add processing "cache" and augmentation
Author: flozi00
Pull request: yes

# What does this PR do?
This PR stores the resampled commoinvoice on disk to speedup multiple runs.
Furthermore it adds data augmentation to double the dataset size
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Fixes # (issue)


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Comments:
Hey @flozi00,

Could you make the code quality test pass -> then I think we can merge this one :-)