Ibrahimnasser commited on
Commit
21d2426
·
1 Parent(s): 75a2655

initial commit

Browse files
Files changed (3) hide show
  1. .gitignore +1 -0
  2. app.py +26 -0
  3. requirements.txt +4 -0
.gitignore ADDED
@@ -0,0 +1 @@
 
 
1
+ venv/
app.py ADDED
@@ -0,0 +1,26 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ from transformers import BlipProcessor, BlipForConditionalGeneration
3
+ from PIL import Image
4
+
5
+ processor = BlipProcessor.from_pretrained("Salesforce/blip-image-captioning-base")
6
+ model = BlipForConditionalGeneration.from_pretrained("Salesforce/blip-image-captioning-base")
7
+
8
+ def generate_caption(image):
9
+ if image is None:
10
+ return "Please upload an image to generate a caption."
11
+ inputs = processor(images=image, return_tensors="pt")
12
+ out = model.generate(**inputs)
13
+ caption = processor.decode(out[0], skip_special_tokens=True)
14
+ return caption
15
+
16
+ iface = gr.Interface(
17
+ fn=generate_caption,
18
+ inputs=gr.Image(type="pil", label="Upload Image"),
19
+ outputs="text",
20
+ live=True,
21
+ title="Image Captioning App",
22
+ description="Upload an image and get a description of what the image contains.",
23
+ allow_flagging="never"
24
+ )
25
+
26
+ iface.launch()
requirements.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ gradio
2
+ transformers
3
+ torch
4
+ Pillow