Spaces:
Runtime error
Runtime error
Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,31 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import gradio as gr
|
2 |
+
from transformers import pipeline
|
3 |
+
|
4 |
+
# Load the sentiment analysis pipeline
|
5 |
+
sentiment_pipeline = pipeline("sentiment-analysis")
|
6 |
+
|
7 |
+
def analyze_sentiment(text):
|
8 |
+
result = sentiment_pipeline(text)[0]
|
9 |
+
label = result['label']
|
10 |
+
score = result['score']
|
11 |
+
|
12 |
+
if label == 'POSITIVE':
|
13 |
+
emotion = "positive"
|
14 |
+
elif label == 'NEGATIVE':
|
15 |
+
emotion = "negative"
|
16 |
+
else:
|
17 |
+
emotion = "neutral"
|
18 |
+
|
19 |
+
return f"Emotion: {emotion}\nConfidence: {score:.2f}"
|
20 |
+
|
21 |
+
# Create the Gradio interface
|
22 |
+
iface = gr.Interface(
|
23 |
+
fn=analyze_sentiment,
|
24 |
+
inputs=gr.Textbox(lines=5, placeholder="Enter your text here..."),
|
25 |
+
outputs="text",
|
26 |
+
title="Emotion Analysis",
|
27 |
+
description="Analyze the sentiment of your text using Hugging Face Transformers."
|
28 |
+
)
|
29 |
+
|
30 |
+
# Launch the app
|
31 |
+
iface.launch()
|