Move model to cuda before creating optimizer #554
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This is a bug fix.
How to reproduce: try using Adagrad with cuda. Optimizers are created before the model is on cuda, and so the optimizer's accumulator is created on CPU. That causes an exception when gpu grads are handled in Adagrad.step()
Adam works without this fix. I'm not sure why