Spaces:
Runtime error
Runtime error
simon-kurbiel
commited on
Commit
•
9f33a31
1
Parent(s):
aceb17b
Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,56 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import numpy as np
|
2 |
+
import streamlit as st
|
3 |
+
from transformers import pipeline
|
4 |
+
|
5 |
+
import torch
|
6 |
+
|
7 |
+
def bertweet(data):
|
8 |
+
specific_model = pipeline(model="finiteautomata/bertweet-base-sentiment-analysis")
|
9 |
+
result = specific_model(data)
|
10 |
+
label = result[0]['label']
|
11 |
+
score = result[0]['score']
|
12 |
+
|
13 |
+
return label, score
|
14 |
+
|
15 |
+
def roberta(data):
|
16 |
+
specific_model = pipeline(model="cardiffnlp/twitter-roberta-base-sentiment")
|
17 |
+
result = specific_model(data)
|
18 |
+
label = result[0]['label']
|
19 |
+
score = result[0]['score']
|
20 |
+
|
21 |
+
if(label == 'LABEL_0'):
|
22 |
+
label = 'Negative'
|
23 |
+
elif(label == 'LABEL_1'):
|
24 |
+
label = 'Neutral'
|
25 |
+
else:
|
26 |
+
label = 'Positive'
|
27 |
+
|
28 |
+
return label, score
|
29 |
+
|
30 |
+
def getSent(data, model):
|
31 |
+
if(model == 'Bertweet'):
|
32 |
+
label,score = bertweet(data)
|
33 |
+
col1, col2 = st.columns(2)
|
34 |
+
col1.metric("Feeling",label,None)
|
35 |
+
col2.metric("Score",score,None)
|
36 |
+
elif(model == 'Roberta'):
|
37 |
+
label,score = roberta(data)
|
38 |
+
col1, col2 = st.columns(2)
|
39 |
+
col1.metric("Feeling",label,None)
|
40 |
+
col2.metric("Score",score,None)
|
41 |
+
|
42 |
+
def rendPage():
|
43 |
+
st.title("Sentiment Analysis")
|
44 |
+
userText = st.text_input('User Input', "Hope you are having a great day!")
|
45 |
+
st.text("")
|
46 |
+
type = st.selectbox(
|
47 |
+
'Choose your model',
|
48 |
+
('Bertweet','Roberta',))
|
49 |
+
st.text("")
|
50 |
+
|
51 |
+
if st.button('Calculate'):
|
52 |
+
if(userText!="" and type != None):
|
53 |
+
st.text("")
|
54 |
+
getSent(userText,type)
|
55 |
+
|
56 |
+
rendPage()
|