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# when evaluating, just use the generate function, which will default to top_k sampling with temperature of 1.
initial = torch.tensor([[0]]).long() # assume 0 is start token
sample = model.model.generate(initial, 100, temperature=1., filter_thres = 0.9, eos_token = 1) # assume end token is 1, or omit and it will sample up to 100