Upload app.py
Browse files
app.py
ADDED
@@ -0,0 +1,33 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
from flask import Flask, render_template, request, jsonify
|
2 |
+
|
3 |
+
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
|
4 |
+
|
5 |
+
app = Flask(__name__)
|
6 |
+
|
7 |
+
# Load model directly
|
8 |
+
tokenizer = AutoTokenizer.from_pretrained("abdulwaheed1/english-to-urdu-translation-mbart")
|
9 |
+
model = AutoModelForSeq2SeqLM.from_pretrained("abdulwaheed1/english-to-urdu-translation-mbart")
|
10 |
+
@app.route('/')
|
11 |
+
def index():
|
12 |
+
return render_template('index.html')
|
13 |
+
|
14 |
+
@app.route('/translate', methods=['POST'])
|
15 |
+
def translate():
|
16 |
+
try:
|
17 |
+
data = request.get_json()
|
18 |
+
text = data['text']
|
19 |
+
|
20 |
+
# Tokenize input text
|
21 |
+
inputs = tokenizer(text, return_tensors='pt', max_length=1024, truncation=True)
|
22 |
+
|
23 |
+
# Generate translation
|
24 |
+
translation_ids = model.generate(**inputs)
|
25 |
+
translation = tokenizer.batch_decode(translation_ids, skip_special_tokens=True)[0]
|
26 |
+
|
27 |
+
return jsonify({'translation': translation})
|
28 |
+
|
29 |
+
except Exception as e:
|
30 |
+
return jsonify({'error': str(e)})
|
31 |
+
|
32 |
+
if __name__ == '__main__':
|
33 |
+
app.run(debug=True)
|