Spaces:
Sleeping
Sleeping
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,22 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
from transformers import pipeline
|
| 3 |
+
|
| 4 |
+
distilled_student_sentiment_classifier = pipeline(
|
| 5 |
+
model="lxyuan/distilbert-base-multilingual-cased-sentiments-student",
|
| 6 |
+
return_all_scores=True
|
| 7 |
+
)
|
| 8 |
+
|
| 9 |
+
def sentiment_analysis(user_query: str):
|
| 10 |
+
result = distilled_student_sentiment_classifier(user_query)[0]
|
| 11 |
+
structured_result = dict()
|
| 12 |
+
for r in result:
|
| 13 |
+
structured_result[r["label"]] = r["score"]
|
| 14 |
+
return structured_result
|
| 15 |
+
|
| 16 |
+
demo = gr.Interface(
|
| 17 |
+
fn = sentiment_analysis,
|
| 18 |
+
inputs = [gr.Textbox()],
|
| 19 |
+
outputs = [gr.Label()]
|
| 20 |
+
)
|
| 21 |
+
|
| 22 |
+
demo.launch()
|