```python from modeling_deltalm import DeltalmForConditionalGeneration # modeling_deltalm: https://huggingface.co/nguyenvulebinh/deltalm-base/blob/main/modeling_deltalm.py from configuration_deltalm import DeltalmConfig # configuration_deltalm: https://huggingface.co/nguyenvulebinh/deltalm-base/blob/main/configuration_deltalm.py from transformers AutoTokenizer src_text = "i'm steve and 25 years old" encoded_hi = tokenizer(src_text, return_tensors="pt") generated_output = model.generate(**encoded_hi, forced_bos_token_id=tokenizer.bos_token_id, max_length=20, num_beams=1, return_dict_in_generate=True, return_dict=True, output_hidden_states=True) text_output = tokenizer.batch_decode(generated_output.sequences, skip_special_tokens=True) print(text_output) ```