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gromov-wasserstein solvers (#431)
* maj gw/ srgw/ generic cg solver
* correct pep8 on current state
* fix bug previous tests
* fix pep8
* fix bug srGW constC in loss and gradient
* fix doc html
* fix doc html
* start updating test_optim.py
* update tests gromov and optim - plus fix gromov dependencies
* add symmetry feature to entropic gw
* add symmetry feature to entropic gw
* add exemple for sr(F)GW matchings
* small stuff
* remove (reg,M) from line-search/ complete srgw tests with backend
* remove backend repetitions / rename fG to costG/ fix innerlog to True
* fix pep8
* take comments into account / new nx parameters still to test
* factor (f)gw2 + test new backend parameters in ot.gromov + harmonize stopping criterions
* split gromov.py in ot/gromov/ + update test_gromov with helper_backend functions
* manual documentaion gromov
* remove circular autosummary
* trying stuff
* debug documentation
* alphabetic ordering of module
* merge into branch
* add note in entropic gw solvers
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Co-authored-by: Rémi Flamary <remi.flamary@gmail.com>
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