Each design principle serves as a tool that allows us to integrate all " "the separate parts of a design, referred to as elements, into a functional, synergistic, " "whole system, where the elements harmoniously interact and work together in the most " "efficient way possible." ) tokenizer = AutoTokenizer.from_pretrained(checkpoint) inputs = tokenizer(prompt, return_tensors="pt") model = AutoModelForSeq2SeqLM.from_pretrained(checkpoint) outputs = model.generate(**inputs, num_beams=5, num_beam_groups=5, max_new_tokens=30, diversity_penalty=1.0) tokenizer.decode(outputs[0], skip_special_tokens=True) 'The Design Principles are a set of universal design principles that can be applied to any location, climate and culture, and they allow us to design the' This guide illustrates the main parameters that enable various decoding strategies.