[WIP] Restructure unbalanced OT module

[6Ulm]

Types of changes

This PR aims to improve the current module unbalanced.py on two aspects:

• The current module contains 3 seperate groups of unbalanced OT solvers: Sinkhorn, Majorization-Minimization and LBFGS-B. It is preferable to break these groups into seperate files/modules for easier maintenance.
• In the current Sinkhorn solver, the reference measure used in the regulazation is always fixed as $a b^T$ (for reg_type=kl) or one-matrix (for reg_type=entropy). With trivial modification, we can allow for any nonnegative reference measure. This will be useful for the ot.solve, since we consider a very generic unbalanced OT problem.

Major changes:

• The reg_type argument is removed from Sinkhorn solver and replace by the reference c in the regularization term (c = ab^T by default)
• Add ot.unbalanced.lbfgsb_unbalanced2, which returns the UOT loss. This is consistent with almost all solvers in POT.
• Remove option "entropy" for argument reg_div in lbfgsb_unbalanced.

Motivation and context / Related issue

How has this been tested (if it applies)

PR checklist

• [x] I have read the CONTRIBUTING document.
• [x] The documentation is up-to-date with the changes I made (check build artifacts).
• [x] All tests passed, and additional code has been covered with new tests.
• [ ] I have added the PR and Issue fix to the RELEASES.md file.

[codecov[bot]]

Codecov Report

Attention: Patch coverage is 99.30556% with 4 lines in your changes missing coverage. Please review.

Project coverage is 96.88%. Comparing base (bd56809) to head (ad2e6f8). Report is 1 commits behind head on master.

Additional details and impacted files

@@            Coverage Diff             @@
##           master     #658      +/-   ##
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+ Coverage   96.85%   96.88%   +0.03%     
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  Files          88       93       +5     
  Lines       17910    18166     +256     
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+ Hits        17346    17600     +254     
- Misses        564      566       +2