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There is a typo in the comments of code block 9
# put the PyTorch CNN in the database in GPU memory client.set_model("cnn", traced_cnn, "TORCH", device="CPU")
in the GPU memory should be in CPU memory according to the code.
BTW, the documentation is quiet nice and clear for beginners