anky2002 commited on
Commit
b9fdd3d
·
1 Parent(s): d6fb869
Files changed (2) hide show
  1. app.py +27 -0
  2. requirements.txt +3 -0
app.py ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ from transformers import pipeline
3
+
4
+ # Initialize the model
5
+ model = pipeline("summarization", model="luisotorres/bart-finetuned-samsum")
6
+
7
+ def summarize_text(text):
8
+ try:
9
+ summary = model(text, max_length=130, min_length=30)
10
+ return summary[0]["summary_text"]
11
+ except Exception as e:
12
+ return str(e)
13
+
14
+ # Create Gradio interface
15
+ iface = gr.Interface(
16
+ fn=summarize_text,
17
+ inputs=gr.Textbox(label="Input Text", lines=5),
18
+ outputs=gr.Textbox(label="Summary"),
19
+ title="Text Summarization",
20
+ description="Enter your text to generate a summary.",
21
+ examples=[
22
+ ["Sarah: Do you think it's a good idea to invest in Bitcoin?\nEmily: I'm skeptical. The market is very volatile, and you could lose money.\nSarah: True. But there's also a high upside, right?"]
23
+ ]
24
+ )
25
+
26
+ # Launch the interface
27
+ iface.launch()
requirements.txt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ gradio
2
+ transformers
3
+ torch