from transformers import pipeline def classify(tweet, event_model, hftoken): # event type prediction event_predictor = pipeline(task="text-classification", model=event_model, batch_size=512, token=hftoken) tokenizer_kwargs = {'padding': True, 'truncation': True, 'max_length': 512} results = {"text": None, "event": None, "score": None} prediction = event_predictor(tweet, **tokenizer_kwargs)[0] results["text"] = tweet results["event"] = prediction["label"] results["score"] = prediction["score"] return results