Instantiate a pipeline for summarization with your model, and pass your text to it: from transformers import pipeline summarizer = pipeline("summarization", model="stevhliu/my_awesome_billsum_model") summarizer(text) [{"summary_text": "The Inflation Reduction Act lowers prescription drug costs, health care costs, and energy costs.