Spaces:
Runtime error
Runtime error
christinacdl
commited on
Commit
•
6d26cc9
1
Parent(s):
69e8360
Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,24 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import gradio as gr
|
2 |
+
from transformers import pipeline
|
3 |
+
|
4 |
+
classifier = pipeline(task="text-classification", model="christinacdl/XLM_RoBERTa-Clickbait-Detection-new")
|
5 |
+
|
6 |
+
def text_classification(text):
|
7 |
+
result= classifier(text)
|
8 |
+
label = result[0]['label']
|
9 |
+
score = result[0]['score']
|
10 |
+
formatted_output = f"The label is {label} with the probability {score*100:.2f}%"
|
11 |
+
return formatted_output
|
12 |
+
|
13 |
+
examples=["Your Old Passport Will Be Replaced With Smart E-passport, Here Is Everything You Need To Know", "17 Things That Are Too Real For People Who Always Drop Their Phone"]
|
14 |
+
|
15 |
+
gradio_app = gr.Interface(fn=text_classification,
|
16 |
+
inputs= gr.Textbox(lines=2, label="Text", placeholder="Enter text here..."),
|
17 |
+
outputs=gr.Textbox(lines=2, label="Text Classification Result"),
|
18 |
+
title="Is it clickbait?",
|
19 |
+
description="Enter a text to check if it is clickbait or not!",
|
20 |
+
examples=examples)
|
21 |
+
|
22 |
+
|
23 |
+
if __name__ == "__main__":
|
24 |
+
gradio_app.launch()
|