| 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. |