Spaces:
Running
Running
Add files
Browse files- app.py +92 -0
- requirements.txt +9 -0
app.py
ADDED
|
@@ -0,0 +1,92 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
#!/usr/bin/env python
|
| 2 |
+
|
| 3 |
+
from __future__ import annotations
|
| 4 |
+
|
| 5 |
+
import argparse
|
| 6 |
+
import functools
|
| 7 |
+
import pathlib
|
| 8 |
+
import subprocess
|
| 9 |
+
|
| 10 |
+
subprocess.call('pip uninstall -y opencv-python'.split())
|
| 11 |
+
subprocess.call('pip uninstall -y opencv-python-headless'.split())
|
| 12 |
+
subprocess.call('pip install opencv-python-headless==4.5.5.62'.split())
|
| 13 |
+
|
| 14 |
+
import cv2
|
| 15 |
+
import face_alignment
|
| 16 |
+
import gradio as gr
|
| 17 |
+
import numpy as np
|
| 18 |
+
import torch
|
| 19 |
+
|
| 20 |
+
ORIGINAL_REPO_URL = 'https://github.com/1adrianb/face-alignment'
|
| 21 |
+
TITLE = '1adrianb/face-alignment'
|
| 22 |
+
DESCRIPTION = f'A demo for {ORIGINAL_REPO_URL}'
|
| 23 |
+
ARTICLE = ''
|
| 24 |
+
|
| 25 |
+
|
| 26 |
+
def parse_args() -> argparse.Namespace:
|
| 27 |
+
parser = argparse.ArgumentParser()
|
| 28 |
+
parser.add_argument('--device', type=str, default='cpu')
|
| 29 |
+
parser.add_argument('--theme', type=str)
|
| 30 |
+
parser.add_argument('--live', action='store_true')
|
| 31 |
+
parser.add_argument('--share', action='store_true')
|
| 32 |
+
parser.add_argument('--port', type=int)
|
| 33 |
+
parser.add_argument('--disable-queue',
|
| 34 |
+
dest='enable_queue',
|
| 35 |
+
action='store_false')
|
| 36 |
+
parser.add_argument('--allow-flagging', type=str, default='never')
|
| 37 |
+
parser.add_argument('--allow-screenshot', action='store_true')
|
| 38 |
+
return parser.parse_args()
|
| 39 |
+
|
| 40 |
+
|
| 41 |
+
def detect(
|
| 42 |
+
image: np.ndarray,
|
| 43 |
+
detector,
|
| 44 |
+
device: torch.device,
|
| 45 |
+
) -> np.ndarray:
|
| 46 |
+
preds = detector.get_landmarks(image)
|
| 47 |
+
if len(preds) == 0:
|
| 48 |
+
raise RuntimeError('No face was found')
|
| 49 |
+
|
| 50 |
+
res = image.copy()
|
| 51 |
+
for pts in preds:
|
| 52 |
+
for pt in np.round(pts).astype(int):
|
| 53 |
+
cv2.circle(res, tuple(pt), 2, (0, 255, 0), cv2.FILLED)
|
| 54 |
+
return res
|
| 55 |
+
|
| 56 |
+
|
| 57 |
+
def main():
|
| 58 |
+
gr.close_all()
|
| 59 |
+
|
| 60 |
+
args = parse_args()
|
| 61 |
+
device = torch.device(args.device)
|
| 62 |
+
|
| 63 |
+
detector = face_alignment.FaceAlignment(face_alignment.LandmarksType._2D,
|
| 64 |
+
device=device.type)
|
| 65 |
+
|
| 66 |
+
func = functools.partial(detect, detector=detector, device=device)
|
| 67 |
+
func = functools.update_wrapper(func, detect)
|
| 68 |
+
|
| 69 |
+
image_paths = sorted(pathlib.Path('images').glob('*.jpg'))
|
| 70 |
+
examples = [[path.as_posix()] for path in image_paths]
|
| 71 |
+
|
| 72 |
+
gr.Interface(
|
| 73 |
+
func,
|
| 74 |
+
gr.inputs.Image(type='numpy', label='Input'),
|
| 75 |
+
gr.outputs.Image(type='numpy', label='Output'),
|
| 76 |
+
examples=examples,
|
| 77 |
+
theme=args.theme,
|
| 78 |
+
title=TITLE,
|
| 79 |
+
description=DESCRIPTION,
|
| 80 |
+
article=ARTICLE,
|
| 81 |
+
allow_screenshot=args.allow_screenshot,
|
| 82 |
+
allow_flagging=args.allow_flagging,
|
| 83 |
+
live=args.live,
|
| 84 |
+
).launch(
|
| 85 |
+
enable_queue=args.enable_queue,
|
| 86 |
+
server_port=args.port,
|
| 87 |
+
share=args.share,
|
| 88 |
+
)
|
| 89 |
+
|
| 90 |
+
|
| 91 |
+
if __name__ == '__main__':
|
| 92 |
+
main()
|
requirements.txt
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
face-alignment==1.3.5
|
| 2 |
+
numba==0.55.1
|
| 3 |
+
numpy==1.21.5
|
| 4 |
+
opencv-python-headless==4.5.5.62
|
| 5 |
+
Pillow==9.0.1
|
| 6 |
+
scikit-image==0.19.2
|
| 7 |
+
scipy==1.8.0
|
| 8 |
+
torch==1.11.0
|
| 9 |
+
torchvision==0.12.0
|