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Group optimizer options

Emanuele Roberto Nocera requested to merge n3fit_optimizer_group into master

Created by: scarlehoff

This is a small change that not only makes the runcard more readable, it also facilitates having different options for different optimizers in the hyperparameter scan.

The idea is that now the runcard is written as:

optimizer:
      optimizer_name: 'RMSprop'
      learning_rate: 0.01
      clipnorm: 1.0

I have also exposed clipnorm as an option (which was until now set to always 1.0).

Documentation for this, again, is in #767

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