mansi sharma commited on
Commit
a788079
·
1 Parent(s): 0112ec7

Added app and requirements

Browse files
Files changed (2) hide show
  1. app.py +30 -0
  2. requirements.txt +3 -0
app.py ADDED
@@ -0,0 +1,30 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ from transformers import pipeline
3
+
4
+ # Load model from Hugging Face
5
+ model_name = "sohan-ai/sentiment-analysis-model-amazon-reviews"
6
+ classifier = pipeline("sentiment-analysis", model=model_name)
7
+
8
+ # Prediction function
9
+ def predict_sentiment(text):
10
+ if text.strip() == "":
11
+ return "Please enter some text."
12
+
13
+ result = classifier(text)[0]
14
+ label = result["label"]
15
+ score = result["score"]
16
+
17
+ return f"Sentiment: {label} (Confidence: {score:.2f})"
18
+
19
+ # Gradio UI
20
+ iface = gr.Interface(
21
+ fn=predict_sentiment,
22
+ inputs=gr.Textbox(lines=5, placeholder="Enter your review here..."),
23
+ outputs="text",
24
+ title="Sentiment Analysis App",
25
+ description="Enter a review to classify it as Positive or Negative using a Hugging Face model."
26
+ )
27
+
28
+ # Launch app
29
+ if __name__ == "__main__":
30
+ iface.launch()
requirements.txt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ gradio
2
+ transformers
3
+ torch