Create app/main.py
Browse files- app/main.py +20 -0
app/main.py
ADDED
@@ -0,0 +1,20 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
from flask import Flask, request, jsonify
|
2 |
+
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM, pipeline
|
3 |
+
|
4 |
+
app = Flask(__name__)
|
5 |
+
|
6 |
+
tokenizer = AutoTokenizer.from_pretrained("unicamp-dl/translation-en-pt-t5")
|
7 |
+
model = AutoModelForSeq2SeqLM.from_pretrained("unicamp-dl/translation-en-pt-t5")
|
8 |
+
enpt_pipeline = pipeline('text2text-generation', model=model, tokenizer=tokenizer, max_length=512, num_beams=5)
|
9 |
+
|
10 |
+
|
11 |
+
@app.route('/translate', methods=['POST'])
|
12 |
+
def translate():
|
13 |
+
content = request.json
|
14 |
+
text_to_translate = content['text']
|
15 |
+
result = enpt_pipeline(f"translate English to Portuguese: {text_to_translate}")
|
16 |
+
return jsonify({"translated_text": result[0]["generated_text"]})
|
17 |
+
|
18 |
+
|
19 |
+
if __name__ == '__main__':
|
20 |
+
app.run(debug=True)
|