Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
@@ -1,27 +1,55 @@
|
|
1 |
import gradio as gr
|
2 |
from PIL import Image
|
3 |
from vit_model_test import CustomModel
|
|
|
4 |
|
5 |
# Initialize the model
|
6 |
model = CustomModel()
|
7 |
|
8 |
def predict(image: Image.Image):
|
9 |
-
|
10 |
label, confidence = model.predict(image)
|
11 |
result = "AI image" if label == 1 else "Real image"
|
12 |
return result, f"Confidence: {confidence:.2f}%"
|
13 |
-
|
14 |
-
|
15 |
-
|
16 |
-
|
17 |
-
|
18 |
-
|
19 |
-
|
20 |
-
|
21 |
-
|
22 |
-
|
23 |
-
|
24 |
-
|
25 |
-
|
26 |
-
|
27 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
import gradio as gr
|
2 |
from PIL import Image
|
3 |
from vit_model_test import CustomModel
|
4 |
+
import time
|
5 |
|
6 |
# Initialize the model
|
7 |
model = CustomModel()
|
8 |
|
9 |
def predict(image: Image.Image):
|
10 |
+
time.sleep(5) # ืกืืืืืฆืื ืฉื ืืื ืขืืืื
|
11 |
label, confidence = model.predict(image)
|
12 |
result = "AI image" if label == 1 else "Real image"
|
13 |
return result, f"Confidence: {confidence:.2f}%"
|
14 |
+
|
15 |
+
def loading_animation(image):
|
16 |
+
return gr.Video.update(visible=True), "", ""
|
17 |
+
|
18 |
+
def show_results(image):
|
19 |
+
result, confidence = predict(image)
|
20 |
+
return gr.Video.update(visible=False), result, confidence
|
21 |
+
|
22 |
+
# ืืฆืืจืช ืืืฉืง Gradio ืขื ืื ืืืฆืืืช
|
23 |
+
with gr.Blocks(css="""
|
24 |
+
.gr-button {
|
25 |
+
background-color: #4CAF50;
|
26 |
+
color: white;
|
27 |
+
transition: background-color 0.3s ease;
|
28 |
+
}
|
29 |
+
.gr-button:hover {
|
30 |
+
background-color: #45a049;
|
31 |
+
}
|
32 |
+
.fade-in {
|
33 |
+
animation: fadeIn 0.5s ease-in;
|
34 |
+
}
|
35 |
+
@keyframes fadeIn {
|
36 |
+
from { opacity: 0; }
|
37 |
+
to { opacity: 1; }
|
38 |
+
}
|
39 |
+
""") as demo:
|
40 |
+
with gr.Row():
|
41 |
+
image_input = gr.Image(type="pil", label="Upload an image")
|
42 |
+
animation = gr.Video("https://cdn-uploads.huggingface.co/production/uploads/66d6f1b3b50e35e1709bfdf7/x7Ud8PO9QPfmrTvBVcCKE.mp4", visible=False)
|
43 |
+
|
44 |
+
output_label = gr.Textbox(label="Classification Result", interactive=False, visible=False)
|
45 |
+
output_confidence = gr.Textbox(label="Confidence", interactive=False, visible=False)
|
46 |
+
|
47 |
+
image_input.change(loading_animation, inputs=image_input, outputs=[animation, output_label, output_confidence])
|
48 |
+
image_input.change(show_results, inputs=image_input, outputs=[animation, output_label, output_confidence])
|
49 |
+
|
50 |
+
# ืืืกืคืช ืืคืชืืจ ืขื ืื ืืืฆืื
|
51 |
+
submit_button = gr.Button("Submit", css="fade-in") # ืืคืชืืจ ืขื ืืคืงื ืฉื fade-in
|
52 |
+
submit_button.click(predict, inputs=image_input, outputs=[output_label, output_confidence])
|
53 |
+
|
54 |
+
# ืืฉืงืช ืืืืฉืง
|
55 |
+
demo.launch()
|