puppala13 commited on
Commit
83c1b5b
·
verified ·
1 Parent(s): 7adfe67

Create app.py

Browse files
Files changed (1) hide show
  1. app.py +36 -0
app.py ADDED
@@ -0,0 +1,36 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import streamlit as st
2
+ from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
3
+
4
+ def main():
5
+ st.title("Translation App")
6
+
7
+ # Load model and tokenizer
8
+ model_name = "facebook/mbart-large-50-one-to-many-mmt"
9
+ model = AutoModelForSeq2SeqLM.from_pretrained(model_name)
10
+ tokenizer = AutoTokenizer.from_pretrained(model_name)
11
+
12
+ # Input text area
13
+ input_text = st.text_area("Enter text to translate", "")
14
+
15
+ if st.button("Translate"):
16
+ # Perform translation
17
+ translated_text = translate_text(input_text, model, tokenizer)
18
+
19
+ # Display translated text
20
+ st.write("Translated Text:")
21
+ st.write(translated_text)
22
+
23
+ def translate_text(input_text, model, tokenizer):
24
+ # Tokenize input text
25
+ input_ids = tokenizer(input_text, return_tensors="pt").input_ids
26
+
27
+ # Generate translation
28
+ translated_ids = model.generate(input_ids)
29
+
30
+ # Decode translated text
31
+ translated_text = tokenizer.decode(translated_ids[0], skip_special_tokens=True)
32
+
33
+ return translated_text
34
+
35
+ if __name__ == '__main__':
36
+ main()