Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
@@ -1,42 +1,81 @@
|
|
1 |
import gradio as gr
|
2 |
-
from
|
|
|
|
|
3 |
|
|
|
|
|
4 |
|
5 |
-
def
|
6 |
-
|
7 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
8 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
9 |
|
10 |
-
def
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
11 |
|
12 |
-
|
13 |
-
|
|
|
14 |
|
15 |
-
|
16 |
-
|
17 |
-
|
|
|
|
|
|
|
18 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
19 |
|
20 |
-
|
21 |
-
|
22 |
-
|
23 |
-
|
24 |
-
|
25 |
-
|
|
|
26 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
27 |
|
28 |
-
|
29 |
-
|
30 |
-
|
31 |
-
|
32 |
-
|
33 |
-
|
34 |
-
|
35 |
-
with gr.Tab("File Output"):
|
36 |
-
with gr.Row():
|
37 |
-
image_file_upload = gr.Image(label="Upload an image", type ="filepath")
|
38 |
-
output_file = gr.File(label="Output PNG File")
|
39 |
-
image_file_upload.change(dummy_process_file, image_file_upload, output_file)
|
40 |
|
41 |
if __name__ == "__main__":
|
42 |
-
demo.launch()
|
|
|
1 |
import gradio as gr
|
2 |
+
from gradio_client import Client, handle_file
|
3 |
+
from PIL import Image
|
4 |
+
import requests
|
5 |
|
6 |
+
# Initialize the client
|
7 |
+
client = Client("not-lain/background-removal")
|
8 |
|
9 |
+
def process_image_via_api(image):
|
10 |
+
result = client.predict(
|
11 |
+
image=handle_file(image),
|
12 |
+
api_name="/image"
|
13 |
+
)
|
14 |
+
# Convert the output tuple to PIL images and return
|
15 |
+
if result:
|
16 |
+
return (Image.open(result[0]), Image.open(result[1]))
|
17 |
+
return None, None
|
18 |
|
19 |
+
def process_url_via_api(url):
|
20 |
+
result = client.predict(
|
21 |
+
image=url,
|
22 |
+
api_name="/text"
|
23 |
+
)
|
24 |
+
# Convert the output tuple to PIL images and return
|
25 |
+
if result:
|
26 |
+
return (Image.open(result[0]), Image.open(result[1]))
|
27 |
+
return None, None
|
28 |
|
29 |
+
def process_file_via_api(f):
|
30 |
+
result = client.predict(
|
31 |
+
f=handle_file(f),
|
32 |
+
api_name="/png"
|
33 |
+
)
|
34 |
+
# Return the path to the saved PNG file
|
35 |
+
if result:
|
36 |
+
return result
|
37 |
+
return None
|
38 |
|
39 |
+
# Example images
|
40 |
+
chameleon = "butterfly.jpg"
|
41 |
+
url_example = "https://hips.hearstapps.com/hmg-prod/images/gettyimages-1229892983-square.jpg"
|
42 |
|
43 |
+
image_upload = gr.Image(label="Upload an image")
|
44 |
+
url_input = gr.Textbox(label="Paste an image URL")
|
45 |
+
image_file_upload = gr.Image(label="Upload an image", type="filepath")
|
46 |
+
output_file = gr.File(label="Output PNG File")
|
47 |
+
sliders_processed = gr.Image(label="Processed Image")
|
48 |
+
slider_origin = gr.Image(label="Original Image")
|
49 |
|
50 |
+
tab1 = gr.Interface(
|
51 |
+
fn=process_image_via_api,
|
52 |
+
inputs=image_upload,
|
53 |
+
outputs=[sliders_processed, slider_origin],
|
54 |
+
examples=[chameleon],
|
55 |
+
api_name="/image_api"
|
56 |
+
)
|
57 |
|
58 |
+
tab2 = gr.Interface(
|
59 |
+
fn=process_url_via_api,
|
60 |
+
inputs=url_input,
|
61 |
+
outputs=[sliders_processed, slider_origin],
|
62 |
+
examples=[url_example],
|
63 |
+
api_name="/url_api"
|
64 |
+
)
|
65 |
|
66 |
+
tab3 = gr.Interface(
|
67 |
+
fn=process_file_via_api,
|
68 |
+
inputs=image_file_upload,
|
69 |
+
outputs=output_file,
|
70 |
+
examples=[chameleon],
|
71 |
+
api_name="/png_api"
|
72 |
+
)
|
73 |
|
74 |
+
demo = gr.TabbedInterface(
|
75 |
+
[tab1, tab2, tab3],
|
76 |
+
["Image Upload", "URL Input", "File Output"],
|
77 |
+
title="Background Removal Tool using API"
|
78 |
+
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
79 |
|
80 |
if __name__ == "__main__":
|
81 |
+
demo.launch(show_error=True)
|