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can't optimize a non-leaf Tensor #16

@damiansmazurek

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@damiansmazurek

Hi
Recently, when running your code on GPU I have error: can't optimize a non-leaf Tensor
Tested on local machine, GCP Compute engine with PyTorch and Cuda.

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