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GPU Compatible Version? #3

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@bhorowitz

I'm a bit of a pytorch newbie, but was curious how difficult it would be to make a GPU compatible version of this code? My attempts of just adding ".to(device)" at various points of the code when defining new variables have been mostly going in circles so perhaps there is something deeper going on or an easier way within the structure of the code... Perhaps if someone could give guidance I could make the needed changes.

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