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tensorboard clean

tensorboard logging for noise

fun_control accepts seed, sigma

SGD does not use argument "momentum=kwargs["sgd_momentum"]" any more.

Since torch optimizer do not accept the argument "differentiable" any more, it is removed from optimizer.py.

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