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RELEASES.md

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## 1.0.0 Out of beta
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*July 2019*
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This is the first official stable release of POT this means a jump to 1.0.0!
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This is the first official stable release of POT and this means a jump to 1.0.0!
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The library has been used in
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the wild for a while now and we have reached a state where a lot of fundamental
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OT solvers are available and tested. It has been quite stable in the last months
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but kept the beta flag in its Pypi classifiers until now.
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but kept the beta flag in its Pypi classifiers until now.
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Note that this major
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release will be the last one supporting officially Python 2.7 (See
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https://python3statement.org/ for more reasons). For next release we will keep
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the travis tests for Python 2 but will make them non necessary for merge in 2020.
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The features are never complete in a toolbox designed for solving mathematical
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problems but with the new contributions we now implement algorithms and solvers
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problems and research but with the new contributions we now implement algorithms and solvers
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from 24 scientific papers (listed in the README.md file). New features include a
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direct implementation of the [empirical Sinkhorn divergence](https://pot.readthedocs.io/en/latest/all.html#ot.bregman.empirical_sinkhorn_divergence)
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, a new efficient (Cython implementation) solver for [EMD in 1D](https://pot.readthedocs.io/en/latest/all.html#ot.lp.emd_1d)
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and a solver for [Unbalanced OT barycenters](https://github.com/rflamary/POT/blob/master/notebooks/plot_UOT_barycenter_1D.ipynb).
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A new variant of Gromov-Wasserstein divergence called [Fused
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Gromov-Wasserstein](https://pot.readthedocs.io/en/latest/all.html?highlight=fused_#ot.gromov.fused_gromov_wasserstein)
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with exemples of use on [tructured data](https://github.com/rflamary/POT/blob/master/notebooks/plot_fgw.ipynb)
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has been also contributed with exemples of use on [tructured data](https://github.com/rflamary/POT/blob/master/notebooks/plot_fgw.ipynb)
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and computing [barycenters of labeld graphs](https://github.com/rflamary/POT/blob/master/notebooks/plot_barycenter_fgw.ipynb).
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Finally a lot of work has been done on the documentation with several new
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A lot of work has been done on the documentation with several new
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examples corresponding to the new features and a lot of corrections for the
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docstrings. But the most visible change is a new
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[quick start guide](https://pot.readthedocs.io/en/latest/quickstart.html) for
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POT that gives several pointers about which function or classes allow to solve a
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specific OT problem. When possible a link is provided to relevant examples.
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TODO contributors
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We will also provide with this release some pre-compiled Python wheels for Linux
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64bit on
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github and pip. This will simplify the install process that before requires a C
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compiler and numpy/cython already installed.
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Finally we would like to acknowledge and thank the numerous contributors of POT
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that has helped in the past build the foundation and are still contributing to
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bring new features and solvers to the library.
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#### Features
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