Spaces:
Runtime error
Runtime error
Oliver Li
commited on
Commit
•
4b4d3c0
1
Parent(s):
2599dc4
added app and requirement files
Browse files- app.py +38 -0
- requirements.txt +3 -0
app.py
ADDED
@@ -0,0 +1,38 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import streamlit as st
|
2 |
+
from transformers import pipeline, AutoTokenizer, AutoModelForSequenceClassification
|
3 |
+
|
4 |
+
# Function to load the pre-trained model
|
5 |
+
def load_model(model_name):
|
6 |
+
tokenizer = AutoTokenizer.from_pretrained(model_name)
|
7 |
+
model = AutoModelForSequenceClassification.from_pretrained(model_name)
|
8 |
+
sentiment_pipeline = pipeline("sentiment-analysis", tokenizer=tokenizer, model=model)
|
9 |
+
return sentiment_pipeline
|
10 |
+
|
11 |
+
# Streamlit app
|
12 |
+
st.title("Basic Sentiment Analysis App")
|
13 |
+
st.write("Enter a text and select a pre-trained model to get the sentiment analysis.")
|
14 |
+
|
15 |
+
# Input text
|
16 |
+
text = st.text_input("Enter your text:")
|
17 |
+
|
18 |
+
# Model selection
|
19 |
+
model_options = [
|
20 |
+
"distilbert-base-uncased-finetuned-sst-2-english",
|
21 |
+
"textattack/bert-base-uncased-SST-2",
|
22 |
+
"cardiffnlp/twitter-roberta-base-sentiment",
|
23 |
+
"nlptown/bert-base-multilingual-uncased-sentiment"
|
24 |
+
]
|
25 |
+
|
26 |
+
selected_model = st.selectbox("Choose a pre-trained model:", model_options)
|
27 |
+
|
28 |
+
# Load the model and perform sentiment analysis
|
29 |
+
if st.button("Analyze"):
|
30 |
+
if not text:
|
31 |
+
st.write("Please enter a text.")
|
32 |
+
else:
|
33 |
+
with st.spinner("Analyzing sentiment..."):
|
34 |
+
sentiment_pipeline = load_model(selected_model)
|
35 |
+
result = sentiment_pipeline(text)
|
36 |
+
st.write(f"Sentiment: {result[0]['label']} (confidence: {result[0]['score']:.2f})")
|
37 |
+
else:
|
38 |
+
st.write("Enter a text and click 'Analyze' to perform sentiment analysis.")
|
requirements.txt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
streamlit
|
2 |
+
torch
|
3 |
+
transformers
|