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Support GPU out-of-the-box GPU in simulations(when a user specifies "cuda" as the device) in the following tutorials:
How:
Specify GPU in start_simulation, by giving client_resources argument with {num_gpus=1}, in case of using CUDA
Other changes:
Also adds .to(DEVICE) when it was missing (2nd tutorial)