path.dirname(roop.globals.output_path) | |
start() | |
def select_enhancer(choice): | |
roop.globals.selected_enhancer = choice | |
def show_result(): | |
open_with_default_app(roop.globals.output_path) | |
def render_image_preview(image_path: str, size: Tuple[int, int]) -> ctk.CTkImage: | |
image = Image.open(image_path) | |
if size: | |
image = ImageOps.fit(image, size, Image.LANCZOS) | |
return ctk.CTkImage(image, size=image.size) | |
def render_face_from_frame(face, size: Tuple[int, int] = None) -> ctk.CTkImage: | |
image = Image.fromarray(cv2.cvtColor(face, cv2.COLOR_BGR2RGB)) | |
image = ImageOps.fit(image, (IMAGE_BUTTON_WIDTH, IMAGE_BUTTON_HEIGHT), Image.LANCZOS) | |
return ctk.CTkImage(image, size=image.size) | |
def render_video_preview(video_path: str, size: Tuple[int, int], frame_number: int = 0) -> ctk.CTkImage: | |
capture = cv2.VideoCapture(video_path) | |
if frame_number: | |
capture.set(cv2.CAP_PROP_POS_FRAMES, frame_number) | |
has_frame, frame = capture.read() | |
if has_frame: | |
image = Image.fromarray(cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)) | |
if size: | |
image = ImageOps.fit(image, size, Image.LANCZOS) | |
return ctk.CTkImage(image, size=image.size) | |
capture.release() | |
cv2.destroyAllWindows() | |
def toggle_preview() -> None: | |
if PREVIEW.state() == 'normal': | |
PREVIEW.withdraw() | |
elif roop.globals.source_path and roop.globals.target_path: | |
init_preview() | |
update_preview() | |
PREVIEW.deiconify() | |
def init_preview() -> None: | |
if is_image(roop.globals.target_path): | |
preview_slider.pack_forget() | |
if is_video(roop.globals.target_path): | |
video_frame_total = get_video_frame_total(roop.globals.target_path) | |
preview_slider.configure(to=video_frame_total) | |
preview_slider.pack(fill='x') | |
preview_slider.set(0) | |
def update_preview(frame_number: int = 0) -> None: | |
if roop.globals.source_path and roop.globals.target_path: | |
temp_frame = get_video_frame(roop.globals.target_path, frame_number) | |
swap_mode = "selected" | |
processors = "faceswap" | |
if roop.globals.selected_enhancer == 'GFPGAN': | |
processors += ",gfpgan" | |
elif roop.globals.selected_enhancer == 'Codeformer': | |
processors += ",codeformer" | |
temp_frame, _ = roop.globals.IMAGE_CHAIN_PROCESSOR.run_chain(temp_frame, | |
{"swap_mode": swap_mode, | |
"input_face_datas": [roop.globals.SELECTED_FACE_DATA_INPUT], "target_face_datas": [roop.globals.SELECTED_FACE_DATA_OUTPUT]}, | |
processors) | |
image = Image.fromarray(cv2.cvtColor(temp_frame, cv2.COLOR_BGR2RGB)) | |
image = ImageOps.contain(image, (PREVIEW_MAX_WIDTH, PREVIEW_MAX_HEIGHT), Image.LANCZOS) | |
image = ctk.CTkImage(image, size=image.size) | |
preview_label.configure(image=image) | |
def create_select_faces_win(parent) -> ctk.CTkToplevel: | |
global scrollable_frame | |
face_win = ctk.CTkToplevel(parent) | |
face_win.minsize(800, 400) | |
face_win.title('Select Face(s)') | |
face_win.configure() | |
face_win.withdraw() | |
face_win.protocol('WM_DELETE_WINDOW', lambda: cancel_face_selection()) | |
scrollable_frame = ctk.CTkScrollableFrame(face_win, orientation='horizontal', label_text='Choose face by clicking on it', width=(IMAGE_BUTTON_WIDTH + 40)*3, height=IMAGE_BUTTON_HEIGHT+32) | |
scrollable_frame.grid(row=0, column=0, padx=20, pady=20) | |
scrollable_frame.place(relx=0.05, rely=0.05) | |
cancel_button = ctk.CTkButton(face_win, text='Cancel', command=lambda: cancel_face_selection()) | |
cancel_button.place(relx=0.05, rely=0.85, relwidth=0.075, relheight=0.075) | |
return face_win | |
def cancel_face_selection() -> None: | |
toggle_face_selection(); | |
ROOT.wm_attributes('-disabled', False) | |
ROOT.focus() | |
def select_face(index, is_input) -> None: | |
global source_button, target_button, INPUT_FACES_DATA, OUTPUT_FACES_DATA | |
if is_input: | |
roop.globals.SELECTED_FACE_DATA_INPUT = INPUT_FACES_DATA[index][0] | |
image = render_face_from_frame(INPUT_FACES_DATA[index][1], (IMAGE_BUTTON_WIDTH, IMAGE_BUTTON_HEIGHT)) | |
source_button.configure(image=image) | |
source_button._draw() | |
else: | |
roop.globals.SELECTED_FACE_DATA_OUTPUT = OUTPUT_FACES_DATA[index][0] | |
image = render_face_from_frame(OUTPUT_FACES_DATA[index][1], (IMAGE_BUTTON_WIDTH, IMAGE_BUTTON_HEIGHT)) | |
target_button.configure(image=image) | |
target_button._draw() | |
if roop.globals.SELECTED_FACE_DATA_INPUT is not None: | |
emb1 = roop.globals.SELECTED_FACE_DATA_INPUT.embedding | |
emb2 = roop.globals.SELECTED_FACE_DATA_OUTPUT.embedding | |
dist = compute_cosine_distance(emb1, emb2) | |
print(f'Similarity Distance between Source->Target={dist}') | |
toggle_face_selection(); | |
ROOT.wm_attributes('-disabled', False) | |
ROOT.focus() | |
def toggle_face_selection() -> None: | |
if FACE_SELECT.state() == 'normal': | |
FACE_SELECT.withdraw() | |
else: | |
FACE_SELECT.deiconify() | |
def show_face_selection(faces, is_input): | |
global FACE_BUTTONS, scrollable_frame | |
ROOT.wm_attributes('-disabled', True) | |
if len(FACE_BUTTONS) > 0: | |
for b in FACE_BUTTONS: | |
try: | |
# b.place_forget() | |
b.destroy() | |
except: | |
continue | |
FACE_BUTTONS.clear() | |
for i,face in enumerate(faces): | |
image = render_face_from_frame(face[1], (128, 128)) | |
score = face[0]['det_score'] | |
age = face[0]['age'] | |
button_text = f'Score: {score} - Sex: {face[0].sex} - Age: {age}' | |
face_button = ctk.CTkButton(scrollable_frame, text=button_text, width=128, height=128, compound='top', anchor='center', command=lambda faceindex=i: select_face(index=faceindex, is_input=is_input)) | |
face_button.grid(row=0, column=i, pady=5, padx=5) | |
face_button.configure(image=image) | |
face_button._draw() | |
FACE_BUTTONS.append(face_button) | |
FACE_SELECT.deiconify() | |