def prepare_batch(self, x, x_lens):
x_lens, x_idx = torch.sort(x_lens, 0, True)
_, x_ridx = torch.sort(x_idx)
x = x[x_idx]
x_var = Variable(x, volatile=True)
x_lens = Variable(x_lens, volatile=True)
x_ridx = Variable(x_ridx.long(), volatile=True)
if self.is_cuda:
x_var = x_var.cuda()
x_lens = x_lens.cuda()
x_ridx = x_ridx.cuda()
return x_var, x_lens, x_ridx
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