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n3fit - Rationalized stopping-validation module

Emanuele Roberto Nocera requested to merge n3fit-refactor-stopping into master

Created by: scarlehoff

As promised, this PR basically breaks down the huge mess that was Stat_info into several classes for stopping, validation and positivity, making things a bit (don't want to oversell it) clearer.

There are a few things to do yet, when I finish them I'll ask for reviews.

  • Documentation
  • Change the way the validation is checked at the end of every epoch

The point of this PR:

The main point of this changes was making the previously-named Statistics.py readable (now called stopping.py) so anything that still looks convoluted/unreadable after the commits should be changed.

Example code for animation.py: animation.tar.gz

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