You can rewrite the Variable class to automatically use cuda:
class Variable(autograd.Variable):
    def __init__(self, data, *args, **kwargs):
        data = data.cuda()
        super(Variable, self).__init__(data, *args, **kwargs)

Won’t help w models tho obv.