Instantiate a pipeline for translation with your model, and pass your text to it: from transformers import pipeline translator = pipeline("translation", model="my_awesome_opus_books_model") translator(text) [{'translation_text': 'Legumes partagent des ressources avec des bactéries azotantes.'}]