Spaces:
Runtime error
Runtime error
Delete roop/processors/frame/face_enhancer.py
Browse files
roop/processors/frame/face_enhancer.py
DELETED
@@ -1,104 +0,0 @@
|
|
1 |
-
from typing import Any, List, Callable
|
2 |
-
import cv2
|
3 |
-
import threading
|
4 |
-
from gfpgan.utils import GFPGANer
|
5 |
-
|
6 |
-
import roop.globals
|
7 |
-
import roop.processors.frame.core
|
8 |
-
from roop.core import update_status
|
9 |
-
from roop.face_analyser import get_many_faces
|
10 |
-
from roop.typing import Frame, Face
|
11 |
-
from roop.utilities import conditional_download, resolve_relative_path, is_image, is_video
|
12 |
-
|
13 |
-
FACE_ENHANCER = None
|
14 |
-
THREAD_SEMAPHORE = threading.Semaphore()
|
15 |
-
THREAD_LOCK = threading.Lock()
|
16 |
-
NAME = 'ROOP.FACE-ENHANCER'
|
17 |
-
|
18 |
-
|
19 |
-
def get_face_enhancer() -> Any:
|
20 |
-
global FACE_ENHANCER
|
21 |
-
|
22 |
-
with THREAD_LOCK:
|
23 |
-
if FACE_ENHANCER is None:
|
24 |
-
model_path = resolve_relative_path('../models/GFPGANv1.4')
|
25 |
-
# todo: set models path -> https://github.com/TencentARC/GFPGAN/issues/399
|
26 |
-
FACE_ENHANCER = GFPGANer(model_path=model_path, upscale=1, device=get_device())
|
27 |
-
return FACE_ENHANCER
|
28 |
-
|
29 |
-
|
30 |
-
def get_device() -> str:
|
31 |
-
if 'CUDAExecutionProvider' in roop.globals.execution_providers:
|
32 |
-
return 'cuda'
|
33 |
-
if 'CoreMLExecutionProvider' in roop.globals.execution_providers:
|
34 |
-
return 'mps'
|
35 |
-
return 'cpu'
|
36 |
-
|
37 |
-
|
38 |
-
def clear_face_enhancer() -> None:
|
39 |
-
global FACE_ENHANCER
|
40 |
-
|
41 |
-
FACE_ENHANCER = None
|
42 |
-
|
43 |
-
|
44 |
-
def pre_check() -> bool:
|
45 |
-
download_directory_path = resolve_relative_path('../models')
|
46 |
-
conditional_download(download_directory_path, ['https://huggingface.co/th2w33knd/GFPGANv1.4/resolve/main/GFPGANv1.4.pth'])
|
47 |
-
return True
|
48 |
-
|
49 |
-
|
50 |
-
def pre_start() -> bool:
|
51 |
-
if not is_image(roop.globals.target_path) and not is_video(roop.globals.target_path):
|
52 |
-
update_status('Select an image or video for target path.', NAME)
|
53 |
-
return False
|
54 |
-
return True
|
55 |
-
|
56 |
-
|
57 |
-
def post_process() -> None:
|
58 |
-
clear_face_enhancer()
|
59 |
-
|
60 |
-
|
61 |
-
def enhance_face(target_face: Face, temp_frame: Frame) -> Frame:
|
62 |
-
start_x, start_y, end_x, end_y = map(int, target_face['bbox'])
|
63 |
-
padding_x = int((end_x - start_x) * 0.5)
|
64 |
-
padding_y = int((end_y - start_y) * 0.5)
|
65 |
-
start_x = max(0, start_x - padding_x)
|
66 |
-
start_y = max(0, start_y - padding_y)
|
67 |
-
end_x = max(0, end_x + padding_x)
|
68 |
-
end_y = max(0, end_y + padding_y)
|
69 |
-
temp_face = temp_frame[start_y:end_y, start_x:end_x]
|
70 |
-
if temp_face.size:
|
71 |
-
with THREAD_SEMAPHORE:
|
72 |
-
_, _, temp_face = get_face_enhancer().enhance(
|
73 |
-
temp_face,
|
74 |
-
paste_back=True
|
75 |
-
)
|
76 |
-
temp_frame[start_y:end_y, start_x:end_x] = temp_face
|
77 |
-
return temp_frame
|
78 |
-
|
79 |
-
|
80 |
-
def process_frame(source_face: Face, reference_face: Face, temp_frame: Frame) -> Frame:
|
81 |
-
many_faces = get_many_faces(temp_frame)
|
82 |
-
if many_faces:
|
83 |
-
for target_face in many_faces:
|
84 |
-
temp_frame = enhance_face(target_face, temp_frame)
|
85 |
-
return temp_frame
|
86 |
-
|
87 |
-
|
88 |
-
def process_frames(source_path: str, temp_frame_paths: List[str], update: Callable[[], None]) -> None:
|
89 |
-
for temp_frame_path in temp_frame_paths:
|
90 |
-
temp_frame = cv2.imread(temp_frame_path)
|
91 |
-
result = process_frame(None, None, temp_frame)
|
92 |
-
cv2.imwrite(temp_frame_path, result)
|
93 |
-
if update:
|
94 |
-
update()
|
95 |
-
|
96 |
-
|
97 |
-
def process_image(source_path: str, target_path: str, output_path: str) -> None:
|
98 |
-
target_frame = cv2.imread(target_path)
|
99 |
-
result = process_frame(None, None, target_frame)
|
100 |
-
cv2.imwrite(output_path, result)
|
101 |
-
|
102 |
-
|
103 |
-
def process_video(source_path: str, temp_frame_paths: List[str]) -> None:
|
104 |
-
roop.processors.frame.core.process_video(None, temp_frame_paths, process_frames)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|