Ok, kinda fixed it. Basically, during training I was saving the .params file by 
using:

    net.export(param_file)

and, as I said, loading them during inference by:

    net.load_parameters(param_file)

It doesn't work this way, but it does if instead of export I use:

    net.save_parameters(param_file)

Why the different behavior, anyway?





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