feat: allow chunkwise training and limit the number of processes for AFHMM+SAC#37

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levaphenyl wants to merge 9 commits intonilmtk:masterfrom

levaphenyl:NILMTK-CONTRIB-36

Commits on May 16, 2021

fix: AFHMM & AFHMM+SAC: the parameter chunk_wise_training is no longer hardcoded.
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doc: AFHMM & AFHMM+SAC: update docstring class with real name and paper
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refactor: AHFMM: clean __init__ declarations.
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style: AFHMM & AFHMM+SAC: clean commented print statements.
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fix: AFHMM & AFHMM+SAC: add safeguard for when the optimizer does not find any constraint and returns None.
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refactor: AFHMM & AFHMM+SAC: clean up imports
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feat: AFHMM & AFHMM+SAC: limit number of processes for disaggregation
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feat: AFHMM & AFHMM+SAC: implement chunkwise training.
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refactor: AFHMM & AFHMM+SAC: split disaggregate_thread function into the constraints setup and the actual minimization
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