Spaces:
Runtime error
Runtime error
First commit
Browse files- app.py +31 -0
- requirements.txt +2 -0
app.py
ADDED
@@ -0,0 +1,31 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import gradio as gr
|
2 |
+
import re
|
3 |
+
|
4 |
+
from transformers import pipeline
|
5 |
+
|
6 |
+
model = "Narrativaai/fake-news-detection-spanish"
|
7 |
+
classifier = pipeline("text-classification", model=model)
|
8 |
+
|
9 |
+
|
10 |
+
def predict(header, text):
|
11 |
+
results = classifier(header + " [SEP] " + text)
|
12 |
+
return results[0]["label"], round(results[0]["score"], 5)
|
13 |
+
|
14 |
+
|
15 |
+
gradio_ui = gr.Interface(
|
16 |
+
fn=predict,
|
17 |
+
title="Fake News Detector (Spanish)",
|
18 |
+
description="Enter some text and check if model detects bullying.",
|
19 |
+
inputs=[
|
20 |
+
gr.inputs.Textbox(lines=1, label="Type/Paste your headline here"),
|
21 |
+
gr.inputs.Textbox(lines=6, label="Type/Paste the article body here"),
|
22 |
+
],
|
23 |
+
outputs=[
|
24 |
+
gr.outputs.Textbox(label="Label"),
|
25 |
+
gr.outputs.Textbox(label="Score"),
|
26 |
+
],
|
27 |
+
examples=[
|
28 |
+
],
|
29 |
+
)
|
30 |
+
|
31 |
+
gradio_ui.launch()
|
requirements.txt
ADDED
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
1 |
+
torch
|
2 |
+
transformers
|